{
  "dataset": "perth-ai-search-study-2026",
  "rows": [
    {
      "observation_id": "accountant-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A1",
      "prompt": "best accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "TFP Tax Accountants Perth WA",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Affluence Chartered Accountants",
        "McKinley Plowman",
        "DASperth",
        "OBP",
        "Susan O’Connor Accounting",
        "Perth Mobile Tax and Business Services",
        "Aspect Accountants",
        "Camden Professionals - Part of The Investax Group",
        "SEER Financial Group",
        "Cloud CA",
        "Fortuna Advisory Group West Perth",
        "Flinders Tax Accountants & Business Advisors",
        "Comprehensive Business & Tax Advisory"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "TFP Tax Accountants Perth WA",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Affluence Chartered Accountants",
        "McKinley Plowman",
        "DASperth",
        "OBP",
        "Susan O’Connor Accounting",
        "Perth Mobile Tax and Business Services",
        "Aspect Accountants",
        "Camden Professionals - Part of The Investax Group",
        "SEER Financial Group",
        "Cloud CA",
        "Fortuna Advisory Group West Perth",
        "Flinders Tax Accountants & Business Advisors",
        "Comprehensive Business & Tax Advisory"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "TFP Tax Accountants Perth WA",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Affluence Chartered Accountants",
        "McKinley Plowman",
        "DASperth",
        "OBP",
        "Susan O’Connor Accounting",
        "Perth Mobile Tax and Business Services",
        "Aspect Accountants",
        "Camden Professionals - Part of The Investax Group",
        "SEER Financial Group",
        "Cloud CA",
        "Fortuna Advisory Group West Perth",
        "Flinders Tax Accountants & Business Advisors",
        "Comprehensive Business & Tax Advisory"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZmVXSnJOelptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdacU5XYzRhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4yZHlZbUptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRnhlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0cU5HNXVjV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XdDRkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaamNXNHplURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkMGJYZGtORE42GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-accountant-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A1",
      "prompt": "best accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "McKinley Plowman",
        "Munro's"
      ],
      "brands_recommended": [
        "McKinley Plowman",
        "Munro's"
      ],
      "brand_order": [
        "McKinley Plowman",
        "Munro's"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-accountant-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A1",
      "prompt": "best accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "TFP Tax Accountants Perth WA",
        "Teca Accounting",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "McKinley Plowman",
        "Perth Mobile Tax and Business Services",
        "Cloud CA",
        "Aspect Accountants",
        "Affluence Chartered Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "DASperth",
        "Camden Professionals - Part of The Investax Group",
        "ITP Accounting Professionals West Perth",
        "OBP",
        "Symmetry Accounting & Tax",
        "SH Tax Accountants Pty Ltd",
        "Flinders Tax Accountants & Business Advisors",
        "CVW Accounting",
        "Kennerlys Accounting",
        "Royal Cornell Business Accountants",
        "Susan O’Connor Accounting",
        "SEER Financial Group"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "TFP Tax Accountants Perth WA",
        "Teca Accounting",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "McKinley Plowman",
        "Perth Mobile Tax and Business Services",
        "Cloud CA",
        "Aspect Accountants",
        "Affluence Chartered Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "DASperth",
        "Camden Professionals - Part of The Investax Group",
        "ITP Accounting Professionals West Perth",
        "OBP",
        "Symmetry Accounting & Tax",
        "SH Tax Accountants Pty Ltd",
        "Flinders Tax Accountants & Business Advisors",
        "CVW Accounting",
        "Kennerlys Accounting",
        "Royal Cornell Business Accountants",
        "Susan O’Connor Accounting",
        "SEER Financial Group"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "TFP Tax Accountants Perth WA",
        "Teca Accounting",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "McKinley Plowman",
        "Perth Mobile Tax and Business Services",
        "Cloud CA",
        "Aspect Accountants",
        "Affluence Chartered Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "DASperth",
        "Camden Professionals - Part of The Investax Group",
        "ITP Accounting Professionals West Perth",
        "OBP",
        "Symmetry Accounting & Tax",
        "SH Tax Accountants Pty Ltd",
        "Flinders Tax Accountants & Business Advisors",
        "CVW Accounting",
        "Kennerlys Accounting",
        "Royal Cornell Business Accountants",
        "Susan O’Connor Accounting",
        "SEER Financial Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XdDRkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZmVXSnJOelptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdacU5XYzRhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRnhlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwbWNYaHpYM1pvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2VHSnViVGhtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWNEWm5hMjFpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkMGJYZGtORE42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2MzWm5NbXR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkc05tMXlZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG13MVpEVm5NdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4yZHlZbUptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0cU5HNXVjV2RvGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-accountant-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A1",
      "prompt": "best accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:06",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-accountant-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A1",
      "prompt": "best accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:07",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-accountant-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A1",
      "prompt": "best accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-accountant-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A1",
      "prompt": "best accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "McKinley Plowman Property Accountants",
        "Fortuna Advisory Group West Perth",
        "TFP Tax Accountants Perth WA"
      ],
      "brands_recommended": [
        "Munro's",
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "McKinley Plowman Property Accountants",
        "Fortuna Advisory Group West Perth",
        "TFP Tax Accountants Perth WA"
      ],
      "brand_order": [
        "Munro's",
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "McKinley Plowman Property Accountants",
        "Fortuna Advisory Group West Perth",
        "TFP Tax Accountants Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/tax-accountant?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-accountant-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A1",
      "prompt": "best accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Porters CA - Chartered Accountants",
        "Chartered Accountant"
      ],
      "brands_recommended": [
        "Munro's",
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Porters CA - Chartered Accountants",
        "Chartered Accountant"
      ],
      "brand_order": [
        "Munro's",
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Porters CA - Chartered Accountants",
        "Chartered Accountant"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/accountant?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-accountant-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A1",
      "prompt": "best accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "TFP Tax Accountants Perth WA",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Best Accountants Australia",
        "Femia Accountants",
        "Perth Tax Accounting Co",
        "Affordable Accountants",
        "Equitas Accounting Services",
        "H&R Block",
        "SS Accountants & Business Consultants",
        "Perth Mobile Tax and Business Services",
        "TidyTax Perth",
        "SMSF, company tax and tax returns",
        "ISM Tax Accountant Perth WA"
      ],
      "brands_recommended": [
        "Munro's",
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "TFP Tax Accountants Perth WA",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Best Accountants Australia",
        "Femia Accountants",
        "Perth Tax Accounting Co",
        "Affordable Accountants",
        "Equitas Accounting Services",
        "H&R Block",
        "SS Accountants & Business Consultants",
        "Perth Mobile Tax and Business Services",
        "TidyTax Perth",
        "SMSF, company tax and tax returns",
        "ISM Tax Accountant Perth WA"
      ],
      "brand_order": [
        "Munro's",
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "TFP Tax Accountants Perth WA",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Best Accountants Australia",
        "Femia Accountants",
        "Perth Tax Accounting Co",
        "Affordable Accountants",
        "Equitas Accounting Services",
        "H&R Block",
        "SS Accountants & Business Consultants",
        "Perth Mobile Tax and Business Services",
        "TidyTax Perth",
        "SMSF, company tax and tax returns",
        "ISM Tax Accountant Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-accountant-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A1",
      "prompt": "best accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Chartered Accountants ANZ"
      ],
      "brands_recommended": [
        "Chartered Accountants ANZ"
      ],
      "brand_order": [
        "Chartered Accountants ANZ"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=FAQs%3A%20accountant%20in%20Perth%20*%20Our%202026,trustees%20and%20members%20wanting%20an%20smsf%20specialist.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Munro's%20is%20a%20accounting%20practice%20based%20in,Small%20business%2C%20SMSF%2C%20Property%20investors%2C%20Tax%20planning.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Nexia%20Australia%20(Perth)%2C%20in%20Perth%20CBD%2C%20Perth%2C,(15%20directors%2C%20100%2B%20staff)%20in%20the%20CBD.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Nexia%20Australia%20(Perth)%2C%20in%20Perth%20CBD%2C%20Perth%2C,(15%20directors%2C%20100%2B%20staff)%20in%20the%20CBD.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Positioned%20as%20a%20dedicated%20tax-specialist%20advisory%20firm,6311%206900%20Verify%20on%20TPB%20Register%20%E2%86%97",
        "https://www.dpsaccounting.com.au/#:~:text=Posted%20on%20Google.%20Anil%20Kumar.%2015%2F05%2F2023.%20Trustindex,Read%20more.%20Posted%20on%20Google.%20Jodie%20Walker.",
        "https://mavrick.com.au/#:~:text=About.%20Mavrick%20Partners%20is%20an%20accounting%20and,to%20give%20you%20the%20best%20possible%20outcome.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=TPB-registered.%20Specialises%20in%3A%20Small%20business%2C%20Individual%20%26,work%20completed%20personally%20and%2030%2B%20years'%20experience.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Steve%20Hamilton%20Chartered%20Accountant%2C%20in%20Carramar%20(Wanneroo,Best%20for%3A%20Property%20investors%20and%20rental-portfolio%20holders."
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "dpsaccounting.com.au",
        "mavrick.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "dpsaccounting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mavrick.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-accountant-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A1",
      "prompt": "best accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Chartered Accountants Australia and New Zealand"
      ],
      "brands_recommended": [
        "Chartered Accountants Australia and New Zealand"
      ],
      "brand_order": [
        "Chartered Accountants Australia and New Zealand"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Which%20is%20the%20best%20accountant%20in%20Perth%3F,Runners-up%3A%20Cooper%20Partners%20and%20Nexia%20Australia%20(Perth).",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Nexia%20Australia%20(Perth)%2C%20in%20Perth%20CBD%2C%20Perth%2C,(15%20directors%2C%20100%2B%20staff)%20in%20the%20CBD.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Munro's%20is%20a%20accounting%20practice%20based%20in,structure.%20Fixed-fee.%20Founded.%20Not%20stated.%20Registration.%20TPB-registered.",
        "https://www.drykirkness.com.au/#:~:text=With%20a%20strong%20reputation%20as%20one%20of,growing%20businesses%20through%20to%20complex%20corporate%20groups.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Nexia%20Australia%20(Perth)%2C%20in%20Perth%20CBD%2C%20Perth%2C,(15%20directors%2C%20100%2B%20staff)%20in%20the%20CBD.",
        "https://williambuck.com/locations/perth/#:~:text=The%20William%20Buck%20Perth%20team.%20With%2011,numerous%20commercial%20cross-border%20transactions.%20Meet%20our%20people."
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "drykirkness.com.au",
        "williambuck.com"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "drykirkness.com.au",
          "class": "brand-source"
        },
        {
          "domain": "williambuck.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-accountant-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A1",
      "prompt": "best accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "Armada Accountants & Advisors",
        "Cooper Partners",
        "TFP Tax Accountants Perth WA",
        "Mavrick Partners"
      ],
      "brands_recommended": [
        "Munro's",
        "Armada Accountants & Advisors",
        "Cooper Partners",
        "TFP Tax Accountants Perth WA",
        "Mavrick Partners"
      ],
      "brand_order": [
        "Munro's",
        "Armada Accountants & Advisors",
        "Cooper Partners",
        "TFP Tax Accountants Perth WA",
        "Mavrick Partners"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Registration.%20TPB-registered.%20Specialises%20in%3A%20Small%20business%2C%20Tax,450%20434%20Verify%20on%20TPB%20Register%20%E2%86%97",
        "https://www.munros.com.au/#:~:text=*%20Munro's%20have%20been%20our%20accountants%2C%20both,happy%20with%20the%20work%20done%20for%20us.",
        "https://armada.com.au/#:~:text=From%20superannuation%20and%20estate%20planning%20to%20cash,who%20can%20work%20collaboratively%20on%20your%20finances.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Positioned%20as%20a%20dedicated%20tax-specialist%20advisory%20firm,6311%206900%20Verify%20on%20TPB%20Register%20%E2%86%97",
        "https://tfptax.com.au/#:~:text=Best%20Tax%20Accountants%20%26%20Agents%20in%20Perth,our%20Business%20Advisory%20%26%20Tax%20Return%20Services.",
        "https://mavrick.com.au/#:~:text=JERREL%20PONOMBAN.%20Jerrel%20is%20an%20aspiring%20Chartered,business%20services%20for%20clients%20in%20various%20industries.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Registration.%20TPB-registered.%20Specialises%20in%3A%20Small%20business%2C%20Tax,450%20434%20Verify%20on%20TPB%20Register%20%E2%86%97",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=CA%20ANZ%20TPB%20Tax%20Agent%20Carramar%20(Wanneroo,structure.%20Fixed-fee.%20Founded.%20Not%20stated.%20Registration.%20TPB-registered."
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "munros.com.au",
        "armada.com.au",
        "tfptax.com.au",
        "mavrick.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "armada.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tfptax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mavrick.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-accountant-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A2",
      "prompt": "top accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Teca Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "McKinley Plowman",
        "Westcourt Private Business Accountants",
        "Affluence Chartered Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "OBP",
        "DASperth",
        "TK Accounting",
        "Camden Professionals - Part of The Investax Group",
        "Cloud CA",
        "Perth Mobile Tax and Business Services",
        "Aspect Accountants",
        "Accountant Perth | Accounting Services Perth | Accountant In Perth",
        "Susan O’Connor Accounting",
        "SEER Financial Group",
        "Symmetry Accounting & Tax"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Teca Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "McKinley Plowman",
        "Westcourt Private Business Accountants",
        "Affluence Chartered Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "OBP",
        "DASperth",
        "TK Accounting",
        "Camden Professionals - Part of The Investax Group",
        "Cloud CA",
        "Perth Mobile Tax and Business Services",
        "Aspect Accountants",
        "Accountant Perth | Accounting Services Perth | Accountant In Perth",
        "Susan O’Connor Accounting",
        "SEER Financial Group",
        "Symmetry Accounting & Tax"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Teca Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "McKinley Plowman",
        "Westcourt Private Business Accountants",
        "Affluence Chartered Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "OBP",
        "DASperth",
        "TK Accounting",
        "Camden Professionals - Part of The Investax Group",
        "Cloud CA",
        "Perth Mobile Tax and Business Services",
        "Aspect Accountants",
        "Accountant Perth | Accounting Services Perth | Accountant In Perth",
        "Susan O’Connor Accounting",
        "SEER Financial Group",
        "Symmetry Accounting & Tax"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZmVXSnJOelptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdacU5XYzRhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRnhlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XdDRkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdodE5XUm9hbDkwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4yZHlZbUptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0cU5HNXVjV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2VHSnViVGhtGAo"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-accountant-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A2",
      "prompt": "top accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Westcourt Private Business Accountants",
        "Cloud CA",
        "CapitalQ Business Advisers & Chartered Accountants",
        "TK Accounting",
        "DASperth",
        "Affluence Chartered Accountants",
        "OBP",
        "McKinley Plowman",
        "Perth Mobile Tax and Business Services",
        "Susan O’Connor Accounting",
        "Camden Professionals - Part of The Investax Group",
        "Aspect Accountants",
        "CVW Accounting",
        "Royal Cornell Business Accountants",
        "Fortuna Advisory Group West Perth",
        "Comprehensive & SMSF Specialists",
        "Small Business & Property Tax Specialists",
        "Pine Tax Accounting Perth"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Westcourt Private Business Accountants",
        "Cloud CA",
        "CapitalQ Business Advisers & Chartered Accountants",
        "TK Accounting",
        "DASperth",
        "Affluence Chartered Accountants",
        "OBP",
        "McKinley Plowman",
        "Perth Mobile Tax and Business Services",
        "Susan O’Connor Accounting",
        "Camden Professionals - Part of The Investax Group",
        "Aspect Accountants",
        "CVW Accounting",
        "Royal Cornell Business Accountants",
        "Fortuna Advisory Group West Perth",
        "Comprehensive & SMSF Specialists",
        "Small Business & Property Tax Specialists",
        "Pine Tax Accounting Perth"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Westcourt Private Business Accountants",
        "Cloud CA",
        "CapitalQ Business Advisers & Chartered Accountants",
        "TK Accounting",
        "DASperth",
        "Affluence Chartered Accountants",
        "OBP",
        "McKinley Plowman",
        "Perth Mobile Tax and Business Services",
        "Susan O’Connor Accounting",
        "Camden Professionals - Part of The Investax Group",
        "Aspect Accountants",
        "CVW Accounting",
        "Royal Cornell Business Accountants",
        "Fortuna Advisory Group West Perth",
        "Comprehensive & SMSF Specialists",
        "Small Business & Property Tax Specialists",
        "Pine Tax Accounting Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XdDRkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdacU5XYzRhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZmVXSnJOelptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4yZHlZbUptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRnhlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2MzWm5NbXR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG13MVpEVm5NdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaamNXNHplURgK"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-accountant-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A2",
      "prompt": "top accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TFP Tax Accountants Perth WA",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "TK Accounting",
        "Affluence Chartered Accountants",
        "OBP",
        "McKinley Plowman",
        "DASperth",
        "Cloud CA",
        "Susan O’Connor Accounting",
        "Camden Professionals - Part of The Investax Group",
        "Perth Mobile Tax and Business Services",
        "Aspect Accountants",
        "CVW Accounting",
        "Royal Cornell Business Accountants",
        "Fortuna Advisory Group West Perth"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TFP Tax Accountants Perth WA",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "TK Accounting",
        "Affluence Chartered Accountants",
        "OBP",
        "McKinley Plowman",
        "DASperth",
        "Cloud CA",
        "Susan O’Connor Accounting",
        "Camden Professionals - Part of The Investax Group",
        "Perth Mobile Tax and Business Services",
        "Aspect Accountants",
        "CVW Accounting",
        "Royal Cornell Business Accountants",
        "Fortuna Advisory Group West Perth"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TFP Tax Accountants Perth WA",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "TK Accounting",
        "Affluence Chartered Accountants",
        "OBP",
        "McKinley Plowman",
        "DASperth",
        "Cloud CA",
        "Susan O’Connor Accounting",
        "Camden Professionals - Part of The Investax Group",
        "Perth Mobile Tax and Business Services",
        "Aspect Accountants",
        "CVW Accounting",
        "Royal Cornell Business Accountants",
        "Fortuna Advisory Group West Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZmVXSnJOelptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdacU5XYzRhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XdDRkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4yZHlZbUptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRnhlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2MzWm5NbXR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG13MVpEVm5NdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaamNXNHplURgK"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-accountant-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A2",
      "prompt": "top accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:06",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth",
        "RBizz Corporate Accountants"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth",
        "RBizz Corporate Accountants"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth",
        "RBizz Corporate Accountants"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/",
        "https://www.rbizz.com.au/accountants-perth"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "rbizz.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "rbizz.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-accountant-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A2",
      "prompt": "top accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:07",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-accountant-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A2",
      "prompt": "top accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-accountant-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A2",
      "prompt": "top accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Affluence Chartered Accountants",
        "Fortuna Advisory Group West Perth",
        "SH Tax Accountants Pty Ltd",
        "Teca Accounting"
      ],
      "brands_recommended": [
        "Munro's",
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Affluence Chartered Accountants",
        "Fortuna Advisory Group West Perth",
        "SH Tax Accountants Pty Ltd",
        "Teca Accounting"
      ],
      "brand_order": [
        "Munro's",
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Affluence Chartered Accountants",
        "Fortuna Advisory Group West Perth",
        "SH Tax Accountants Pty Ltd",
        "Teca Accounting"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/accountant?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/tax-accountant?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/west-perth/accountant?utm_source=chatgpt.com",
        "https://www.theaccountingnetwork.com.au/wa/perth?utm_source=chatgpt.com",
        "https://www.theaccountingnetwork.com.au/wa?utm_source=chatgpt.com",
        "https://yably.co.uk/accounting-bookkeeping-services/perth?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/accounting-firms?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/accountants?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/accountants/victoria-park?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/accountants/scarborough?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/tax-preparation-services/l/western-australia_au?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "wordofmouth.com.au",
        "theaccountingnetwork.com.au",
        "yably.co.uk",
        "datagemba.com",
        "starworks.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "theaccountingnetwork.com.au",
          "class": "brand-source"
        },
        {
          "domain": "yably.co.uk",
          "class": "third-party"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-accountant-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A2",
      "prompt": "top accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Aspect Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Symmetry Accounting & Tax",
        "CapitalQ Business Advisers & Chartered Accountants"
      ],
      "brands_recommended": [
        "Munro's",
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Aspect Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Symmetry Accounting & Tax",
        "CapitalQ Business Advisers & Chartered Accountants"
      ],
      "brand_order": [
        "Munro's",
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Aspect Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Symmetry Accounting & Tax",
        "CapitalQ Business Advisers & Chartered Accountants"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/accountant?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/tax-accountant?utm_source=chatgpt.com",
        "https://revenuebase.ai/companies/accounting-firms/australia/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/accountants/victoria-park?utm_source=chatgpt.com",
        "https://bestaccountantsaustralia.com.au/accountant-perth/?utm_source=chatgpt.com",
        "https://www.avenueperth.com/recommended-accountant-firms-perth/?utm_source=chatgpt.com",
        "https://www.localbusinessguide.com.au/western-australia/perth/business-services/accountants/?utm_source=chatgpt.com",
        "https://payroller.com.au/business-management/top-accounting-services/?utm_source=chatgpt.com",
        "https://www.glassdoor.com.au/Explore/top-Accounting-and-Tax-companies-Perth_II.4%2C22_IIND200001_IL.33%2C38_IM964.htm?utm_source=chatgpt.com",
        "https://www.search4accountants.com.au/directory/category/accounting/location/wa/perth-region/?utm_source=chatgpt.com",
        "https://perthsites.com.au/accountants/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "wordofmouth.com.au",
        "revenuebase.ai",
        "starworks.com.au",
        "avenueperth.com",
        "localbusinessguide.com.au",
        "payroller.com.au",
        "glassdoor.com.au",
        "search4accountants.com.au",
        "perthsites.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "revenuebase.ai",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "localbusinessguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "payroller.com.au",
          "class": "brand-source"
        },
        {
          "domain": "glassdoor.com.au",
          "class": "brand-source"
        },
        {
          "domain": "search4accountants.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsites.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-accountant-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A2",
      "prompt": "top accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-accountant-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A2",
      "prompt": "top accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "Cooper Partners",
        "Letizia Palmer Chartered Accountants"
      ],
      "brands_recommended": [
        "Munro's",
        "Cooper Partners",
        "Letizia Palmer Chartered Accountants"
      ],
      "brand_order": [
        "Munro's",
        "Cooper Partners",
        "Letizia Palmer Chartered Accountants"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=RSM%20Australia%20(Perth)%20runs%20a%20-led%20accounting,of%20a%201%2C800%2B%20staff%2C%2032-office%20national%20firm.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Munro's%20is%20a%20accounting%20practice%20based%20in,Small%20business%2C%20SMSF%2C%20Property%20investors%2C%20Tax%20planning.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=RSM%20Australia%20(Perth)%20runs%20a%20-led%20accounting,of%20a%201%2C800%2B%20staff%2C%2032-office%20national%20firm.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Nexia%20Australia%20(Perth)%2C%20in%20Perth%20CBD%2C%20Perth%2C,tax%20consulting%2C%20audit%20%26%20assurance%2C%20business%20advisory.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=McKinley%20Plowman%20is%20a%20accounting%20practice%20based,trustees%20and%20members%20wanting%20an%20SMSF%20specialist.",
        "https://letiziapalmer.com.au/#:~:text=Business%20Advisory.%20Business%20Taxation.%20Superannuation%20Compliance.%20Business,superannuation%20and%20more%20for%20over%2025%20years."
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "letiziapalmer.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "letiziapalmer.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-accountant-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A2",
      "prompt": "top accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "Cooper Partners"
      ],
      "brands_recommended": [
        "Munro's",
        "Cooper Partners"
      ],
      "brand_order": [
        "Munro's",
        "Cooper Partners"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Which%20is%20the%20best%20accountant%20in%20Perth%3F,Runners-up%3A%20Cooper%20Partners%20and%20Nexia%20Australia%20(Perth).",
        "https://cooperpartners.com.au/#:~:text=This%20is%20what%20we%20believe%20Cooper%20Partners,strongly%20directed%20towards%20maximising%20value%20for%20you.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=*%20Nexia%20Australia%20(Perth)%20Perth%20CBD.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=*%20McKinley%20Plowman.%20West%20Perth%20%26%20Joondalup.",
        "https://www.drykirkness.com.au/#:~:text=With%20a%20strong%20reputation%20as%20one%20of,growing%20businesses%20through%20to%20complex%20corporate%20groups."
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "cooperpartners.com.au",
        "drykirkness.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cooperpartners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "drykirkness.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-accountant-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A2",
      "prompt": "top accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Armada Accountants & Advisors",
        "DPS Accounting Solutions",
        "Mavrick Partners",
        "RBizz Corporate Accountants"
      ],
      "brands_recommended": [
        "Armada Accountants & Advisors",
        "DPS Accounting Solutions",
        "Mavrick Partners",
        "RBizz Corporate Accountants"
      ],
      "brand_order": [
        "Armada Accountants & Advisors",
        "DPS Accounting Solutions",
        "Mavrick Partners",
        "RBizz Corporate Accountants"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.rbizz.com.au/accountants-perth#:~:text=RBizz%20Corporate%20Accountants%20are%20Perth's%20top%20accountants%2C,SMSF%20audit%2C%20business%20registration%20and%20ASIC%20compliance.",
        "https://armada.com.au/",
        "https://www.dpsaccounting.com.au/#:~:text=DPS%20Accounting%20will%20help%20you%20with%20your,understand%20your%20tax%20obligations%20in%20Perth%2C%20WA.",
        "https://mavrick.com.au/#:~:text=About.%20Mavrick%20Partners%20is%20an%20accounting%20and,to%20give%20you%20the%20best%20possible%20outcome.",
        "https://www.rbizz.com.au/accountants-perth#:~:text=RBizz%20Corporate%20Accountants%20are%20Perth's%20top%20accountants%2C,SMSF%20audit%2C%20business%20registration%20and%20ASIC%20compliance."
      ],
      "cited_domains": [
        "rbizz.com.au",
        "armada.com.au",
        "dpsaccounting.com.au",
        "mavrick.com.au"
      ],
      "source_classes": [
        {
          "domain": "rbizz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "armada.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dpsaccounting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mavrick.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-accountant-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A3",
      "prompt": "recommended accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "McKinley Plowman",
        "Affluence Chartered Accountants",
        "Susan O’Connor Accounting",
        "OBP",
        "Perth Mobile Tax and Business Services",
        "Aspect Accountants",
        "DASperth",
        "Camden Professionals - Part of The Investax Group",
        "SEER Financial Group",
        "Fortuna Advisory Group West Perth",
        "Symmetry Accounting & Tax",
        "Cloud CA",
        "Comprehensive Business & Tax Advisory",
        "Property & Specialist Tax"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "McKinley Plowman",
        "Affluence Chartered Accountants",
        "Susan O’Connor Accounting",
        "OBP",
        "Perth Mobile Tax and Business Services",
        "Aspect Accountants",
        "DASperth",
        "Camden Professionals - Part of The Investax Group",
        "SEER Financial Group",
        "Fortuna Advisory Group West Perth",
        "Symmetry Accounting & Tax",
        "Cloud CA",
        "Comprehensive Business & Tax Advisory",
        "Property & Specialist Tax"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "McKinley Plowman",
        "Affluence Chartered Accountants",
        "Susan O’Connor Accounting",
        "OBP",
        "Perth Mobile Tax and Business Services",
        "Aspect Accountants",
        "DASperth",
        "Camden Professionals - Part of The Investax Group",
        "SEER Financial Group",
        "Fortuna Advisory Group West Perth",
        "Symmetry Accounting & Tax",
        "Cloud CA",
        "Comprehensive Business & Tax Advisory",
        "Property & Specialist Tax"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZmVXSnJOelptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4yZHlZbUptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdacU5XYzRhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRnhlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0cU5HNXVjV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaamNXNHplURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2VHSnViVGhtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XdDRkbmxtGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-accountant-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A3",
      "prompt": "recommended accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "TFP Tax Accountants Perth WA",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "McKinley Plowman",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Affluence Chartered Accountants",
        "OBP",
        "Susan O’Connor Accounting",
        "Perth Mobile Tax and Business Services",
        "SEER Financial Group",
        "Aspect Accountants",
        "DASperth",
        "Camden Professionals - Part of The Investax Group",
        "Fortuna Advisory Group West Perth",
        "Symmetry Accounting & Tax",
        "Elevate Accounting"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "TFP Tax Accountants Perth WA",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "McKinley Plowman",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Affluence Chartered Accountants",
        "OBP",
        "Susan O’Connor Accounting",
        "Perth Mobile Tax and Business Services",
        "SEER Financial Group",
        "Aspect Accountants",
        "DASperth",
        "Camden Professionals - Part of The Investax Group",
        "Fortuna Advisory Group West Perth",
        "Symmetry Accounting & Tax",
        "Elevate Accounting"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "TFP Tax Accountants Perth WA",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "McKinley Plowman",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Affluence Chartered Accountants",
        "OBP",
        "Susan O’Connor Accounting",
        "Perth Mobile Tax and Business Services",
        "SEER Financial Group",
        "Aspect Accountants",
        "DASperth",
        "Camden Professionals - Part of The Investax Group",
        "Fortuna Advisory Group West Perth",
        "Symmetry Accounting & Tax",
        "Elevate Accounting"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZmVXSnJOelptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4yZHlZbUptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0cU5HNXVjV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdacU5XYzRhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRnhlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaamNXNHplURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2VHSnViVGhtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMmVXdHliVGs1GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-accountant-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A3",
      "prompt": "recommended accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "OBP",
        "Affluence Chartered Accountants",
        "McKinley Plowman",
        "Perth Mobile Tax and Business Services",
        "Susan O’Connor Accounting",
        "Camden Professionals - Part of The Investax Group",
        "SEER Financial Group",
        "DASperth",
        "Aspect Accountants",
        "CVW Accounting",
        "Cloud CA",
        "Fortuna Advisory Group West Perth",
        "Highly Recommended Perth Accounting Firms"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "OBP",
        "Affluence Chartered Accountants",
        "McKinley Plowman",
        "Perth Mobile Tax and Business Services",
        "Susan O’Connor Accounting",
        "Camden Professionals - Part of The Investax Group",
        "SEER Financial Group",
        "DASperth",
        "Aspect Accountants",
        "CVW Accounting",
        "Cloud CA",
        "Fortuna Advisory Group West Perth",
        "Highly Recommended Perth Accounting Firms"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "OBP",
        "Affluence Chartered Accountants",
        "McKinley Plowman",
        "Perth Mobile Tax and Business Services",
        "Susan O’Connor Accounting",
        "Camden Professionals - Part of The Investax Group",
        "SEER Financial Group",
        "DASperth",
        "Aspect Accountants",
        "CVW Accounting",
        "Cloud CA",
        "Fortuna Advisory Group West Perth",
        "Highly Recommended Perth Accounting Firms"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZmVXSnJOelptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4yZHlZbUptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRnhlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0cU5HNXVjV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdacU5XYzRhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2MzWm5NbXR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XdDRkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaamNXNHplURgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-accountant-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A3",
      "prompt": "recommended accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:06",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-accountant-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A3",
      "prompt": "recommended accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:07",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-accountant-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A3",
      "prompt": "recommended accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-accountant-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A3",
      "prompt": "recommended accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "ABS TAX ACCOUNTANT 1 - OSBORNE PARK",
        "Munro's",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "TFP Tax Accountants Perth WA",
        "Symmetry Accounting & Tax",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Fortuna Advisory Group West Perth",
        "Highly rated Perth accountants",
        "ABS TAX ACCOUNTANT 1"
      ],
      "brands_recommended": [
        "ABS TAX ACCOUNTANT 1 - OSBORNE PARK",
        "Munro's",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "TFP Tax Accountants Perth WA",
        "Symmetry Accounting & Tax",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Fortuna Advisory Group West Perth",
        "Highly rated Perth accountants",
        "ABS TAX ACCOUNTANT 1"
      ],
      "brand_order": [
        "ABS TAX ACCOUNTANT 1 - OSBORNE PARK",
        "Munro's",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "TFP Tax Accountants Perth WA",
        "Symmetry Accounting & Tax",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Fortuna Advisory Group West Perth",
        "Highly rated Perth accountants",
        "ABS TAX ACCOUNTANT 1"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/accountant?utm_source=chatgpt.com",
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/tax-accountant?utm_source=chatgpt.com",
        "https://www.theaccountingnetwork.com.au/wa/perth?utm_source=chatgpt.com",
        "https://www.theaccountingnetwork.com.au/wa?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/professionals/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/accountants/victoria-park?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/tax-preparation-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/accountants?utm_source=chatgpt.com",
        "https://www.airtasker.com/au/services/accounting/perth/?of-redirect=true&utm_source=chatgpt.com",
        "https://www.publicleads.com/accountants/australia/western-australia?utm_source=chatgpt.com",
        "https://www.trustindex.io/reviews/tfptax.com.au?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wordofmouth.com.au",
        "bestaccountantsaustralia.com.au",
        "theaccountingnetwork.com.au",
        "starworks.com.au",
        "productreview.com.au",
        "datagemba.com",
        "airtasker.com",
        "publicleads.com",
        "trustindex.io"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "theaccountingnetwork.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        },
        {
          "domain": "airtasker.com",
          "class": "directory"
        },
        {
          "domain": "publicleads.com",
          "class": "third-party"
        },
        {
          "domain": "trustindex.io",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-accountant-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A3",
      "prompt": "recommended accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "Teca Accounting",
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Affluence Chartered Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Best Accountants Australia",
        "Equitas Accounting Services",
        "Evolve Accountants & Business Advisors",
        "Perth Tax Accounting Co",
        "Affordable Accountants",
        "Perth Mobile Tax and Business Services",
        "TaxAssist Accountants",
        "H&R Block",
        "TidyTax Perth",
        "ISM Tax Accountant Perth WA"
      ],
      "brands_recommended": [
        "Munro's",
        "Teca Accounting",
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Affluence Chartered Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Best Accountants Australia",
        "Equitas Accounting Services",
        "Evolve Accountants & Business Advisors",
        "Perth Tax Accounting Co",
        "Affordable Accountants",
        "Perth Mobile Tax and Business Services",
        "TaxAssist Accountants",
        "H&R Block",
        "TidyTax Perth",
        "ISM Tax Accountant Perth WA"
      ],
      "brand_order": [
        "Munro's",
        "Teca Accounting",
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Affluence Chartered Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Best Accountants Australia",
        "Equitas Accounting Services",
        "Evolve Accountants & Business Advisors",
        "Perth Tax Accounting Co",
        "Affordable Accountants",
        "Perth Mobile Tax and Business Services",
        "TaxAssist Accountants",
        "H&R Block",
        "TidyTax Perth",
        "ISM Tax Accountant Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/tax-accountant?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-accountant-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A3",
      "prompt": "recommended accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "DPS Accounting Perth",
        "ABS TAX ACCOUNTANT 1 - OSBORNE PARK",
        "Aspect Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Femia Accountants",
        "Best Accountants Australia",
        "TFP Tax Accountants Perth WA",
        "Affordable Accountants",
        "Perth Tax Accounting Co",
        "Equitas Accounting Services",
        "Perth Mobile Tax and Business Services",
        "SS Accountants & Business Consultants",
        "Affluence Chartered Accountants",
        "Evolve Accountants & Business Advisors",
        "ABS Tax Accountant",
        "ABS TAX ACCOUNTANT 1",
        "ISM Tax Accountant Perth WA"
      ],
      "brands_recommended": [
        "Munro's",
        "DPS Accounting Perth",
        "ABS TAX ACCOUNTANT 1 - OSBORNE PARK",
        "Aspect Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Femia Accountants",
        "Best Accountants Australia",
        "TFP Tax Accountants Perth WA",
        "Affordable Accountants",
        "Perth Tax Accounting Co",
        "Equitas Accounting Services",
        "Perth Mobile Tax and Business Services",
        "SS Accountants & Business Consultants",
        "Affluence Chartered Accountants",
        "Evolve Accountants & Business Advisors",
        "ABS Tax Accountant",
        "ABS TAX ACCOUNTANT 1",
        "ISM Tax Accountant Perth WA"
      ],
      "brand_order": [
        "Munro's",
        "DPS Accounting Perth",
        "ABS TAX ACCOUNTANT 1 - OSBORNE PARK",
        "Aspect Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Femia Accountants",
        "Best Accountants Australia",
        "TFP Tax Accountants Perth WA",
        "Affordable Accountants",
        "Perth Tax Accounting Co",
        "Equitas Accounting Services",
        "Perth Mobile Tax and Business Services",
        "SS Accountants & Business Consultants",
        "Affluence Chartered Accountants",
        "Evolve Accountants & Business Advisors",
        "ABS Tax Accountant",
        "ABS TAX ACCOUNTANT 1",
        "ISM Tax Accountant Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/tax-accountant?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-accountant-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A3",
      "prompt": "recommended accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "Specialises in small business advisory",
        "DPS Accounting Perth",
        "Mavrick Partners",
        "Provides tailored solutions spanning full-service bookkeeping"
      ],
      "brands_recommended": [
        "Munro's",
        "Specialises in small business advisory",
        "DPS Accounting Perth",
        "Mavrick Partners",
        "Provides tailored solutions spanning full-service bookkeeping"
      ],
      "brand_order": [
        "Munro's",
        "Specialises in small business advisory",
        "DPS Accounting Perth",
        "Mavrick Partners",
        "Provides tailored solutions spanning full-service bookkeeping"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-accountant-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A3",
      "prompt": "recommended accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's"
      ],
      "brands_recommended": [
        "Munro's"
      ],
      "brand_order": [
        "Munro's"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-accountant-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A3",
      "prompt": "recommended accountant Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Cloud CA",
        "Teca Accounting",
        "TFP Tax Accountants Perth WA"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Cloud CA",
        "Teca Accounting",
        "TFP Tax Accountants Perth WA"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Cloud CA",
        "Teca Accounting",
        "TFP Tax Accountants Perth WA"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-accountant-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A4",
      "prompt": "who is the best accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "OBP",
        "Susan O’Connor Accounting",
        "Affluence Chartered Accountants",
        "McKinley Plowman",
        "Camden Professionals - Part of The Investax Group",
        "Perth Mobile Tax and Business Services",
        "SEER Financial Group",
        "DASperth",
        "Cloud CA",
        "Aspect Accountants",
        "Fortuna Advisory Group West Perth",
        "CVW Accounting"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "OBP",
        "Susan O’Connor Accounting",
        "Affluence Chartered Accountants",
        "McKinley Plowman",
        "Camden Professionals - Part of The Investax Group",
        "Perth Mobile Tax and Business Services",
        "SEER Financial Group",
        "DASperth",
        "Cloud CA",
        "Aspect Accountants",
        "Fortuna Advisory Group West Perth",
        "CVW Accounting"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "OBP",
        "Susan O’Connor Accounting",
        "Affluence Chartered Accountants",
        "McKinley Plowman",
        "Camden Professionals - Part of The Investax Group",
        "Perth Mobile Tax and Business Services",
        "SEER Financial Group",
        "DASperth",
        "Cloud CA",
        "Aspect Accountants",
        "Fortuna Advisory Group West Perth",
        "CVW Accounting"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4yZHlZbUptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZmVXSnJOelptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRnhlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0cU5HNXVjV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdacU5XYzRhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XdDRkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaamNXNHplURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2MzWm5NbXR1GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-accountant-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A4",
      "prompt": "who is the best accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/",
        "https://app.squareup.com/appointments/book/4dt2es4wsr02da/L93ZE9355Q3N5/start?service_id=U4YPNTKVQLTOHTBKJMWJ3B3G&variation_id=EFGPBVIFTPOPFJEBKHNUXDHG",
        "https://app.squareup.com/appointments/book/4dt2es4wsr02da/L93ZE9355Q3N5/start?service_id=CEDWD3O7LZZGZVJ2W5UP7EDC&variation_id=2JQI2XJSXKZZJQ5OKM4XNPRU"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-accountant-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A4",
      "prompt": "who is the best accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Teca Accounting",
        "DPS Accounting Perth"
      ],
      "brands_recommended": [
        "Munro's",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Teca Accounting",
        "DPS Accounting Perth"
      ],
      "brand_order": [
        "Munro's",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Teca Accounting",
        "DPS Accounting Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-accountant-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A4",
      "prompt": "who is the best accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:06",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-accountant-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A4",
      "prompt": "who is the best accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:07",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "McKinley Plowman Property Accountants",
        "Carbon Group",
        "BDO Australia"
      ],
      "brands_recommended": [
        "Munro's",
        "McKinley Plowman Property Accountants",
        "Carbon Group",
        "BDO Australia"
      ],
      "brand_order": [
        "Munro's",
        "McKinley Plowman Property Accountants",
        "Carbon Group",
        "BDO Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1e0lgvc/anyone_can_recommend_a_good_accountant_to_do_my/",
        "https://www.mckinleyplowman.com.au/",
        "https://carbongroup.com.au/location/wa/perth/",
        "https://bestaccountantsaustralia.com.au/best/perth/",
        "https://www.munros.com.au/",
        "https://www.bdo.com.au/en-au/locations/perth"
      ],
      "cited_domains": [
        "reddit.com",
        "mckinleyplowman.com.au",
        "carbongroup.com.au",
        "bestaccountantsaustralia.com.au",
        "munros.com.au",
        "bdo.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "carbongroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bdo.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-accountant-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A4",
      "prompt": "who is the best accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Best Accountants Australia"
      ],
      "brands_recommended": [
        "Best Accountants Australia"
      ],
      "brand_order": [
        "Best Accountants Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://nexustas.com.au/",
        "https://www.accountantinperth.com.au/",
        "https://www.mckinleyplowman.com.au/",
        "https://bestaccountantsaustralia.com.au/best/perth/",
        "https://m.yelp.com/search?cflt=accountants&find_loc=Perth+Western+Australia",
        "https://www.munros.com.au/",
        "https://www.pkf.com.au/locations/perth/"
      ],
      "cited_domains": [
        "nexustas.com.au",
        "accountantinperth.com.au",
        "mckinleyplowman.com.au",
        "bestaccountantsaustralia.com.au",
        "m.yelp.com",
        "munros.com.au",
        "pkf.com.au"
      ],
      "source_classes": [
        {
          "domain": "nexustas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "accountantinperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "m.yelp.com",
          "class": "directory"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pkf.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-accountant-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A4",
      "prompt": "who is the best accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "Nexus Tax & Accounting Solutions",
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Affluence Chartered Accountants",
        "SH Tax Accountants Pty Ltd",
        "Pine Tax Accounting Perth"
      ],
      "brands_recommended": [
        "Munro's",
        "Nexus Tax & Accounting Solutions",
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Affluence Chartered Accountants",
        "SH Tax Accountants Pty Ltd",
        "Pine Tax Accounting Perth"
      ],
      "brand_order": [
        "Munro's",
        "Nexus Tax & Accounting Solutions",
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Affluence Chartered Accountants",
        "SH Tax Accountants Pty Ltd",
        "Pine Tax Accounting Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/accountant?utm_source=chatgpt.com",
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.theaccountingnetwork.com.au/wa/perth?utm_source=chatgpt.com",
        "https://www.theaccountingnetwork.com.au/wa?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/tax-accountant?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/tax-preparation-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/accountants?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/accounting-firms?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/accountants/victoria-park?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/accountants/scarborough?utm_source=chatgpt.com",
        "https://www.service.com.au/find/accounting/perth-wa?utm_source=chatgpt.com",
        "https://clutch.co/profile/accountant-perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wordofmouth.com.au",
        "bestaccountantsaustralia.com.au",
        "theaccountingnetwork.com.au",
        "productreview.com.au",
        "datagemba.com",
        "starworks.com.au",
        "service.com.au",
        "clutch.co"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "theaccountingnetwork.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "clutch.co",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-accountant-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A4",
      "prompt": "who is the best accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "TFP Tax Accountants Perth WA",
        "Best Accountants Australia",
        "Susan O’Connor Accounting",
        "Perth Tax Accounting Co",
        "Palladium Financial Group",
        "Perth Mobile Tax and Business Services",
        "Prime Accounting AU",
        "H&R Block",
        "ISM Tax Accountant Perth WA"
      ],
      "brands_recommended": [
        "Munro's",
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "TFP Tax Accountants Perth WA",
        "Best Accountants Australia",
        "Susan O’Connor Accounting",
        "Perth Tax Accounting Co",
        "Palladium Financial Group",
        "Perth Mobile Tax and Business Services",
        "Prime Accounting AU",
        "H&R Block",
        "ISM Tax Accountant Perth WA"
      ],
      "brand_order": [
        "Munro's",
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "TFP Tax Accountants Perth WA",
        "Best Accountants Australia",
        "Susan O’Connor Accounting",
        "Perth Tax Accounting Co",
        "Palladium Financial Group",
        "Perth Mobile Tax and Business Services",
        "Prime Accounting AU",
        "H&R Block",
        "ISM Tax Accountant Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/tax-accountant?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-accountant-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A4",
      "prompt": "who is the best accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "McKinley Plowman Property Accountants",
        "Best Accountants Australia",
        "TFP Tax Accountants Perth WA",
        "Perth Tax Accounting Co",
        "Susan O’Connor Accounting",
        "TidyTax Perth",
        "Perth Mobile Tax and Business Services",
        "Femia Accountants",
        "ISM Tax Accountant Perth WA"
      ],
      "brands_recommended": [
        "Munro's",
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "McKinley Plowman Property Accountants",
        "Best Accountants Australia",
        "TFP Tax Accountants Perth WA",
        "Perth Tax Accounting Co",
        "Susan O’Connor Accounting",
        "TidyTax Perth",
        "Perth Mobile Tax and Business Services",
        "Femia Accountants",
        "ISM Tax Accountant Perth WA"
      ],
      "brand_order": [
        "Munro's",
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "McKinley Plowman Property Accountants",
        "Best Accountants Australia",
        "TFP Tax Accountants Perth WA",
        "Perth Tax Accounting Co",
        "Susan O’Connor Accounting",
        "TidyTax Perth",
        "Perth Mobile Tax and Business Services",
        "Femia Accountants",
        "ISM Tax Accountant Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/professionals/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-accountant-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A4",
      "prompt": "who is the best accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.drykirkness.com.au/#:~:text=We%20have%20a%20team%20of%20highly%20experienced,for%20medium%20companies%2C%20Not-for-profits%20and%20Variable%20Outgoings.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Munro's%20is%20a%20accounting%20practice%20based%20in,25257200)%3B%20firm%20holds%20142%2B%20five-star%20Google%20reviews.",
        "https://www.munros.com.au/#:~:text=Business%20Accountants%20Perth%20%E2%80%93%20Munro's%20100%2B%205,save%20you%20tax!%20That's%20what%20we%20do.",
        "https://cooperpartners.com.au/#:~:text=This%20is%20what%20we%20believe%20Cooper%20Partners,strongly%20directed%20towards%20maximising%20value%20for%20you.",
        "https://cooperpartners.com.au/#:~:text=We%20are%20recognised%20for%20our%20emphasis%20on,what%20our%20highly%20qualified%20professional%20team%20do.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Nexia%20Australia%20(Perth)%2C%20in%20Perth%20CBD%2C%20Perth%2C,(15%20directors%2C%20100%2B%20staff)%20in%20the%20CBD.",
        "https://www.drykirkness.com.au/#:~:text=LEADING%20ACCOUNTING%20FIRM%20IN%20THE%20HEART%20OF,personalised%20approach%20to%20working%20with%20our%20clients.",
        "https://www.drykirkness.com.au/#:~:text=LEADING%20ACCOUNTING%20FIRM%20IN%20THE%20HEART%20OF,personalised%20approach%20to%20working%20with%20our%20clients.",
        "https://williambuck.com/locations/perth/#:~:text=The%20William%20Buck%20Perth%20team.%20With%2011,numerous%20commercial%20cross-border%20transactions.%20Meet%20our%20people.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Specialises%20in%3A%20Small%20business%2C%20SMSF%2C%20Property%20investors%2C,9427%205200%20Verify%20on%20TPB%20Register%20%E2%86%97",
        "https://www.drykirkness.com.au/#:~:text=Services%20Offered%3A%20*%20Business%20Advisory%20%26%20Tax,retail%2C%20professional%20services%2C%20agriculture%2C%20investments%20and%20property.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Table_title%3A%20Cooper%20Partners%20Table_content%3A%20%7C%20Provider%20%E2%87%85,fixed%20fee%20via%20written%20engagement%20letter%20%7C"
      ],
      "cited_domains": [
        "drykirkness.com.au",
        "bestaccountantsaustralia.com.au",
        "munros.com.au",
        "cooperpartners.com.au",
        "williambuck.com"
      ],
      "source_classes": [
        {
          "domain": "drykirkness.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cooperpartners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "williambuck.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-accountant-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A4",
      "prompt": "who is the best accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-accountant-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A4",
      "prompt": "who is the best accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "Cooper Partners",
        "Horizon Nexus Partners Perth",
        "Carbon Group"
      ],
      "brands_recommended": [
        "Munro's",
        "Cooper Partners",
        "Horizon Nexus Partners Perth",
        "Carbon Group"
      ],
      "brand_order": [
        "Munro's",
        "Cooper Partners",
        "Horizon Nexus Partners Perth",
        "Carbon Group"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-accountant-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A5",
      "prompt": "recommend a good accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns"
      ],
      "brands_recommended": [
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns"
      ],
      "brand_order": [
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-accountant-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A5",
      "prompt": "recommend a good accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.munros.com.au/",
        "https://m.yelp.com/search?cflt=accountants&find_loc=Perth+Western+Australia",
        "https://www.reddit.com/r/perth/comments/1sq96oj/tax_accountant_recommendations/"
      ],
      "cited_domains": [
        "munros.com.au",
        "m.yelp.com",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "m.yelp.com",
          "class": "directory"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-accountant-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A5",
      "prompt": "recommend a good accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "TK Accounting",
        "Westcourt Private Business Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "OBP",
        "McKinley Plowman",
        "Susan O’Connor Accounting",
        "Perth Mobile Tax and Business Services",
        "Affluence Chartered Accountants",
        "Camden Professionals - Part of The Investax Group",
        "DASperth",
        "SEER Financial Group",
        "Cloud CA",
        "Aspect Accountants",
        "CVW Accounting",
        "Fortuna Advisory Group West Perth",
        "ITP Accounting Professionals West Perth",
        "ISM Tax Accountant Perth WA | Tax Agent",
        "SH Tax Accountants Pty Ltd",
        "Symmetry Accounting & Tax"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "TK Accounting",
        "Westcourt Private Business Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "OBP",
        "McKinley Plowman",
        "Susan O’Connor Accounting",
        "Perth Mobile Tax and Business Services",
        "Affluence Chartered Accountants",
        "Camden Professionals - Part of The Investax Group",
        "DASperth",
        "SEER Financial Group",
        "Cloud CA",
        "Aspect Accountants",
        "CVW Accounting",
        "Fortuna Advisory Group West Perth",
        "ITP Accounting Professionals West Perth",
        "ISM Tax Accountant Perth WA | Tax Agent",
        "SH Tax Accountants Pty Ltd",
        "Symmetry Accounting & Tax"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "TK Accounting",
        "Westcourt Private Business Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "OBP",
        "McKinley Plowman",
        "Susan O’Connor Accounting",
        "Perth Mobile Tax and Business Services",
        "Affluence Chartered Accountants",
        "Camden Professionals - Part of The Investax Group",
        "DASperth",
        "SEER Financial Group",
        "Cloud CA",
        "Aspect Accountants",
        "CVW Accounting",
        "Fortuna Advisory Group West Perth",
        "ITP Accounting Professionals West Perth",
        "ISM Tax Accountant Perth WA | Tax Agent",
        "SH Tax Accountants Pty Ltd",
        "Symmetry Accounting & Tax"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4yZHlZbUptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZmVXSnJOelptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRnhlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdacU5XYzRhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0cU5HNXVjV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XdDRkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2MzWm5NbXR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaamNXNHplURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwbWNYaHpYM1pvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwek5XWjNlamg0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWNEWm5hMjFpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2VHSnViVGhtGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-accountant-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A5",
      "prompt": "recommend a good accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:06",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "McKinley Plowman Property Accountants",
        "DPS Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Popular Local Accounting Options"
      ],
      "brands_recommended": [
        "McKinley Plowman Property Accountants",
        "DPS Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Popular Local Accounting Options"
      ],
      "brand_order": [
        "McKinley Plowman Property Accountants",
        "DPS Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Popular Local Accounting Options"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.airtasker.com/au/services/accounting/perth/",
        "https://www.dpsaccounting.com.au/",
        "https://www.facebook.com/groups/SmallBusinessPerth/posts/7652035931582065/",
        "https://www.mckinleyplowman.com.au/",
        "https://www.munros.com.au/",
        "https://perthmobiletax.com.au/"
      ],
      "cited_domains": [
        "airtasker.com",
        "dpsaccounting.com.au",
        "facebook.com",
        "mckinleyplowman.com.au",
        "munros.com.au",
        "perthmobiletax.com.au"
      ],
      "source_classes": [
        {
          "domain": "airtasker.com",
          "class": "directory"
        },
        {
          "domain": "dpsaccounting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthmobiletax.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-accountant-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A5",
      "prompt": "recommend a good accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:07",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "McKinley Plowman Property Accountants"
      ],
      "brands_recommended": [
        "McKinley Plowman Property Accountants"
      ],
      "brand_order": [
        "McKinley Plowman Property Accountants"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://carbongroup.com.au/location/wa/perth/",
        "https://www.mckinleyplowman.com.au/",
        "https://www.munros.com.au/"
      ],
      "cited_domains": [
        "carbongroup.com.au",
        "mckinleyplowman.com.au",
        "munros.com.au"
      ],
      "source_classes": [
        {
          "domain": "carbongroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-accountant-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A5",
      "prompt": "recommend a good accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "McKinley Plowman Property Accountants"
      ],
      "brands_recommended": [
        "McKinley Plowman Property Accountants"
      ],
      "brand_order": [
        "McKinley Plowman Property Accountants"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.facebook.com/groups/SmallBusinessPerth/posts/7652035931582065/",
        "https://carbongroup.com.au/location/wa/perth/",
        "https://www.munros.com.au/",
        "https://www.mckinleyplowman.com.au/"
      ],
      "cited_domains": [
        "facebook.com",
        "carbongroup.com.au",
        "munros.com.au",
        "mckinleyplowman.com.au"
      ],
      "source_classes": [
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "carbongroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-accountant-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A5",
      "prompt": "recommend a good accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Balance Tax Pty Ltd",
        "TFP Tax Accountants Perth WA",
        "Fortuna Advisory Group West Perth",
        "Affluence Chartered Accountants",
        "ABS TAX ACCOUNTANT 1 - OSBORNE PARK"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Balance Tax Pty Ltd",
        "TFP Tax Accountants Perth WA",
        "Fortuna Advisory Group West Perth",
        "Affluence Chartered Accountants",
        "ABS TAX ACCOUNTANT 1 - OSBORNE PARK"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Balance Tax Pty Ltd",
        "TFP Tax Accountants Perth WA",
        "Fortuna Advisory Group West Perth",
        "Affluence Chartered Accountants",
        "ABS TAX ACCOUNTANT 1 - OSBORNE PARK"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/tax-accountant?utm_source=chatgpt.com",
        "https://www.theaccountingnetwork.com.au/wa/perth?utm_source=chatgpt.com",
        "https://www.theaccountingnetwork.com.au/wa?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/accountant?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/west-perth/tax-accountant?utm_source=chatgpt.com",
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/tax-preparation-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/tfp-tax-accountants-perth-167941899758230?utm_source=chatgpt.com",
        "https://www.trustindex.io/reviews/tfptax.com.au?utm_source=chatgpt.com",
        "https://topaccountantsaustralia.com.au/wa/perth/tax-planning?utm_source=chatgpt.com",
        "https://www.avenueperth.com/best-accountants-for-filing-tax-returns-perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/accountants/victoria-park?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wordofmouth.com.au",
        "theaccountingnetwork.com.au",
        "bestaccountantsaustralia.com.au",
        "productreview.com.au",
        "reviews.birdeye.com",
        "trustindex.io",
        "topaccountantsaustralia.com.au",
        "avenueperth.com",
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "theaccountingnetwork.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "trustindex.io",
          "class": "third-party"
        },
        {
          "domain": "topaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-accountant-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A5",
      "prompt": "recommend a good accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Teca Accounting",
        "Westcourt Private Business Accountants",
        "Porters CA - Chartered Accountants",
        "TFP Tax Accountants Perth WA",
        "ITP Accounting Professionals West Perth",
        "Letizia Palmer Chartered Accountants",
        "Nexus Tax & Accounting Solutions",
        "Symmetry Accounting & Tax",
        "Prestige Partners Chartered Accountants",
        "H&R Block",
        "Chartered Accountant",
        "Prudent Finance",
        "Pine Tax Accounting Perth",
        "ABS TAX ACCOUNTANT 1"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Teca Accounting",
        "Westcourt Private Business Accountants",
        "Porters CA - Chartered Accountants",
        "TFP Tax Accountants Perth WA",
        "ITP Accounting Professionals West Perth",
        "Letizia Palmer Chartered Accountants",
        "Nexus Tax & Accounting Solutions",
        "Symmetry Accounting & Tax",
        "Prestige Partners Chartered Accountants",
        "H&R Block",
        "Chartered Accountant",
        "Prudent Finance",
        "Pine Tax Accounting Perth",
        "ABS TAX ACCOUNTANT 1"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Teca Accounting",
        "Westcourt Private Business Accountants",
        "Porters CA - Chartered Accountants",
        "TFP Tax Accountants Perth WA",
        "ITP Accounting Professionals West Perth",
        "Letizia Palmer Chartered Accountants",
        "Nexus Tax & Accounting Solutions",
        "Symmetry Accounting & Tax",
        "Prestige Partners Chartered Accountants",
        "H&R Block",
        "Chartered Accountant",
        "Prudent Finance",
        "Pine Tax Accounting Perth",
        "ABS TAX ACCOUNTANT 1"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/tax-accountant?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/accountant?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-accountant-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A5",
      "prompt": "recommend a good accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-accountant-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A5",
      "prompt": "recommend a good accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Teca Accounting",
        "Pine Tax Accounting Perth",
        "Cloud CA"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Teca Accounting",
        "Pine Tax Accounting Perth",
        "Cloud CA"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Teca Accounting",
        "Pine Tax Accounting Perth",
        "Cloud CA"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-accountant-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A5",
      "prompt": "recommend a good accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-accountant-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-A5",
      "prompt": "recommend a good accountant in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Pine Tax Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Munro's",
        "Specializes in comprehensive tax solutions.",
        "Focuses on SMSF accounting",
        "Offers robust business and tax services.",
        "Comprehensive corporate and individual tax solutions."
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Pine Tax Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Munro's",
        "Specializes in comprehensive tax solutions.",
        "Focuses on SMSF accounting",
        "Offers robust business and tax services.",
        "Comprehensive corporate and individual tax solutions."
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Pine Tax Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Munro's",
        "Specializes in comprehensive tax solutions.",
        "Focuses on SMSF accounting",
        "Offers robust business and tax services.",
        "Comprehensive corporate and individual tax solutions."
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-accountant-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B1",
      "prompt": "best accountant in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Equitas Accounting Services",
        "TK Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "McKinley Plowman",
        "Symmetry Accounting & Tax",
        "Perth Mobile Tax and Business Services",
        "OBP",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Elevate Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Aspect Accountants",
        "Affluence Chartered Accountants",
        "Cloud CA",
        "In Front Business & Accounting Services",
        "ITP Accounting Professionals West Perth",
        "Mercury Tax & Business Services",
        "Westcourt Private Business Accountants",
        "Flinders Tax Accountants & Business Advisors",
        "SALM Group Accounting",
        "Susan O’Connor Accounting"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Equitas Accounting Services",
        "TK Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "McKinley Plowman",
        "Symmetry Accounting & Tax",
        "Perth Mobile Tax and Business Services",
        "OBP",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Elevate Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Aspect Accountants",
        "Affluence Chartered Accountants",
        "Cloud CA",
        "In Front Business & Accounting Services",
        "ITP Accounting Professionals West Perth",
        "Mercury Tax & Business Services",
        "Westcourt Private Business Accountants",
        "Flinders Tax Accountants & Business Advisors",
        "SALM Group Accounting",
        "Susan O’Connor Accounting"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "Equitas Accounting Services",
        "TK Accounting",
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "McKinley Plowman",
        "Symmetry Accounting & Tax",
        "Perth Mobile Tax and Business Services",
        "OBP",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Elevate Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Aspect Accountants",
        "Affluence Chartered Accountants",
        "Cloud CA",
        "In Front Business & Accounting Services",
        "ITP Accounting Professionals West Perth",
        "Mercury Tax & Business Services",
        "Westcourt Private Business Accountants",
        "Flinders Tax Accountants & Business Advisors",
        "SALM Group Accounting",
        "Susan O’Connor Accounting"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGNHbzJkM0pyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2VHSnViVGhtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMmVXdHliVGs1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZmVXSnJOelptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XdDRkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5EWjZkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwbWNYaHpYM1pvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2QyUmpjakJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkMGJYZGtORE42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKaWVWOTROV042GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4yZHlZbUptGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-accountant-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B1",
      "prompt": "best accountant in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Munro's"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Munro's"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Munro's"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://app.squareup.com/appointments/book/4dt2es4wsr02da/L93ZE9355Q3N5/start?service_id=5JESWKGCYIQ4GE4ASGV5CD4Z&variation_id=QOOM4RJ4NPQNJYB4Q2CIDHG4",
        "https://app.squareup.com/appointments/book/4dt2es4wsr02da/L93ZE9355Q3N5/start?service_id=CEDWD3O7LZZGZVJ2W5UP7EDC&variation_id=2JQI2XJSXKZZJQ5OKM4XNPRU",
        "https://app.squareup.com/appointments/book/4dt2es4wsr02da/L93ZE9355Q3N5/start?service_id=U4YPNTKVQLTOHTBKJMWJ3B3G&variation_id=EFGPBVIFTPOPFJEBKHNUXDHG"
      ],
      "cited_domains": [
        "google.com",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-accountant-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B1",
      "prompt": "best accountant in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Mobile Tax and Business Services",
        "DPS Accounting Perth",
        "Teca Accounting",
        "Westcourt Private Business Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Munro's",
        "Symmetry Accounting & Tax",
        "TK Accounting",
        "McKinley Plowman",
        "TFP Tax Accountants Perth WA",
        "Cloud CA",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Elevate Accounting",
        "OBP",
        "Aspect Accountants",
        "Flinders Tax Accountants & Business Advisors",
        "Affluence Chartered Accountants",
        "Equitas Accounting Services",
        "SH Tax Accountants Pty Ltd",
        "Royal Cornell Business Accountants",
        "Equitas Accounting"
      ],
      "brands_recommended": [
        "Perth Mobile Tax and Business Services",
        "DPS Accounting Perth",
        "Teca Accounting",
        "Westcourt Private Business Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Munro's",
        "Symmetry Accounting & Tax",
        "TK Accounting",
        "McKinley Plowman",
        "TFP Tax Accountants Perth WA",
        "Cloud CA",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Elevate Accounting",
        "OBP",
        "Aspect Accountants",
        "Flinders Tax Accountants & Business Advisors",
        "Affluence Chartered Accountants",
        "Equitas Accounting Services",
        "SH Tax Accountants Pty Ltd",
        "Royal Cornell Business Accountants",
        "Equitas Accounting"
      ],
      "brand_order": [
        "Perth Mobile Tax and Business Services",
        "DPS Accounting Perth",
        "Teca Accounting",
        "Westcourt Private Business Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Munro's",
        "Symmetry Accounting & Tax",
        "TK Accounting",
        "McKinley Plowman",
        "TFP Tax Accountants Perth WA",
        "Cloud CA",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Elevate Accounting",
        "OBP",
        "Aspect Accountants",
        "Flinders Tax Accountants & Business Advisors",
        "Affluence Chartered Accountants",
        "Equitas Accounting Services",
        "SH Tax Accountants Pty Ltd",
        "Royal Cornell Business Accountants",
        "Equitas Accounting"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2VHSnViVGhtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XdDRkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMmVXdHliVGs1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkMGJYZGtORE42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZmVXSnJOelptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGNHbzJkM0pyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWNEWm5hMjFpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG13MVpEVm5NdxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-accountant-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B1",
      "prompt": "best accountant in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:06",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-accountant-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B1",
      "prompt": "best accountant in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:07",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.mckinleyplowman.com.au/services/accounting/small-business-accountants/",
        "https://tfptax.com.au/",
        "https://www.munros.com.au/",
        "https://elevateaccounting.com.au/"
      ],
      "cited_domains": [
        "mckinleyplowman.com.au",
        "tfptax.com.au",
        "munros.com.au",
        "elevateaccounting.com.au"
      ],
      "source_classes": [
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tfptax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "elevateaccounting.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-accountant-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B1",
      "prompt": "best accountant in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "McKinley Plowman Property Accountants"
      ],
      "brands_recommended": [
        "McKinley Plowman Property Accountants"
      ],
      "brand_order": [
        "McKinley Plowman Property Accountants"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.accountantperthwa.com.au/",
        "https://www.mckinleyplowman.com.au/services/accounting/small-business-accountants/",
        "https://www.dpsaccounting.com.au/",
        "https://www.facebook.com/groups/SmallBusinessPerth/posts/7652035931582065/"
      ],
      "cited_domains": [
        "accountantperthwa.com.au",
        "mckinleyplowman.com.au",
        "dpsaccounting.com.au",
        "facebook.com"
      ],
      "source_classes": [
        {
          "domain": "accountantperthwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dpsaccounting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-accountant-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B1",
      "prompt": "best accountant in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "DPS Accounting Perth",
        "Flinders Tax Accountants & Business Advisors",
        "TFP Tax Accountants Perth WA",
        "Symmetry Accounting & Tax",
        "Total Care Accounting & Business Solutions",
        "Nexus Tax & Accounting Solutions",
        "Perth location and focused accounting practice."
      ],
      "brands_recommended": [
        "Munro's",
        "DPS Accounting Perth",
        "Flinders Tax Accountants & Business Advisors",
        "TFP Tax Accountants Perth WA",
        "Symmetry Accounting & Tax",
        "Total Care Accounting & Business Solutions",
        "Nexus Tax & Accounting Solutions",
        "Perth location and focused accounting practice."
      ],
      "brand_order": [
        "Munro's",
        "DPS Accounting Perth",
        "Flinders Tax Accountants & Business Advisors",
        "TFP Tax Accountants Perth WA",
        "Symmetry Accounting & Tax",
        "Total Care Accounting & Business Solutions",
        "Nexus Tax & Accounting Solutions",
        "Perth location and focused accounting practice."
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.munros.com.au/?utm_source=chatgpt.com",
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/accountant?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/tax-preparation-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/tax-accountant?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/bookkeeper?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/accountants/victoria-park?utm_source=chatgpt.com",
        "https://www.reacco.com.au/blog/best-small-business-accountant-perth?utm_source=chatgpt.com",
        "https://revenuebase.ai/companies/accounting-firms-for-small-businesses/australia/perth?utm_source=chatgpt.com",
        "https://groverztax.com.au/?utm_source=chatgpt.com",
        "https://www.m2corporate.com.au/?utm_source=chatgpt.com",
        "https://www.aevumaccounting.com.au/small-business-accountant-perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "munros.com.au",
        "bestaccountantsaustralia.com.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "starworks.com.au",
        "reacco.com.au",
        "revenuebase.ai",
        "groverztax.com.au",
        "m2corporate.com.au",
        "aevumaccounting.com.au"
      ],
      "source_classes": [
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "reacco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "revenuebase.ai",
          "class": "brand-source"
        },
        {
          "domain": "groverztax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "m2corporate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aevumaccounting.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-accountant-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B1",
      "prompt": "best accountant in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Westcourt Private Business Accountants",
        "DPS Accounting Perth",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Aspect Accountants",
        "OBP",
        "Teca Accounting",
        "TFP Tax Accountants Perth WA",
        "The Accounting Network",
        "Munro's",
        "Stewart Private Accounting",
        "Perth Mobile Tax and Business Services",
        "Elevate Accounting",
        "Symmetry Accounting & Tax",
        "Murray Accounting & Tax",
        "Nexus Tax & Accounting Solutions",
        "Femia Accountants",
        "ABS TAX ACCOUNTANT 1"
      ],
      "brands_recommended": [
        "Westcourt Private Business Accountants",
        "DPS Accounting Perth",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Aspect Accountants",
        "OBP",
        "Teca Accounting",
        "TFP Tax Accountants Perth WA",
        "The Accounting Network",
        "Munro's",
        "Stewart Private Accounting",
        "Perth Mobile Tax and Business Services",
        "Elevate Accounting",
        "Symmetry Accounting & Tax",
        "Murray Accounting & Tax",
        "Nexus Tax & Accounting Solutions",
        "Femia Accountants",
        "ABS TAX ACCOUNTANT 1"
      ],
      "brand_order": [
        "Westcourt Private Business Accountants",
        "DPS Accounting Perth",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Aspect Accountants",
        "OBP",
        "Teca Accounting",
        "TFP Tax Accountants Perth WA",
        "The Accounting Network",
        "Munro's",
        "Stewart Private Accounting",
        "Perth Mobile Tax and Business Services",
        "Elevate Accounting",
        "Symmetry Accounting & Tax",
        "Murray Accounting & Tax",
        "Nexus Tax & Accounting Solutions",
        "Femia Accountants",
        "ABS TAX ACCOUNTANT 1"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.theaccountingnetwork.com.au/wa/perth?utm_source=chatgpt.com",
        "https://www.munros.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "theaccountingnetwork.com.au",
        "munros.com.au"
      ],
      "source_classes": [
        {
          "domain": "theaccountingnetwork.com.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-accountant-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B1",
      "prompt": "best accountant in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "DPS Accounting Perth",
        "TaxAssist Accountants",
        "Westcourt Private Business Accountants",
        "Teca Accounting",
        "Symmetry Accounting & Tax",
        "Nexus Tax & Accounting Solutions",
        "Superior Business & Tax"
      ],
      "brands_recommended": [
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "DPS Accounting Perth",
        "TaxAssist Accountants",
        "Westcourt Private Business Accountants",
        "Teca Accounting",
        "Symmetry Accounting & Tax",
        "Nexus Tax & Accounting Solutions",
        "Superior Business & Tax"
      ],
      "brand_order": [
        "Munro's",
        "TFP Tax Accountants Perth WA",
        "DPS Accounting Perth",
        "TaxAssist Accountants",
        "Westcourt Private Business Accountants",
        "Teca Accounting",
        "Symmetry Accounting & Tax",
        "Nexus Tax & Accounting Solutions",
        "Superior Business & Tax"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/tfp-tax-accountants-perth-167941899758230?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/tax-accountant?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/accountant?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/tax-preparation-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.trustindex.io/reviews/tfptax.com.au?utm_source=chatgpt.com",
        "https://www.munros.com.au/?utm_source=chatgpt.com",
        "https://au.localitybiz.com/perth/tax-returns-in-perth?utm_source=chatgpt.com",
        "https://www.reacco.com.au/blog/best-small-business-accountant-perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/accountants/victoria-park?utm_source=chatgpt.com",
        "https://www.avenueperth.com/best-accountants-for-filing-tax-returns-perth/?utm_source=chatgpt.com",
        "https://www.numbersattuned.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "reviews.birdeye.com",
        "wordofmouth.com.au",
        "productreview.com.au",
        "trustindex.io",
        "munros.com.au",
        "au.localitybiz.com",
        "reacco.com.au",
        "starworks.com.au",
        "avenueperth.com",
        "numbersattuned.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "trustindex.io",
          "class": "third-party"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "au.localitybiz.com",
          "class": "third-party"
        },
        {
          "domain": "reacco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "numbersattuned.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-accountant-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B1",
      "prompt": "best accountant in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Certified Practising Accountant",
        "Chartered Accountant"
      ],
      "brands_recommended": [
        "Certified Practising Accountant",
        "Chartered Accountant"
      ],
      "brand_order": [
        "Certified Practising Accountant",
        "Chartered Accountant"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.munros.com.au/#:~:text=Our%20Perth-based%20team%20of%20high-quality%20business%20accountants,HOW%20WE%20GET%20STARTED%3A%20FREE%20INITIAL%20MEETING.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Munro's%20is%20a%20accounting%20practice%20based%20in,25257200)%3B%20firm%20holds%20142%2B%20five-star%20Google%20reviews.",
        "https://www.munros.com.au/#:~:text=Business%20Accountants%20Perth%20%E2%80%93%20Munro's%20100%2B%205,Family%20Business%20Succession.%20*%20Selling%20a%20Business.",
        "https://www.mckinleyplowman.com.au/services/accounting/small-business-accountants/#:~:text=We%20know%20this%20because%20McKinley%20Plowman's%20small,profitability.%20Need%20advice%20on%20small%20business%20accounting%3F",
        "https://www.mckinleyplowman.com.au/services/accounting/small-business-accountants/#:~:text=We%20know%20this%20because%20McKinley%20Plowman's%20small,profitability.%20Need%20advice%20on%20small%20business%20accounting%3F",
        "https://www.mckinleyplowman.com.au/services/accounting/small-business-accountants/#:~:text=We%20also%20understand%20the%20journey%20%E2%80%93%20from,profitability.%20Need%20advice%20on%20small%20business%20accounting%3F",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Pine%20Tax%20(Pine%20Accounting%20%26%20Tax%20Services),Certified%20Xero%20Adviser%2C%20with%2010%2B%20years'%20experience.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Pine%20Tax%20(Pine%20Accounting%20%26%20Tax%20Services),Certified%20Xero%20Adviser%2C%20with%2010%2B%20years'%20experience.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Pine%20Tax%20(Pine%20Accounting%20%26%20Tax%20Services),Certified%20Xero%20Adviser%2C%20with%2010%2B%20years'%20experience.",
        "http://www.afsb.com.au/#:~:text=Alicia%20Delaile%2C%20Intellitech%20Systems%20(Baldivis)%20*%20%E2%80%9CUnderstanding,business%2C%20not%20just%20at%20an%20accounting%20level.%E2%80%9D",
        "http://www.afsb.com.au/#:~:text=Alicia%20Delaile%2C%20Intellitech%20Systems%20(Baldivis)%20*%20%E2%80%9CUnderstanding,business%2C%20not%20just%20at%20an%20accounting%20level.%E2%80%9D",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Specialises%20in%3A%20Small%20business%2C%20Tax%20returns%2C%20Capital,450%20434%20Verify%20on%20TPB%20Register%20%E2%86%97"
      ],
      "cited_domains": [
        "munros.com.au",
        "bestaccountantsaustralia.com.au",
        "mckinleyplowman.com.au",
        "afsb.com.au"
      ],
      "source_classes": [
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "afsb.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-accountant-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B1",
      "prompt": "best accountant in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Which%20is%20the%20best%20accountant%20in%20Perth%3F,Runners-up%3A%20Cooper%20Partners%20and%20Nexia%20Australia%20(Perth).",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Munro's%20is%20a%20accounting%20practice%20based%20in,Small%20business%2C%20SMSF%2C%20Property%20investors%2C%20Tax%20planning.",
        "https://www.mckinleyplowman.com.au/services/accounting/small-business-accountants/#:~:text=Our%20teams%20in%20Joondalup%20and%20Perth%20offer,as%20well%20as%20a%20greater%20work-life%20balance.",
        "https://linkacct.com.au/#:~:text=Link%20Accounting%20%7C%20Trusted%20Small%20Business%20Accounting,are%20your%20dedicated%20partners%20in%20financial%20success.",
        "https://williambuck.com/locations/perth/#:~:text=We%20provide%20an%20integrated%20service%20offering%2C%20working,the%20potential%20to%20make%20a%20positive%20change.",
        "https://linkacct.com.au/#:~:text=We%20keep%20in%20touch%20year-round%20with%20proactive,we%20can%20add%20value%20to%20your%20finances.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Pine%20Tax%20(Pine%20Accounting%20%26%20Tax%20Services),SMSF%2C%20Small%20business%2C%20Individual%20tax%2C%20Bookkeeping%20(Xero)."
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "mckinleyplowman.com.au",
        "linkacct.com.au",
        "williambuck.com"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "linkacct.com.au",
          "class": "brand-source"
        },
        {
          "domain": "williambuck.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-accountant-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B1",
      "prompt": "best accountant in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-accountant-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B2",
      "prompt": "accountant Perth for late tax returns",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.accountingservicesperthwa.com.au/late-tax-returns/",
        "https://www.taxagentinperth.com.au/late-tax-return/",
        "https://www.taxreturninperth.com.au/",
        "https://www.palladiumfinancialgroup.com.au/tax-return-perth/late-tax-return/",
        "https://bestaccountantsaustralia.com.au/best/perth/"
      ],
      "cited_domains": [
        "accountingservicesperthwa.com.au",
        "taxagentinperth.com.au",
        "taxreturninperth.com.au",
        "palladiumfinancialgroup.com.au",
        "bestaccountantsaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "accountingservicesperthwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "taxagentinperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "taxreturninperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "palladiumfinancialgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-accountant-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B2",
      "prompt": "accountant Perth for late tax returns",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Local Accounting Firms in Perth"
      ],
      "brands_recommended": [
        "Local Accounting Firms in Perth"
      ],
      "brand_order": [
        "Local Accounting Firms in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.accountingservicesperthwa.com.au/late-tax-returns/",
        "https://nexustas.com.au/",
        "https://www.taxagentinperth.com.au/late-tax-return/",
        "https://ismaccountants.com.au/know-overdue-tax-returns/"
      ],
      "cited_domains": [
        "accountingservicesperthwa.com.au",
        "nexustas.com.au",
        "taxagentinperth.com.au",
        "ismaccountants.com.au"
      ],
      "source_classes": [
        {
          "domain": "accountingservicesperthwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nexustas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "taxagentinperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ismaccountants.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-accountant-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B2",
      "prompt": "accountant Perth for late tax returns",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.accountingservicesperthwa.com.au/late-tax-returns/",
        "https://www.taxagentinperth.com.au/late-tax-return/",
        "https://www.palladiumfinancialgroup.com.au/tax-return-perth/late-tax-return/"
      ],
      "cited_domains": [
        "accountingservicesperthwa.com.au",
        "taxagentinperth.com.au",
        "palladiumfinancialgroup.com.au"
      ],
      "source_classes": [
        {
          "domain": "accountingservicesperthwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "taxagentinperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "palladiumfinancialgroup.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-accountant-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B2",
      "prompt": "accountant Perth for late tax returns",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:06",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Accounting Services Perth WA",
        "Local Perth Accounting Services",
        "Nexus Tax & Accounting Solutions"
      ],
      "brands_recommended": [
        "Accounting Services Perth WA",
        "Local Perth Accounting Services",
        "Nexus Tax & Accounting Solutions"
      ],
      "brand_order": [
        "Accounting Services Perth WA",
        "Local Perth Accounting Services",
        "Nexus Tax & Accounting Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://nexustas.com.au/",
        "https://www.accountingservicesperthwa.com.au/late-tax-returns/",
        "https://www.taxreturninperth.com.au/",
        "https://byfordaccountants.com.au/taxation-services-for-individuals/",
        "https://www.taxagentinperth.com.au/late-tax-return/",
        "https://www.etax.com.au/ato-late-lodgement-penalty/"
      ],
      "cited_domains": [
        "nexustas.com.au",
        "accountingservicesperthwa.com.au",
        "taxreturninperth.com.au",
        "byfordaccountants.com.au",
        "taxagentinperth.com.au",
        "etax.com.au"
      ],
      "source_classes": [
        {
          "domain": "nexustas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "accountingservicesperthwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "taxreturninperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "byfordaccountants.com.au",
          "class": "brand-source"
        },
        {
          "domain": "taxagentinperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "etax.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-accountant-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B2",
      "prompt": "accountant Perth for late tax returns",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:07",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Etax"
      ],
      "brands_recommended": [
        "Etax"
      ],
      "brand_order": [
        "Etax"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.accountingservicesperthwa.com.au/late-tax-returns/",
        "https://www.taxreturninperth.com.au/",
        "https://www.taxagentinperth.com.au/",
        "https://www.etax.com.au/ato-late-lodgement-penalty/"
      ],
      "cited_domains": [
        "accountingservicesperthwa.com.au",
        "taxreturninperth.com.au",
        "taxagentinperth.com.au",
        "etax.com.au"
      ],
      "source_classes": [
        {
          "domain": "accountingservicesperthwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "taxreturninperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "taxagentinperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "etax.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-accountant-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B2",
      "prompt": "accountant Perth for late tax returns",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-accountant-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B2",
      "prompt": "accountant Perth for late tax returns",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "TFP Tax Accountants Perth WA",
        "Nexus Tax & Accounting Solutions",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "DPS Accounting Perth",
        "Palladium Financial Group",
        "Perth Mobile Tax and Business Services",
        "Green Bean Accountants",
        "H&R Block",
        "TidyTax Perth",
        "Universal Taxation Services",
        "Balance Tax Pty Ltd",
        "Affordable Accountants",
        "Superb Tax Accountants",
        "FAIR TAXATION & ACCOUNTING",
        "Symmetry Accounting & Tax",
        "ABS TAX ACCOUNTANT 1"
      ],
      "brands_recommended": [
        "TFP Tax Accountants Perth WA",
        "Nexus Tax & Accounting Solutions",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "DPS Accounting Perth",
        "Palladium Financial Group",
        "Perth Mobile Tax and Business Services",
        "Green Bean Accountants",
        "H&R Block",
        "TidyTax Perth",
        "Universal Taxation Services",
        "Balance Tax Pty Ltd",
        "Affordable Accountants",
        "Superb Tax Accountants",
        "FAIR TAXATION & ACCOUNTING",
        "Symmetry Accounting & Tax",
        "ABS TAX ACCOUNTANT 1"
      ],
      "brand_order": [
        "TFP Tax Accountants Perth WA",
        "Nexus Tax & Accounting Solutions",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "DPS Accounting Perth",
        "Palladium Financial Group",
        "Perth Mobile Tax and Business Services",
        "Green Bean Accountants",
        "H&R Block",
        "TidyTax Perth",
        "Universal Taxation Services",
        "Balance Tax Pty Ltd",
        "Affordable Accountants",
        "Superb Tax Accountants",
        "FAIR TAXATION & ACCOUNTING",
        "Symmetry Accounting & Tax",
        "ABS TAX ACCOUNTANT 1"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.tfptax.com.au/blog/overdue-tax-returns/?utm_source=chatgpt.com",
        "https://gbacc.com.au/services?utm_source=chatgpt.com",
        "https://www.hrblock.com.au/locator/wa/perth/perth-city?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "tfptax.com.au",
        "gbacc.com.au",
        "hrblock.com.au"
      ],
      "source_classes": [
        {
          "domain": "tfptax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gbacc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hrblock.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-accountant-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B2",
      "prompt": "accountant Perth for late tax returns",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "TFP Tax Accountants Perth WA",
        "DPS Accounting Perth",
        "ABS TAX ACCOUNTANT 1 - OSBORNE PARK",
        "Simpro Taxation Services",
        "Green Bean Accountants",
        "Tax Solutions Group",
        "Perth Mobile Tax and Business Services",
        "Nexus Tax & Accounting Solutions",
        "Affordable Accountants",
        "TidyTax Perth",
        "ITP Accounting Professionals West Perth",
        "Universal Taxation Services",
        "ABS TAX ACCOUNTANT 1"
      ],
      "brands_recommended": [
        "TFP Tax Accountants Perth WA",
        "DPS Accounting Perth",
        "ABS TAX ACCOUNTANT 1 - OSBORNE PARK",
        "Simpro Taxation Services",
        "Green Bean Accountants",
        "Tax Solutions Group",
        "Perth Mobile Tax and Business Services",
        "Nexus Tax & Accounting Solutions",
        "Affordable Accountants",
        "TidyTax Perth",
        "ITP Accounting Professionals West Perth",
        "Universal Taxation Services",
        "ABS TAX ACCOUNTANT 1"
      ],
      "brand_order": [
        "TFP Tax Accountants Perth WA",
        "DPS Accounting Perth",
        "ABS TAX ACCOUNTANT 1 - OSBORNE PARK",
        "Simpro Taxation Services",
        "Green Bean Accountants",
        "Tax Solutions Group",
        "Perth Mobile Tax and Business Services",
        "Nexus Tax & Accounting Solutions",
        "Affordable Accountants",
        "TidyTax Perth",
        "ITP Accounting Professionals West Perth",
        "Universal Taxation Services",
        "ABS TAX ACCOUNTANT 1"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://simprotax.com.au/our-services/tax-return-with-simpro-taxation-services/?utm_source=chatgpt.com",
        "https://gbacc.com.au/services?utm_source=chatgpt.com",
        "https://wmptax.com.au/tax-accountant-perth/?utm_source=chatgpt.com",
        "https://www.taxsolutionsgroup.com.au/contact-us/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "simprotax.com.au",
        "gbacc.com.au",
        "wmptax.com.au",
        "taxsolutionsgroup.com.au"
      ],
      "source_classes": [
        {
          "domain": "simprotax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gbacc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wmptax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "taxsolutionsgroup.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-accountant-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B2",
      "prompt": "accountant Perth for late tax returns",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "TFP Tax Accountants Perth WA",
        "Palladium Financial Group",
        "TaxAssist Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Green Bean Accountants",
        "H&R Block",
        "Perth Mobile Tax and Business Services",
        "TidyTax Perth",
        "Affordable Accountants",
        "Nexus Tax & Accounting Solutions",
        "Superb Tax Accountants",
        "ITP Accounting Professionals West Perth",
        "ABS TAX ACCOUNTANT 1"
      ],
      "brands_recommended": [
        "TFP Tax Accountants Perth WA",
        "Palladium Financial Group",
        "TaxAssist Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Green Bean Accountants",
        "H&R Block",
        "Perth Mobile Tax and Business Services",
        "TidyTax Perth",
        "Affordable Accountants",
        "Nexus Tax & Accounting Solutions",
        "Superb Tax Accountants",
        "ITP Accounting Professionals West Perth",
        "ABS TAX ACCOUNTANT 1"
      ],
      "brand_order": [
        "TFP Tax Accountants Perth WA",
        "Palladium Financial Group",
        "TaxAssist Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Green Bean Accountants",
        "H&R Block",
        "Perth Mobile Tax and Business Services",
        "TidyTax Perth",
        "Affordable Accountants",
        "Nexus Tax & Accounting Solutions",
        "Superb Tax Accountants",
        "ITP Accounting Professionals West Perth",
        "ABS TAX ACCOUNTANT 1"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.tfptax.com.au/blog/overdue-tax-returns/?utm_source=chatgpt.com",
        "https://www.palladiumfinancialgroup.com.au/tax-return-perth/late-tax-return/?utm_source=chatgpt.com",
        "https://gbacc.com.au/services?utm_source=chatgpt.com",
        "https://www.hrblock.com.au/locator/wa/perth/perth-city?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "tfptax.com.au",
        "palladiumfinancialgroup.com.au",
        "gbacc.com.au",
        "hrblock.com.au"
      ],
      "source_classes": [
        {
          "domain": "tfptax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "palladiumfinancialgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gbacc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hrblock.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-accountant-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B2",
      "prompt": "accountant Perth for late tax returns",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.taxagentinperth.com.au/late-tax-return/#:~:text=Submit%20Your%20Late%20Tax%20Return%20With%20Tax,statement%2C%20report%2C%20or%20return%20with%20the%20ATO.",
        "https://www.accountingservicesperthwa.com.au/late-tax-returns/#:~:text=Step%204%3A%20Once%20the%20paperwork%20has%20been,your%20overdue%20taxes%20as%20per%20the%20ATO.",
        "https://www.palladiumfinancialgroup.com.au/tax-return-perth/late-tax-return/#:~:text=The%20ATO%20will%20incur%20a%20late%20tax,absolution%20from%20your%20late%20tax%20return%20penalty.",
        "https://www.palladiumfinancialgroup.com.au/tax-return-perth/late-tax-return/#:~:text=The%20ATO%20will%20incur%20a%20late%20tax,absolution%20from%20your%20late%20tax%20return%20penalty.",
        "https://www.palladiumfinancialgroup.com.au/tax-return-perth/late-tax-return/#:~:text=Lodge%20Late%20Tax%20Return%20With%20Minimum%20Penalty.,if%20it%20is%20from%2030%20years%20ago.",
        "https://gbacc.com.au/services",
        "https://byfordaccountants.com.au/taxation-services-for-individuals/#:~:text=Whether%20your%20return%20is%20simple%20or%20complex%2C,allow%20extended%20lodgement%20deadlines%20compared%20to%20self-lodgement."
      ],
      "cited_domains": [
        "taxagentinperth.com.au",
        "accountingservicesperthwa.com.au",
        "palladiumfinancialgroup.com.au",
        "gbacc.com.au",
        "byfordaccountants.com.au"
      ],
      "source_classes": [
        {
          "domain": "taxagentinperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "accountingservicesperthwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "palladiumfinancialgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gbacc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "byfordaccountants.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-accountant-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B2",
      "prompt": "accountant Perth for late tax returns",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Palladium Financial Group",
        "Local Options & Services in Perth"
      ],
      "brands_recommended": [
        "Palladium Financial Group",
        "Local Options & Services in Perth"
      ],
      "brand_order": [
        "Palladium Financial Group",
        "Local Options & Services in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.accountingservicesperthwa.com.au/late-tax-returns/?utm_source=gemini#:~:text=Step%204%3A%20Once%20the%20paperwork%20has%20been,your%20overdue%20taxes%20as%20per%20the%20ATO.",
        "https://www.accountingservicesperthwa.com.au/late-tax-returns/?utm_source=gemini#:~:text=Even%20if%20you've%20been%20paying%20taxes%20late%2C,quicker%2C%20and%20refunds%20will%20be%20paid%20sooner.",
        "https://www.palladiumfinancialgroup.com.au/tax-return-perth/late-tax-return/?utm_source=gemini#:~:text=Every%20time%20a%20client%20approaches%20us%20we,is%20overdue%20maximum%20till%20five%20penalty%20units.",
        "https://www.taxagentinperth.com.au/late-tax-return/?utm_source=gemini#:~:text=Your%20late%20income%20tax%20agent%20will%20help,case%20you%20couldn't%20lodge%20it%20on%20time.",
        "https://www.figureitout.com.au/services/overdue-tax-returns/?utm_source=gemini#:~:text=We%20can%20help%20individuals%2C%20sole%20traders%2C%20and,never%20too%20late%20to%20make%20things%20right.",
        "https://www.facebook.com/palladiumfinancialgroup/posts/-%F0%9D%90%92%F0%9D%90%AD%F0%9D%90%A8%F0%9D%90%A9-%F0%9D%90%8F%F0%9D%90%AE%F0%9D%90%AD%F0%9D%90%AD%F0%9D%90%A2%F0%9D%90%A7%F0%9D%90%A0-%F0%9D%90%8E%F0%9D%90%9F%F0%9D%90%9F-%F0%9D%90%98%F0%9D%90%A8%F0%9D%90%AE%F0%9D%90%AB-%F0%9D%90%93%F0%9D%90%9A%F0%9D%90%B1-%F0%9D%90%91%F0%9D%90%9E%F0%9D%90%AD%F0%9D%90%AE%F0%9D%90%AB%F0%9D%90%A7your-inbox-is-full-your-calendar-is-packed-and-/1533480492127277/?utm_source=gemini"
      ],
      "cited_domains": [
        "accountingservicesperthwa.com.au",
        "palladiumfinancialgroup.com.au",
        "taxagentinperth.com.au",
        "figureitout.com.au",
        "facebook.com"
      ],
      "source_classes": [
        {
          "domain": "accountingservicesperthwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "palladiumfinancialgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "taxagentinperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "figureitout.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-accountant-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B2",
      "prompt": "accountant Perth for late tax returns",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.accountingservicesperthwa.com.au/late-tax-returns/#:~:text=Even%20if%20you've%20been%20paying%20taxes%20late%2C,quicker%2C%20and%20refunds%20will%20be%20paid%20sooner.",
        "https://www.figureitout.com.au/services/overdue-tax-returns/#:~:text=The%20fear%20of%20interacting%20with%20the%20system,their%20late%20or%20very%20overdue%20tax%20returns.",
        "https://www.palladiumfinancialgroup.com.au/tax-return-perth/late-tax-return/#:~:text=That's%20how%20we%20ensure%20the%20best%20outcomes,penalties%20for%20late%20tax%20returns%20on%20time.",
        "https://www.taxagentinperth.com.au/late-tax-return/#:~:text=Submit%20Your%20Late%20Tax%20Return%20With%20Tax,statement%2C%20report%2C%20or%20return%20with%20the%20ATO.",
        "https://byfordaccountants.com.au/taxation-services-for-individuals/#:~:text=Frequently%20asked%20questions%20about%20income%20tax%20returns,previous%20years%20and%20deal%20with%20ATO%20notices.",
        "https://www.palladiumfinancialgroup.com.au/tax-return-perth/late-tax-return/#:~:text=Lodge%20Late%20Tax%20Return%20With%20Minimum%20Penalty.,if%20it%20is%20from%2030%20years%20ago.",
        "https://byfordaccountants.com.au/taxation-services-for-individuals/#:~:text=You%20can%20lodge%20yourself%2C%20but%20a%20registered,reporting%20requirements%20for%20the%202026%20financial%20year."
      ],
      "cited_domains": [
        "accountingservicesperthwa.com.au",
        "figureitout.com.au",
        "palladiumfinancialgroup.com.au",
        "taxagentinperth.com.au",
        "byfordaccountants.com.au"
      ],
      "source_classes": [
        {
          "domain": "accountingservicesperthwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "figureitout.com.au",
          "class": "brand-source"
        },
        {
          "domain": "palladiumfinancialgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "taxagentinperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "byfordaccountants.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-accountant-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B3",
      "prompt": "affordable tax accountant Perth individual returns",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Noble Tax Group",
        "Griffiths Advisory Price Guide"
      ],
      "brands_recommended": [
        "Noble Tax Group",
        "Griffiths Advisory Price Guide"
      ],
      "brand_order": [
        "Noble Tax Group",
        "Griffiths Advisory Price Guide"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hrblock.com.au/locator/wa/perth",
        "https://perthmobiletax.com.au/",
        "https://griffithswa.com.au/price-guide/",
        "https://pnoblegroup.com/"
      ],
      "cited_domains": [
        "hrblock.com.au",
        "perthmobiletax.com.au",
        "griffithswa.com.au",
        "pnoblegroup.com"
      ],
      "source_classes": [
        {
          "domain": "hrblock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthmobiletax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "griffithswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pnoblegroup.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-accountant-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B3",
      "prompt": "affordable tax accountant Perth individual returns",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.hrblock.com.au/locator/wa/perth",
        "https://perthmobiletax.com.au/",
        "https://tfptax.com.au/",
        "https://greenwoodaccountantsperth.com.au/individual-tax/",
        "https://www.reaccoaccounting.com.au/blog-tax-return-cost-perth"
      ],
      "cited_domains": [
        "hrblock.com.au",
        "perthmobiletax.com.au",
        "tfptax.com.au",
        "greenwoodaccountantsperth.com.au",
        "reaccoaccounting.com.au"
      ],
      "source_classes": [
        {
          "domain": "hrblock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthmobiletax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tfptax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "greenwoodaccountantsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reaccoaccounting.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-accountant-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B3",
      "prompt": "affordable tax accountant Perth individual returns",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.hrblock.com.au/locator/wa/perth",
        "https://perthmobiletax.com.au/",
        "https://nexustas.com.au/",
        "https://www.reaccoaccounting.com.au/blog-tax-return-cost-perth"
      ],
      "cited_domains": [
        "hrblock.com.au",
        "perthmobiletax.com.au",
        "nexustas.com.au",
        "reaccoaccounting.com.au"
      ],
      "source_classes": [
        {
          "domain": "hrblock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthmobiletax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nexustas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reaccoaccounting.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-accountant-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B3",
      "prompt": "affordable tax accountant Perth individual returns",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:06",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-accountant-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B3",
      "prompt": "affordable tax accountant Perth individual returns",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:07",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Mobile Tax and Business Services",
        "H&R Block"
      ],
      "brands_recommended": [
        "Perth Mobile Tax and Business Services",
        "H&R Block"
      ],
      "brand_order": [
        "Perth Mobile Tax and Business Services",
        "H&R Block"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hrblock.com.au/locator/wa/perth",
        "https://www.reddit.com/r/perth/comments/1e0lgvc/anyone_can_recommend_a_good_accountant_to_do_my/",
        "https://perthmobiletax.com.au/",
        "https://www.pinetax.com.au/",
        "https://tfptax.com.au/"
      ],
      "cited_domains": [
        "hrblock.com.au",
        "reddit.com",
        "perthmobiletax.com.au",
        "pinetax.com.au",
        "tfptax.com.au"
      ],
      "source_classes": [
        {
          "domain": "hrblock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthmobiletax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pinetax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tfptax.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-accountant-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B3",
      "prompt": "affordable tax accountant Perth individual returns",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Mobile Tax and Business Services",
        "H&R Block"
      ],
      "brands_recommended": [
        "Perth Mobile Tax and Business Services",
        "H&R Block"
      ],
      "brand_order": [
        "Perth Mobile Tax and Business Services",
        "H&R Block"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hrblock.com.au/locator/wa/perth",
        "https://www.reddit.com/r/perth/comments/1e0lgvc/anyone_can_recommend_a_good_accountant_to_do_my/",
        "https://perthmobiletax.com.au/",
        "https://www.stptax.com/practice/south-perth/"
      ],
      "cited_domains": [
        "hrblock.com.au",
        "reddit.com",
        "perthmobiletax.com.au",
        "stptax.com"
      ],
      "source_classes": [
        {
          "domain": "hrblock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthmobiletax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stptax.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-accountant-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B3",
      "prompt": "affordable tax accountant Perth individual returns",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Simpro Taxation Services",
        "Perth Tax Accounting Co",
        "Mecca Accounting",
        "Libra Accounting",
        "3 cheapest suitable Perth accountants"
      ],
      "brands_recommended": [
        "Simpro Taxation Services",
        "Perth Tax Accounting Co",
        "Mecca Accounting",
        "Libra Accounting",
        "3 cheapest suitable Perth accountants"
      ],
      "brand_order": [
        "Simpro Taxation Services",
        "Perth Tax Accounting Co",
        "Mecca Accounting",
        "Libra Accounting",
        "3 cheapest suitable Perth accountants"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://simprotax.com.au/pricing/?utm_source=chatgpt.com",
        "https://www.meccaaccounting.com.au/?utm_source=chatgpt.com",
        "https://perthtaxaccountingco.com.au/services/?utm_source=chatgpt.com",
        "https://taxproaustralia.com.au/what-we-do/tax-returns/?utm_source=chatgpt.com",
        "https://libraaccounting.com.au/about/?utm_source=chatgpt.com",
        "https://whatsthedamage.com.au/tax-accountant-cost/?utm_source=chatgpt.com",
        "https://handld.org/au/accounting/perth/?utm_source=chatgpt.com",
        "https://barkersmith.com.au/tax___accounting/schedule_of_fees/?utm_source=chatgpt.com",
        "https://www.gotax.com.au/blog/tax-return-australia/tax-return-cost-australia-2026?utm_source=chatgpt.com",
        "https://www.munros.com.au/get-started/accountant-fees/?utm_source=chatgpt.com",
        "https://www.aevumaccounting.com.au/pricing?utm_source=chatgpt.com",
        "https://www.reaccoaccounting.com.au/pricing?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "simprotax.com.au",
        "meccaaccounting.com.au",
        "perthtaxaccountingco.com.au",
        "taxproaustralia.com.au",
        "libraaccounting.com.au",
        "whatsthedamage.com.au",
        "handld.org",
        "barkersmith.com.au",
        "gotax.com.au",
        "munros.com.au",
        "aevumaccounting.com.au",
        "reaccoaccounting.com.au"
      ],
      "source_classes": [
        {
          "domain": "simprotax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "meccaaccounting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthtaxaccountingco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "taxproaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "libraaccounting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "handld.org",
          "class": "third-party"
        },
        {
          "domain": "barkersmith.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gotax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aevumaccounting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reaccoaccounting.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-accountant-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B3",
      "prompt": "affordable tax accountant Perth individual returns",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "TaxReturn.com.au - Cheap & Easy Tax Returns",
        "TFP Tax Accountants Perth WA",
        "Affordable Accountants",
        "Superb Tax Accountants",
        "Perth Mobile Tax and Business Services",
        "Perth Tax Accounting Co",
        "Mecca Accounting",
        "Green Bean Accountants",
        "Libra Accounting",
        "Reacco Accounting",
        "H&R Block",
        "DPS Accounting Perth",
        "ITP Accounting Professionals West Perth",
        "Munro's",
        "ISM Tax Accountant Perth WA"
      ],
      "brands_recommended": [
        "TaxReturn.com.au - Cheap & Easy Tax Returns",
        "TFP Tax Accountants Perth WA",
        "Affordable Accountants",
        "Superb Tax Accountants",
        "Perth Mobile Tax and Business Services",
        "Perth Tax Accounting Co",
        "Mecca Accounting",
        "Green Bean Accountants",
        "Libra Accounting",
        "Reacco Accounting",
        "H&R Block",
        "DPS Accounting Perth",
        "ITP Accounting Professionals West Perth",
        "Munro's",
        "ISM Tax Accountant Perth WA"
      ],
      "brand_order": [
        "TaxReturn.com.au - Cheap & Easy Tax Returns",
        "TFP Tax Accountants Perth WA",
        "Affordable Accountants",
        "Superb Tax Accountants",
        "Perth Mobile Tax and Business Services",
        "Perth Tax Accounting Co",
        "Mecca Accounting",
        "Green Bean Accountants",
        "Libra Accounting",
        "Reacco Accounting",
        "H&R Block",
        "DPS Accounting Perth",
        "ITP Accounting Professionals West Perth",
        "Munro's",
        "ISM Tax Accountant Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthtaxaccountingco.com.au/services/?utm_source=chatgpt.com",
        "https://barkersmith.com.au/tax___accounting/schedule_of_fees/?utm_source=chatgpt.com",
        "https://www.meccaaccounting.com.au/?utm_source=chatgpt.com",
        "https://gbacc.com.au/prices?utm_source=chatgpt.com",
        "https://libraaccounting.com.au/about/?utm_source=chatgpt.com",
        "https://www.reaccoaccounting.com.au/pricing?utm_source=chatgpt.com",
        "https://www.reaccoaccounting.com.au/blog-tax-return-cost-perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthtaxaccountingco.com.au",
        "barkersmith.com.au",
        "meccaaccounting.com.au",
        "gbacc.com.au",
        "libraaccounting.com.au",
        "reaccoaccounting.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthtaxaccountingco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "barkersmith.com.au",
          "class": "brand-source"
        },
        {
          "domain": "meccaaccounting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gbacc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "libraaccounting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reaccoaccounting.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-accountant-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B3",
      "prompt": "affordable tax accountant Perth individual returns",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "TaxReturn.com.au - Cheap & Easy Tax Returns",
        "Affordable Accountants",
        "Perth Mobile Tax and Business Services",
        "ISM Tax Accountant Perth WA | Tax Agent",
        "TFP Tax Accountants Perth WA",
        "ISM Tax Accountant Perth WA"
      ],
      "brands_recommended": [
        "TaxReturn.com.au - Cheap & Easy Tax Returns",
        "Affordable Accountants",
        "Perth Mobile Tax and Business Services",
        "ISM Tax Accountant Perth WA | Tax Agent",
        "TFP Tax Accountants Perth WA",
        "ISM Tax Accountant Perth WA"
      ],
      "brand_order": [
        "TaxReturn.com.au - Cheap & Easy Tax Returns",
        "Affordable Accountants",
        "Perth Mobile Tax and Business Services",
        "ISM Tax Accountant Perth WA | Tax Agent",
        "TFP Tax Accountants Perth WA",
        "ISM Tax Accountant Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://simprotax.com.au/pricing/?utm_source=chatgpt.com",
        "https://perthtaxaccountingco.com.au/services/?utm_source=chatgpt.com",
        "https://taxproaustralia.com.au/what-we-do/tax-returns/?utm_source=chatgpt.com",
        "https://www.meccaaccounting.com.au/?utm_source=chatgpt.com",
        "https://4youhamiltonhill.setmore.com/?utm_source=chatgpt.com",
        "https://whatsthedamage.com.au/tax-accountant-cost-perth/?utm_source=chatgpt.com",
        "https://libraaccounting.com.au/about/?utm_source=chatgpt.com",
        "https://www.munros.com.au/get-started/accountant-fees/?utm_source=chatgpt.com",
        "https://groverztax.com.au/?utm_source=chatgpt.com",
        "https://handld.org/au/accounting/perth/?utm_source=chatgpt.com",
        "https://www.reaccoaccounting.com.au/tax-accountant-perth?utm_source=chatgpt.com",
        "https://gbacc.com.au/prices?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "simprotax.com.au",
        "perthtaxaccountingco.com.au",
        "taxproaustralia.com.au",
        "meccaaccounting.com.au",
        "4youhamiltonhill.setmore.com",
        "whatsthedamage.com.au",
        "libraaccounting.com.au",
        "munros.com.au",
        "groverztax.com.au",
        "handld.org",
        "reaccoaccounting.com.au",
        "gbacc.com.au"
      ],
      "source_classes": [
        {
          "domain": "simprotax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthtaxaccountingco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "taxproaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "meccaaccounting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "4youhamiltonhill.setmore.com",
          "class": "third-party"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "libraaccounting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "groverztax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "handld.org",
          "class": "third-party"
        },
        {
          "domain": "reaccoaccounting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gbacc.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-accountant-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B3",
      "prompt": "affordable tax accountant Perth individual returns",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.stcpartners.com.au/Taxation-Tax-Return-Perth",
        "https://perthmobiletax.com.au/#:~:text=A%20Better%20Way%20to%20Do%20Tax%20in,Discounts%20are%20available%20%E2%80%93%20don't%20miss%20out.",
        "https://perthmobiletax.com.au/#:~:text=Perth's%20Top%20Accounting%20and%20Tax%20Service%20*,We%20work%20hard%20to%20produce%20results%20faster.",
        "https://nexustas.com.au/#:~:text=Your%20tax%20return%20can%20be%20lodged%20with,to%20get%20best%20outcome%20of%20your%20tax.",
        "https://nexustas.com.au/#:~:text=They%20helped%20me%20to%20set%20up%20all,business%2C%20tax%20and%20special%20discount%20for%20students.",
        "https://tfptax.com.au/#:~:text=At%20TFP%20Tax%2C%20we%20pride%20ourselves%20on,your%20financial%20health%20and%20future%20financial%20goals."
      ],
      "cited_domains": [
        "stcpartners.com.au",
        "perthmobiletax.com.au",
        "nexustas.com.au",
        "tfptax.com.au"
      ],
      "source_classes": [
        {
          "domain": "stcpartners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthmobiletax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nexustas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tfptax.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-accountant-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B3",
      "prompt": "affordable tax accountant Perth individual returns",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://perthmobiletax.com.au/#:~:text=Perth's%20Top%20Accounting%20and%20Tax%20Service%20*,We%20work%20hard%20to%20produce%20results%20faster.",
        "https://perthmobiletax.com.au/#:~:text=Welcome%20to%20Perth%20Mobile%20Tax%20and%20Business,within%2048%20hours%20at%20an%20affordable%20price."
      ],
      "cited_domains": [
        "perthmobiletax.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthmobiletax.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-accountant-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B3",
      "prompt": "affordable tax accountant Perth individual returns",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reaccoaccounting.com.au/blog-tax-return-cost-perth?utm_source=gemini#:~:text=Table_title%3A%20Typical%20Tax%20Return%20Costs%20in%20Perth,partnership%20return%20%7C%20%241%2C500%20%E2%80%93%20%244%2C000%2B%20%7C",
        "https://www.reaccoaccounting.com.au/blog-tax-return-cost-perth?utm_source=gemini#:~:text=Table_title%3A%20Typical%20Tax%20Return%20Costs%20in%20Perth,partnership%20return%20%7C%20%241%2C500%20%E2%80%93%20%244%2C000%2B%20%7C",
        "https://nexustas.com.au/?utm_source=gemini#:~:text=No%20matter%20where%20you%20live%20in%20Australia,hidden%20charges%20involved.%20Onsite%20or%20Telephone%20Appointment.",
        "https://www.reaccoaccounting.com.au/blog-tax-return-cost-perth?utm_source=gemini#:~:text=Here%20are%20the%20main%20factors%20that%20influence,a%20sole%20trader%20or%20run%20a%20company.",
        "https://rpsaccountants.com.au/tax-return-accountant-cost/?utm_source=gemini#:~:text=One%20thing%20that%20softens%20the%20cost%3A%20the,counted%2C%20depending%20on%20your%20marginal%20tax%20rate."
      ],
      "cited_domains": [
        "reaccoaccounting.com.au",
        "nexustas.com.au",
        "rpsaccountants.com.au"
      ],
      "source_classes": [
        {
          "domain": "reaccoaccounting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nexustas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rpsaccountants.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-accountant-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B4",
      "prompt": "most recommended accounting firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Westcourt Private Business Accountants",
        "Munro's",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "TFP Tax Accountants Perth WA",
        "Cloud CA",
        "Perth Mobile Tax and Business Services",
        "TK Accounting",
        "Affluence Chartered Accountants",
        "DASperth",
        "OBP",
        "Camden Professionals - Part of The Investax Group",
        "McKinley Plowman",
        "Aspect Accountants",
        "Symmetry Accounting & Tax",
        "SMSF Australia - Specialist SMSF Accountants",
        "CVW Accounting",
        "Susan O’Connor Accounting"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Westcourt Private Business Accountants",
        "Munro's",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "TFP Tax Accountants Perth WA",
        "Cloud CA",
        "Perth Mobile Tax and Business Services",
        "TK Accounting",
        "Affluence Chartered Accountants",
        "DASperth",
        "OBP",
        "Camden Professionals - Part of The Investax Group",
        "McKinley Plowman",
        "Aspect Accountants",
        "Symmetry Accounting & Tax",
        "SMSF Australia - Specialist SMSF Accountants",
        "CVW Accounting",
        "Susan O’Connor Accounting"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Teca Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Westcourt Private Business Accountants",
        "Munro's",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "TFP Tax Accountants Perth WA",
        "Cloud CA",
        "Perth Mobile Tax and Business Services",
        "TK Accounting",
        "Affluence Chartered Accountants",
        "DASperth",
        "OBP",
        "Camden Professionals - Part of The Investax Group",
        "McKinley Plowman",
        "Aspect Accountants",
        "Symmetry Accounting & Tax",
        "SMSF Australia - Specialist SMSF Accountants",
        "CVW Accounting",
        "Susan O’Connor Accounting"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XdDRkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZmVXSnJOelptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdacU5XYzRhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRnhlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2VHSnViVGhtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKMGJEZDJhMkp0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2MzWm5NbXR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4yZHlZbUptGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-accountant-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B4",
      "prompt": "most recommended accounting firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "DPS Accounting Perth",
        "Teca Accounting",
        "TFP Tax Accountants Perth WA",
        "Munro's",
        "McKinley Plowman",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Perth Mobile Tax and Business Services",
        "Affluence Chartered Accountants",
        "Aspect Accountants",
        "Cloud CA",
        "DASperth",
        "OBP",
        "ITP Accounting Professionals West Perth",
        "Symmetry Accounting & Tax",
        "SH Tax Accountants Pty Ltd",
        "Susan O’Connor Accounting",
        "Camden Professionals - Part of The Investax Group"
      ],
      "brands_recommended": [
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "DPS Accounting Perth",
        "Teca Accounting",
        "TFP Tax Accountants Perth WA",
        "Munro's",
        "McKinley Plowman",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Perth Mobile Tax and Business Services",
        "Affluence Chartered Accountants",
        "Aspect Accountants",
        "Cloud CA",
        "DASperth",
        "OBP",
        "ITP Accounting Professionals West Perth",
        "Symmetry Accounting & Tax",
        "SH Tax Accountants Pty Ltd",
        "Susan O’Connor Accounting",
        "Camden Professionals - Part of The Investax Group"
      ],
      "brand_order": [
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "DPS Accounting Perth",
        "Teca Accounting",
        "TFP Tax Accountants Perth WA",
        "Munro's",
        "McKinley Plowman",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Perth Mobile Tax and Business Services",
        "Affluence Chartered Accountants",
        "Aspect Accountants",
        "Cloud CA",
        "DASperth",
        "OBP",
        "ITP Accounting Professionals West Perth",
        "Symmetry Accounting & Tax",
        "SH Tax Accountants Pty Ltd",
        "Susan O’Connor Accounting",
        "Camden Professionals - Part of The Investax Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZmVXSnJOelptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XdDRkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdacU5XYzRhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwbWNYaHpYM1pvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2VHSnViVGhtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWNEWm5hMjFpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4yZHlZbUptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRnhlZxgK"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-accountant-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B4",
      "prompt": "most recommended accounting firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Munro's",
        "Teca Accounting",
        "Westcourt Private Business Accountants",
        "Cloud CA",
        "Affluence Chartered Accountants",
        "DASperth",
        "TK Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "TFP Tax Accountants Perth WA",
        "Perth Mobile Tax and Business Services",
        "McKinley Plowman",
        "OBP",
        "Camden Professionals - Part of The Investax Group",
        "Susan O’Connor Accounting",
        "Aspect Accountants",
        "Royal Cornell Business Accountants",
        "Fortuna Advisory Group West Perth",
        "Elevate Accounting",
        "SMSF specialist"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Munro's",
        "Teca Accounting",
        "Westcourt Private Business Accountants",
        "Cloud CA",
        "Affluence Chartered Accountants",
        "DASperth",
        "TK Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "TFP Tax Accountants Perth WA",
        "Perth Mobile Tax and Business Services",
        "McKinley Plowman",
        "OBP",
        "Camden Professionals - Part of The Investax Group",
        "Susan O’Connor Accounting",
        "Aspect Accountants",
        "Royal Cornell Business Accountants",
        "Fortuna Advisory Group West Perth",
        "Elevate Accounting",
        "SMSF specialist"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Munro's",
        "Teca Accounting",
        "Westcourt Private Business Accountants",
        "Cloud CA",
        "Affluence Chartered Accountants",
        "DASperth",
        "TK Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "CapitalQ Business Advisers & Chartered Accountants",
        "TFP Tax Accountants Perth WA",
        "Perth Mobile Tax and Business Services",
        "McKinley Plowman",
        "OBP",
        "Camden Professionals - Part of The Investax Group",
        "Susan O’Connor Accounting",
        "Aspect Accountants",
        "Royal Cornell Business Accountants",
        "Fortuna Advisory Group West Perth",
        "Elevate Accounting",
        "SMSF specialist"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.munros.com.au/",
        "https://bestaccountantsaustralia.com.au/best/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XdDRkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZmVXSnJOelptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdacU5XYzRhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRnhlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4yZHlZbUptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG13MVpEVm5NdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaamNXNHplURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMmVXdHliVGs1GAo"
      ],
      "cited_domains": [
        "munros.com.au",
        "bestaccountantsaustralia.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-accountant-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B4",
      "prompt": "most recommended accounting firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:06",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Moore Australia (WA)"
      ],
      "brands_recommended": [
        "Moore Australia (WA)"
      ],
      "brand_order": [
        "Moore Australia (WA)"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.dpsaccounting.com.au/",
        "https://www.munros.com.au/",
        "https://bestaccountantsaustralia.com.au/best/perth/",
        "https://www.moore-australia.com.au/locations/perth/moore-australia-wa-perth/",
        "https://www.drykirkness.com.au/"
      ],
      "cited_domains": [
        "dpsaccounting.com.au",
        "munros.com.au",
        "bestaccountantsaustralia.com.au",
        "moore-australia.com.au",
        "drykirkness.com.au"
      ],
      "source_classes": [
        {
          "domain": "dpsaccounting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "moore-australia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "drykirkness.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-accountant-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B4",
      "prompt": "most recommended accounting firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:07",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-accountant-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B4",
      "prompt": "most recommended accounting firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://nexustas.com.au/",
        "https://www.munros.com.au/",
        "https://bestaccountantsaustralia.com.au/best/perth/",
        "https://www.moore-australia.com.au/locations/perth/moore-australia-wa-perth/",
        "https://www.rsm.global/australia/offices/perth",
        "https://carbongroup.com.au/location/wa/perth/",
        "https://www.accru.com/locations/accru-perth/",
        "https://elevateaccounting.com.au/"
      ],
      "cited_domains": [
        "nexustas.com.au",
        "munros.com.au",
        "bestaccountantsaustralia.com.au",
        "moore-australia.com.au",
        "rsm.global",
        "carbongroup.com.au",
        "accru.com",
        "elevateaccounting.com.au"
      ],
      "source_classes": [
        {
          "domain": "nexustas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "moore-australia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rsm.global",
          "class": "brand-source"
        },
        {
          "domain": "carbongroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "accru.com",
          "class": "third-party"
        },
        {
          "domain": "elevateaccounting.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-accountant-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B4",
      "prompt": "most recommended accounting firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "DPS Accounting Perth",
        "Affluence Chartered Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "TFP Tax Accountants Perth WA",
        "ABS TAX ACCOUNTANT 1 - OSBORNE PARK",
        "SMSF, company tax and tax returns",
        "Pine Tax Accounting Perth",
        "ABS TAX ACCOUNTANT 1"
      ],
      "brands_recommended": [
        "Munro's",
        "DPS Accounting Perth",
        "Affluence Chartered Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "TFP Tax Accountants Perth WA",
        "ABS TAX ACCOUNTANT 1 - OSBORNE PARK",
        "SMSF, company tax and tax returns",
        "Pine Tax Accounting Perth",
        "ABS TAX ACCOUNTANT 1"
      ],
      "brand_order": [
        "Munro's",
        "DPS Accounting Perth",
        "Affluence Chartered Accountants",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "TFP Tax Accountants Perth WA",
        "ABS TAX ACCOUNTANT 1 - OSBORNE PARK",
        "SMSF, company tax and tax returns",
        "Pine Tax Accounting Perth",
        "ABS TAX ACCOUNTANT 1"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://ai-seeyou.com/tax-accountants/australia/perth/?utm_source=chatgpt.com",
        "https://hlb.com.au/locations/perth/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/tax-preparation-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/accountant?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/bookkeeper?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/tax-accountant?utm_source=chatgpt.com",
        "https://yably.co.uk/accounting-bookkeeping-services/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/professionals/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/accountants/victoria-park?utm_source=chatgpt.com",
        "https://www.avenueperth.com/recommended-accountant-firms-perth/?utm_source=chatgpt.com",
        "https://revenuebase.ai/companies/accounting-firms/australia/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "ai-seeyou.com",
        "hlb.com.au",
        "productreview.com.au",
        "wordofmouth.com.au",
        "yably.co.uk",
        "starworks.com.au",
        "avenueperth.com",
        "revenuebase.ai"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "ai-seeyou.com",
          "class": "third-party"
        },
        {
          "domain": "hlb.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "yably.co.uk",
          "class": "third-party"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "revenuebase.ai",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-accountant-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B4",
      "prompt": "most recommended accounting firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "CapitalQ Business Advisers & Chartered Accountants",
        "DPS Accounting Perth",
        "Nexus Tax & Accounting Solutions",
        "TFP Tax Accountants Perth WA",
        "Affluence Chartered Accountants",
        "Best Accountants Australia",
        "Perth Tax Accounting Co",
        "TaxAssist Accountants",
        "H&R Block",
        "TidyTax Perth",
        "SH Tax Accountants Pty Ltd",
        "ISM Tax Accountant Perth WA",
        "ABS TAX ACCOUNTANT 1"
      ],
      "brands_recommended": [
        "Munro's",
        "CapitalQ Business Advisers & Chartered Accountants",
        "DPS Accounting Perth",
        "Nexus Tax & Accounting Solutions",
        "TFP Tax Accountants Perth WA",
        "Affluence Chartered Accountants",
        "Best Accountants Australia",
        "Perth Tax Accounting Co",
        "TaxAssist Accountants",
        "H&R Block",
        "TidyTax Perth",
        "SH Tax Accountants Pty Ltd",
        "ISM Tax Accountant Perth WA",
        "ABS TAX ACCOUNTANT 1"
      ],
      "brand_order": [
        "Munro's",
        "CapitalQ Business Advisers & Chartered Accountants",
        "DPS Accounting Perth",
        "Nexus Tax & Accounting Solutions",
        "TFP Tax Accountants Perth WA",
        "Affluence Chartered Accountants",
        "Best Accountants Australia",
        "Perth Tax Accounting Co",
        "TaxAssist Accountants",
        "H&R Block",
        "TidyTax Perth",
        "SH Tax Accountants Pty Ltd",
        "ISM Tax Accountant Perth WA",
        "ABS TAX ACCOUNTANT 1"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.avenueperth.com/recommended-accountant-firms-perth/?utm_source=chatgpt.com",
        "https://ai-seeyou.com/tax-accountants/australia/perth/?utm_source=chatgpt.com",
        "https://hlb.com.au/locations/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "avenueperth.com",
        "ai-seeyou.com",
        "hlb.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "ai-seeyou.com",
          "class": "third-party"
        },
        {
          "domain": "hlb.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-accountant-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B4",
      "prompt": "most recommended accounting firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "Nexus Tax & Accounting Solutions",
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Affluence Chartered Accountants"
      ],
      "brands_recommended": [
        "Munro's",
        "Nexus Tax & Accounting Solutions",
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Affluence Chartered Accountants"
      ],
      "brand_order": [
        "Munro's",
        "Nexus Tax & Accounting Solutions",
        "DPS Accounting Perth",
        "TFP Tax Accountants Perth WA",
        "Affluence Chartered Accountants"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.avenueperth.com/recommended-accountant-firms-perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/accountant?utm_source=chatgpt.com",
        "https://yably.co.uk/accounting-bookkeeping-services/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/tax-preparation-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.glassdoor.com.au/Explore/top-Accounting-and-Tax-companies-Perth_II.4%2C22_IIND200001_IL.33%2C38_IM964.htm?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/bookkeeper?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/tax-accountant?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/accountants/victoria-park?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/professionals/perth?utm_source=chatgpt.com",
        "https://www.search4accountants.com.au/directory/category/accounting/location/wa/perth-region/?utm_source=chatgpt.com",
        "https://www.search4accountants.com.au/directory/location/wa/perth-region/most-popular/2024/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "avenueperth.com",
        "wordofmouth.com.au",
        "yably.co.uk",
        "productreview.com.au",
        "glassdoor.com.au",
        "starworks.com.au",
        "search4accountants.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "yably.co.uk",
          "class": "third-party"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "glassdoor.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "search4accountants.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-accountant-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B4",
      "prompt": "most recommended accounting firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.munros.com.au/#:~:text=Business%20Accountants%20Perth%20%E2%80%93%20Munro's%20100%2B%205,Family%20Business%20Succession.%20*%20Selling%20a%20Business.",
        "https://www.drykirkness.com.au/#:~:text=At%20Dry%20Kirkness%2C%20we%20pride%20ourselves%20on,large%20corporations%2C%20as%20well%20as%20not-for-profit%20organisations.",
        "https://www.dpsaccounting.com.au/#:~:text=At%20DPS%20Accounting%2C%20we%20are%20advocates%20of,uploaded%20straight%20to%20our%20state-of-the-art%20client%20portal."
      ],
      "cited_domains": [
        "munros.com.au",
        "drykirkness.com.au",
        "dpsaccounting.com.au"
      ],
      "source_classes": [
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "drykirkness.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dpsaccounting.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-accountant-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B4",
      "prompt": "most recommended accounting firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Offers comprehensive tax accounting",
        "Armada Accountants & Advisors",
        "Specializes in large-scale corporate advisory",
        "Cooper Partners",
        "WMK Accounting"
      ],
      "brands_recommended": [
        "Offers comprehensive tax accounting",
        "Armada Accountants & Advisors",
        "Specializes in large-scale corporate advisory",
        "Cooper Partners",
        "WMK Accounting"
      ],
      "brand_order": [
        "Offers comprehensive tax accounting",
        "Armada Accountants & Advisors",
        "Specializes in large-scale corporate advisory",
        "Cooper Partners",
        "WMK Accounting"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-accountant-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B4",
      "prompt": "most recommended accounting firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://armada.com.au/#:~:text=What%20sets%20Armada%20apart%20is%20our%20multidisciplinary,Industry%20Experience%20Across%20Perth%20%26%20Western%20Australia.",
        "https://armada.com.au/#:~:text=From%20superannuation%20and%20estate%20planning%20to%20cash,who%20can%20work%20collaboratively%20on%20your%20finances.",
        "https://www.bdo.com.au/en-au/locations/perth",
        "https://www.munros.com.au/",
        "https://www.rbizz.com.au/accountants-perth#:~:text=RBizz%20Corporate%20Accountants%20are%20Perth's%20top%20accountants%2C,SMSF%20audit%2C%20business%20registration%20and%20ASIC%20compliance.",
        "https://www.rbizz.com.au/accountants-perth#:~:text=RBizz%20Corporate%20Accountants%20is%20a%20modern%2C%20tech-savvy,Globally%20Affiliated.%20CA%20ANZ.%20Awards%20%26%20Recognition.",
        "https://mavrick.com.au/#:~:text=Their%20professional%2C%20efficient%2C%20business-like%20and%20incredibly%20personal,incomparable%20to%20anything%20I%20have%20enjoyed%20previously.",
        "https://www.dpsaccounting.com.au/"
      ],
      "cited_domains": [
        "armada.com.au",
        "bdo.com.au",
        "munros.com.au",
        "rbizz.com.au",
        "mavrick.com.au",
        "dpsaccounting.com.au"
      ],
      "source_classes": [
        {
          "domain": "armada.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bdo.com.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rbizz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mavrick.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dpsaccounting.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-accountant-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B5",
      "prompt": "best accountant Perth for property investors",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "McKinley Plowman Property Accountants",
        "Griffiths Advisory Price Guide",
        "SS Accountants Square Appointments"
      ],
      "brands_recommended": [
        "McKinley Plowman Property Accountants",
        "Griffiths Advisory Price Guide",
        "SS Accountants Square Appointments"
      ],
      "brand_order": [
        "McKinley Plowman Property Accountants",
        "Griffiths Advisory Price Guide",
        "SS Accountants Square Appointments"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mckinleyplowman.com.au/services/property/property-accountants/",
        "https://www.camdenprofessionals.com.au/",
        "https://app.squareup.com/appointments/book/4dt2es4wsr02da/L93ZE9355Q3N5/start?service_id=Z2XNUBN6FNLS6A7XALLBKMJL&variation_id=NKTCJRPWPXLXJX4OLLQERY3O",
        "https://app.squareup.com/appointments/book/4dt2es4wsr02da/L93ZE9355Q3N5/start?service_id=KOPXADYTT5HPODVMG7Q2F7OB&variation_id=TBRLPEAGN4G7JNU2MAZL6OUW"
      ],
      "cited_domains": [
        "mckinleyplowman.com.au",
        "camdenprofessionals.com.au",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "camdenprofessionals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-accountant-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B5",
      "prompt": "best accountant Perth for property investors",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Teca Accounting",
        "DPS Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Camden Professionals - Part of The Investax Group",
        "McKinley Plowman",
        "TFP Tax Accountants Perth WA",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Cloud CA",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Aspect Accountants",
        "Washington Brown - Property Depreciation Experts",
        "Symmetry Accounting & Tax",
        "Susan O’Connor Accounting",
        "OBP",
        "Flinders Tax Accountants & Business Advisors",
        "SH Tax Accountants Pty Ltd",
        "Fortuna Advisory Group West Perth"
      ],
      "brands_recommended": [
        "Teca Accounting",
        "DPS Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Camden Professionals - Part of The Investax Group",
        "McKinley Plowman",
        "TFP Tax Accountants Perth WA",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Cloud CA",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Aspect Accountants",
        "Washington Brown - Property Depreciation Experts",
        "Symmetry Accounting & Tax",
        "Susan O’Connor Accounting",
        "OBP",
        "Flinders Tax Accountants & Business Advisors",
        "SH Tax Accountants Pty Ltd",
        "Fortuna Advisory Group West Perth"
      ],
      "brand_order": [
        "Teca Accounting",
        "DPS Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Camden Professionals - Part of The Investax Group",
        "McKinley Plowman",
        "TFP Tax Accountants Perth WA",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Cloud CA",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Aspect Accountants",
        "Washington Brown - Property Depreciation Experts",
        "Symmetry Accounting & Tax",
        "Susan O’Connor Accounting",
        "OBP",
        "Flinders Tax Accountants & Business Advisors",
        "SH Tax Accountants Pty Ltd",
        "Fortuna Advisory Group West Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://griffithswa.com.au/property-tax-accountant-perth/",
        "https://www.mckinleyplowman.com.au/services/property/property-accountants/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRnhlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XdDRkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE0zZDRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2VHSnViVGhtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4yZHlZbUptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkMGJYZGtORE42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWNEWm5hMjFpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaamNXNHplURgK"
      ],
      "cited_domains": [
        "griffithswa.com.au",
        "mckinleyplowman.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "griffithswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-accountant-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B5",
      "prompt": "best accountant Perth for property investors",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Mobile Tax and Business Services",
        "DPS Accounting Perth",
        "Teca Accounting",
        "Camden Professionals - Part of The Investax Group",
        "McKinley Plowman",
        "TFP Tax Accountants Perth WA",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Cloud CA",
        "Symmetry Accounting & Tax",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Susan O’Connor Accounting",
        "Aspect Accountants",
        "Washington Brown - Property Depreciation Experts",
        "Flinders Tax Accountants & Business Advisors",
        "OBP",
        "Palladium Financial Group",
        "SH Tax Accountants Pty Ltd"
      ],
      "brands_recommended": [
        "Perth Mobile Tax and Business Services",
        "DPS Accounting Perth",
        "Teca Accounting",
        "Camden Professionals - Part of The Investax Group",
        "McKinley Plowman",
        "TFP Tax Accountants Perth WA",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Cloud CA",
        "Symmetry Accounting & Tax",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Susan O’Connor Accounting",
        "Aspect Accountants",
        "Washington Brown - Property Depreciation Experts",
        "Flinders Tax Accountants & Business Advisors",
        "OBP",
        "Palladium Financial Group",
        "SH Tax Accountants Pty Ltd"
      ],
      "brand_order": [
        "Perth Mobile Tax and Business Services",
        "DPS Accounting Perth",
        "Teca Accounting",
        "Camden Professionals - Part of The Investax Group",
        "McKinley Plowman",
        "TFP Tax Accountants Perth WA",
        "Munro's",
        "Westcourt Private Business Accountants",
        "TK Accounting",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Cloud CA",
        "Symmetry Accounting & Tax",
        "CapitalQ Business Advisers & Chartered Accountants",
        "Susan O’Connor Accounting",
        "Aspect Accountants",
        "Washington Brown - Property Depreciation Experts",
        "Flinders Tax Accountants & Business Advisors",
        "OBP",
        "Palladium Financial Group",
        "SH Tax Accountants Pty Ltd"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMmQzQXhjSGN4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2NEWTRkMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2QzQTNjbkpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRnhlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReE1IWmthR016GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVpHc3hNRFF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJwemNITTJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vNE5qTTNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlpERnROamR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaclozWm5hbUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XdDRkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2VHSnViVGhtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc04yczVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4yZHlZbUptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE0zZDRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkMGJYZGtORE42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aeU1YZG1jVFEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4bWNUSTFlRE0xGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWNEWm5hMjFpGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-accountant-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B5",
      "prompt": "best accountant Perth for property investors",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:06",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "McKinley Plowman Property Accountants",
        "Key Services to Look For"
      ],
      "brands_recommended": [
        "McKinley Plowman Property Accountants",
        "Key Services to Look For"
      ],
      "brand_order": [
        "McKinley Plowman Property Accountants",
        "Key Services to Look For"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mckinleyplowman.com.au/services/property/property-accountants/",
        "https://www.camdenprofessionals.com.au/",
        "https://griffithswa.com.au/property-tax-accountant-perth/",
        "https://www.munros.com.au/property-accounting/",
        "https://www.munros.com.au/property-accounting/tax-planning/",
        "https://kshtax.com.au/property-tax-accountants-perth/",
        "https://www.munros.com.au/"
      ],
      "cited_domains": [
        "mckinleyplowman.com.au",
        "camdenprofessionals.com.au",
        "griffithswa.com.au",
        "munros.com.au",
        "kshtax.com.au"
      ],
      "source_classes": [
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "camdenprofessionals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "griffithswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kshtax.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-accountant-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B5",
      "prompt": "best accountant Perth for property investors",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "Key Services to Look For"
      ],
      "brands_recommended": [
        "Munro's",
        "Key Services to Look For"
      ],
      "brand_order": [
        "Munro's",
        "Key Services to Look For"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mckinleyplowman.com.au/services/property/property-accountants/",
        "https://www.camdenprofessionals.com.au/",
        "https://griffithswa.com.au/property-tax-accountant-perth/",
        "https://www.munros.com.au/property-accounting/",
        "https://www.accountantperthwa.com.au/property-investment-accountant/",
        "https://www.munros.com.au/property-accounting/tax-planning/",
        "https://accountants-south-perth.com/industries/tax-accountants-for-property-investors/",
        "https://www.mckinleyplowman.com.au/services/property/property-capital-gains/"
      ],
      "cited_domains": [
        "mckinleyplowman.com.au",
        "camdenprofessionals.com.au",
        "griffithswa.com.au",
        "munros.com.au",
        "accountantperthwa.com.au",
        "accountants-south-perth.com"
      ],
      "source_classes": [
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "camdenprofessionals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "griffithswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "accountantperthwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "accountants-south-perth.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-accountant-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B5",
      "prompt": "best accountant Perth for property investors",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Camden Professionals - Part of The Investax Group",
        "McKinley Plowman Property Accountants",
        "Griffiths Advisory Price Guide",
        "Munro's",
        "Key Services to Look For"
      ],
      "brands_recommended": [
        "Camden Professionals - Part of The Investax Group",
        "McKinley Plowman Property Accountants",
        "Griffiths Advisory Price Guide",
        "Munro's",
        "Key Services to Look For"
      ],
      "brand_order": [
        "Camden Professionals - Part of The Investax Group",
        "McKinley Plowman Property Accountants",
        "Griffiths Advisory Price Guide",
        "Munro's",
        "Key Services to Look For"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mckinleyplowman.com.au/services/property/property-accountants/",
        "https://www.camdenprofessionals.com.au/",
        "https://griffithswa.com.au/property-tax-accountant-perth/",
        "https://www.munros.com.au/property-accounting/",
        "https://www.munros.com.au/property-accounting/tax-planning/",
        "https://kshtax.com.au/property-tax-accountants-perth/",
        "https://www.mckinleyplowman.com.au/services/property/investment-property-portfolio-review/",
        "https://www.camdenprofessionals.com.au/property-tax-accounting-east-perth/"
      ],
      "cited_domains": [
        "mckinleyplowman.com.au",
        "camdenprofessionals.com.au",
        "griffithswa.com.au",
        "munros.com.au",
        "kshtax.com.au"
      ],
      "source_classes": [
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "camdenprofessionals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "griffithswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kshtax.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-accountant-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B5",
      "prompt": "best accountant Perth for property investors",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Camden Professionals - Part of The Investax Group",
        "Wealth Square Accountants",
        "Munro's",
        "Wealth Square Accountants — Osborne Park"
      ],
      "brands_recommended": [
        "Camden Professionals - Part of The Investax Group",
        "Wealth Square Accountants",
        "Munro's",
        "Wealth Square Accountants — Osborne Park"
      ],
      "brand_order": [
        "Camden Professionals - Part of The Investax Group",
        "Wealth Square Accountants",
        "Munro's",
        "Wealth Square Accountants — Osborne Park"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.camdenprofessionals.com.au/?utm_source=chatgpt.com",
        "https://www.munros.com.au/property-accounting/?utm_source=chatgpt.com",
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://kshtax.com.au/property-tax-accountants-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "camdenprofessionals.com.au",
        "munros.com.au",
        "bestaccountantsaustralia.com.au",
        "kshtax.com.au"
      ],
      "source_classes": [
        {
          "domain": "camdenprofessionals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "kshtax.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-accountant-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B5",
      "prompt": "best accountant Perth for property investors",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Camden Professionals - Part of The Investax Group",
        "Munro's",
        "Westcourt Private Business Accountants",
        "McKinley Plowman Property Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "DPS Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Perth Tax Accounting Co",
        "ITP Accounting Professionals West Perth",
        "Wealth Square Accountants",
        "ISM Tax Accountant Perth WA"
      ],
      "brands_recommended": [
        "Camden Professionals - Part of The Investax Group",
        "Munro's",
        "Westcourt Private Business Accountants",
        "McKinley Plowman Property Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "DPS Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Perth Tax Accounting Co",
        "ITP Accounting Professionals West Perth",
        "Wealth Square Accountants",
        "ISM Tax Accountant Perth WA"
      ],
      "brand_order": [
        "Camden Professionals - Part of The Investax Group",
        "Munro's",
        "Westcourt Private Business Accountants",
        "McKinley Plowman Property Accountants",
        "CapitalQ Business Advisers & Chartered Accountants",
        "DPS Accounting Perth",
        "Perth Mobile Tax and Business Services",
        "Perth Tax Accounting Co",
        "ITP Accounting Professionals West Perth",
        "Wealth Square Accountants",
        "ISM Tax Accountant Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.camdenprofessionals.com.au/best-tax-accountant/?utm_source=chatgpt.com",
        "https://www.camdenprofessionals.com.au/property-tax-accounting/?utm_source=chatgpt.com",
        "https://www.munros.com.au/property-accounting/?utm_source=chatgpt.com",
        "https://www.munros.com.au/property-accounting/tax-planning/?utm_source=chatgpt.com",
        "https://www.munros.com.au/investors-we-help/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "camdenprofessionals.com.au",
        "munros.com.au"
      ],
      "source_classes": [
        {
          "domain": "camdenprofessionals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-accountant-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B5",
      "prompt": "best accountant Perth for property investors",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Camden Professionals - Part of The Investax Group",
        "Nexus Tax & Accounting Solutions",
        "Prouse Family Accountants",
        "Munro's"
      ],
      "brands_recommended": [
        "Camden Professionals - Part of The Investax Group",
        "Nexus Tax & Accounting Solutions",
        "Prouse Family Accountants",
        "Munro's"
      ],
      "brand_order": [
        "Camden Professionals - Part of The Investax Group",
        "Nexus Tax & Accounting Solutions",
        "Prouse Family Accountants",
        "Munro's"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://kshtax.com.au/property-tax-accountants-perth/?utm_source=chatgpt.com",
        "https://stage.prouse.net.au/rental-properties/?utm_source=chatgpt.com",
        "https://www.munros.com.au/property-accounting/?utm_source=chatgpt.com",
        "https://perth-accountants.com/industries/tax-accountants-for-property-investors/?utm_source=chatgpt.com",
        "https://lighthouseaccounting.com.au/accounting/?utm_source=chatgpt.com",
        "https://www.accountantperthwa.com.au/property-investment-accountant/?utm_source=chatgpt.com",
        "https://dkdaccounting.com.au/services?utm_source=chatgpt.com",
        "https://kshtax.com.au/real-estate-accountant/?utm_source=chatgpt.com",
        "https://tidytax.com.au/services/property-accountant/?utm_source=chatgpt.com",
        "https://www.mckinleyplowman.com.au/services/property/investment-property-portfolio-review/?utm_source=chatgpt.com",
        "https://www.kprperth.com.au/buy/investment-buyers/?utm_source=chatgpt.com",
        "https://www.depwest.com.au/accountants/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "kshtax.com.au",
        "stage.prouse.net.au",
        "munros.com.au",
        "perth-accountants.com",
        "lighthouseaccounting.com.au",
        "accountantperthwa.com.au",
        "dkdaccounting.com.au",
        "tidytax.com.au",
        "mckinleyplowman.com.au",
        "kprperth.com.au",
        "depwest.com.au"
      ],
      "source_classes": [
        {
          "domain": "kshtax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stage.prouse.net.au",
          "class": "brand-source"
        },
        {
          "domain": "munros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perth-accountants.com",
          "class": "brand-source"
        },
        {
          "domain": "lighthouseaccounting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "accountantperthwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dkdaccounting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tidytax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kprperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "depwest.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-accountant-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B5",
      "prompt": "best accountant Perth for property investors",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "Noble Tax Group"
      ],
      "brands_recommended": [
        "Munro's",
        "Noble Tax Group"
      ],
      "brand_order": [
        "Munro's",
        "Noble Tax Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mckinleyplowman.com.au/services/property/property-accountants/#:~:text=By%20collaborating%2C%20we%20can%20help%20to%20create,make%20an%20appointment%2C%20contact%20us%20at%20clientcare%40mckinleyplowman.com.au.",
        "https://www.mckinleyplowman.com.au/services/property/property-accountants/#:~:text=The%20McKinley%20Plowman%20team%20advise%20hundreds%20of,clients%20within%20an%20ever-changing%20property%20market%20landscape.",
        "https://www.mckinleyplowman.com.au/services/property/property-accountants/#:~:text=McKinley%20Plowman's%20accountants%20also%20provide%20clients%20with,the%20trust%20our%20clients%20place%20in%20us.",
        "https://www.camdenprofessionals.com.au/#:~:text=Perth's%20leading%20specialist%20property%20tax%20and%20small,is%20focused%20on%20more%20than%20just%20compliance.",
        "https://www.camdenprofessionals.com.au/#:~:text=*%20We%20provide%20Asset%20Protection%20advice%20for%20property%20investors%20and%20small%20business%20owners.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Munro's%20is%20a%20accounting%20practice%20based%20in,structure.%20Fixed-fee.%20Founded.%20Not%20stated.%20Registration.%20TPB-registered.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Munro's%20is%20a%20accounting%20practice%20based%20in,structure.%20Fixed-fee.%20Founded.%20Not%20stated.%20Registration.%20TPB-registered.",
        "https://pnoblegroup.com/#:~:text=The%20best%20value%20for%20money%20accountant%20in,just%20something%20you%20do%20once%20a%20year.",
        "https://pnoblegroup.com/#:~:text=The%20best%20value%20for%20money%20accountant%20in,just%20something%20you%20do%20once%20a%20year.",
        "https://pnoblegroup.com/#:~:text=Who%20We%20Are.%20Noble%20Tax%20Group%20is,practical%2C%20reliable%2C%20and%20easy%20to%20deal%20with."
      ],
      "cited_domains": [
        "mckinleyplowman.com.au",
        "camdenprofessionals.com.au",
        "bestaccountantsaustralia.com.au",
        "pnoblegroup.com"
      ],
      "source_classes": [
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "camdenprofessionals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "pnoblegroup.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-accountant-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B5",
      "prompt": "best accountant Perth for property investors",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Munro's",
        "Griffiths Advisory",
        "TENfold Wealth Accountants",
        "Cooper Partners"
      ],
      "brands_recommended": [
        "Munro's",
        "Griffiths Advisory",
        "TENfold Wealth Accountants",
        "Cooper Partners"
      ],
      "brand_order": [
        "Munro's",
        "Griffiths Advisory",
        "TENfold Wealth Accountants",
        "Cooper Partners"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=gemini#:~:text=Steve%20Hamilton%20Chartered%20Accountant%2C%20in%20Carramar%20(Wanneroo,Best%20for%3A%20Property%20investors%20and%20rental-portfolio%20holders.",
        "https://www.mckinleyplowman.com.au/services/property/property-accountants/?utm_source=gemini#:~:text=Property%20Accountants.%20Our%20Property%20Accountants%20at%20McKinley,clients%20to%20build%20wealth%20through%20property%20investment.",
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=gemini#:~:text=Munro's%20is%20a%20accounting%20practice%20based%20in,structure.%20Fixed-fee.%20Founded.%20Not%20stated.%20Registration.%20TPB-registered.",
        "https://griffithswa.com.au/property-tax-accountant-perth/?utm_source=gemini#:~:text=At%20Griffiths%20Advisory%2C%20we%20specialise%20in%20delivering,property%20owners%2C%20investors%2C%20and%20developers%20in%20Perth.",
        "https://tenfoldwealthaccountants.com.au/property-accountant-perth/?utm_source=gemini#:~:text=Property%20Accountant%20Perth%20-%20TENfold%20Wealth%20Accountants.,%24300%2C000%20RevenueWA%20Land%20Tax%20Threshold%20%26%20Aggregation.",
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=gemini#:~:text=Cooper%20Partners%20(Perth%20CBD)%20is%20a%20-qualified,On%20enquiry.%20Founded.%20Not%20stated.%20Registration.%20TPB-registered.",
        "https://bestaccountantsaustralia.com.au/best/perth/?utm_source=gemini#:~:text=Firm%20website%20%E2%86%92%20(08)%209427%205200%20Verify,registration%20of%20principal%20via%20tpb.gov.au%20public%20register."
      ],
      "cited_domains": [
        "bestaccountantsaustralia.com.au",
        "mckinleyplowman.com.au",
        "griffithswa.com.au",
        "tenfoldwealthaccountants.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "griffithswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tenfoldwealthaccountants.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-accountant-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "accountant-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-accountant-B5",
      "prompt": "best accountant Perth for property investors",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Accountant",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.mckinleyplowman.com.au/services/property/property-accountants/#:~:text=Property%20Accountants.%20Our%20Property%20Accountants%20at%20McKinley,clients%20to%20build%20wealth%20through%20property%20investment.",
        "https://www.mckinleyplowman.com.au/services/property/property-accountants/#:~:text=Our%20investors%20can%20be%20certain%20they%20are,tax%20minimisation%20to%20suit%20an%20individual's%20circumstances.",
        "https://www.camdenprofessionals.com.au/#:~:text=Perth's%20leading%20specialist%20property%20tax%20and%20small,is%20focused%20on%20more%20than%20just%20compliance.",
        "https://www.camdenprofessionals.com.au/#:~:text=*%20We%20provide%20Asset%20Protection%20advice%20for%20property%20investors%20and%20small%20business%20owners.",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Which%20is%20the%20best%20accountant%20in%20Perth%3F,Runners-up%3A%20Cooper%20Partners%20and%20Nexia%20Australia%20(Perth).",
        "https://bestaccountantsaustralia.com.au/best/perth/#:~:text=Munro's%20is%20a%20accounting%20practice%20based%20in,Small%20business%2C%20SMSF%2C%20Property%20investors%2C%20Tax%20planning.",
        "https://griffithswa.com.au/property-tax-accountant-perth/#:~:text=At%20Griffiths%20Advisory%2C%20we%20specialise%20in%20delivering,property%20owners%2C%20investors%2C%20and%20developers%20in%20Perth.",
        "https://griffithswa.com.au/property-tax-accountant-perth/#:~:text=At%20Griffiths%20Advisory%2C%20we%20specialise%20in%20delivering,property%20owners%2C%20investors%2C%20and%20developers%20in%20Perth."
      ],
      "cited_domains": [
        "mckinleyplowman.com.au",
        "camdenprofessionals.com.au",
        "bestaccountantsaustralia.com.au",
        "griffithswa.com.au"
      ],
      "source_classes": [
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "camdenprofessionals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestaccountantsaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "griffithswa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-accountant-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A1",
      "prompt": "best air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Air-Cond Installs WA",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "WestOz Trades",
        "All Degrees Refrigeration & Airconditioning",
        "Apex Refrigeration & Airconditioning",
        "Langler Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air Conditioning Industries WA",
        "The Air Con Dude",
        "Commercial Refrigeration Perth",
        "DACS",
        "Acute Auto Air Conditioning and Heating",
        "Perth Air Repair"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Air-Cond Installs WA",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "WestOz Trades",
        "All Degrees Refrigeration & Airconditioning",
        "Apex Refrigeration & Airconditioning",
        "Langler Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air Conditioning Industries WA",
        "The Air Con Dude",
        "Commercial Refrigeration Perth",
        "DACS",
        "Acute Auto Air Conditioning and Heating",
        "Perth Air Repair"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Air-Cond Installs WA",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "WestOz Trades",
        "All Degrees Refrigeration & Airconditioning",
        "Apex Refrigeration & Airconditioning",
        "Langler Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air Conditioning Industries WA",
        "The Air Con Dude",
        "Commercial Refrigeration Perth",
        "DACS",
        "Acute Auto Air Conditioning and Heating",
        "Perth Air Repair"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNWNEVTFjVGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvelgyWnRaMjB5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoaWJqVnNjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3MlltNWZOV055GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-air_conditioning-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A1",
      "prompt": "best air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "All Degrees Refrigeration & Airconditioning",
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air Conditioning Industries WA",
        "The Air Con Dude",
        "Langler Air",
        "Apex Refrigeration & Airconditioning",
        "Downunder Refrigeration & Air Conditioning",
        "DACS",
        "Pure Electrical & Air",
        "Perth Air Repair",
        "KOOLAZ AIRCONDITIONING"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "All Degrees Refrigeration & Airconditioning",
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air Conditioning Industries WA",
        "The Air Con Dude",
        "Langler Air",
        "Apex Refrigeration & Airconditioning",
        "Downunder Refrigeration & Air Conditioning",
        "DACS",
        "Pure Electrical & Air",
        "Perth Air Repair",
        "KOOLAZ AIRCONDITIONING"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "All Degrees Refrigeration & Airconditioning",
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air Conditioning Industries WA",
        "The Air Con Dude",
        "Langler Air",
        "Apex Refrigeration & Airconditioning",
        "Downunder Refrigeration & Air Conditioning",
        "DACS",
        "Pure Electrical & Air",
        "Perth Air Repair",
        "KOOLAZ AIRCONDITIONING"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://westoztradesairconditioningservices.com.au/",
        "https://airconditioningperth.com.au/",
        "https://www.youtube.com/watch?v=cdFNHUW2A3M",
        "https://www.purelocal.com.au/western-australia/osborne-park/air-conditioning/total-air-conditioning",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNWNEVTFjVGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhObVltSTJOMnQ2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGVUUTBkSE13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3MlltNWZOV055GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeE5HaDRPVzQxGAo"
      ],
      "cited_domains": [
        "westoztradesairconditioningservices.com.au",
        "airconditioningperth.com.au",
        "youtube.com",
        "purelocal.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "westoztradesairconditioningservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        },
        {
          "domain": "purelocal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-air_conditioning-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A1",
      "prompt": "best air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Perth City Air",
        "BMS Air Conditioning",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "DACS",
        "All Degrees Refrigeration & Airconditioning",
        "Alby Electrical & Air",
        "Zen Cooling",
        "WA Air Group",
        "WestOz Trades",
        "The Air Con Dude",
        "Commercial Refrigeration Perth",
        "Langler Air",
        "All Skills Evaporative",
        "Apex Refrigeration & Airconditioning"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Perth City Air",
        "BMS Air Conditioning",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "DACS",
        "All Degrees Refrigeration & Airconditioning",
        "Alby Electrical & Air",
        "Zen Cooling",
        "WA Air Group",
        "WestOz Trades",
        "The Air Con Dude",
        "Commercial Refrigeration Perth",
        "Langler Air",
        "All Skills Evaporative",
        "Apex Refrigeration & Airconditioning"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Perth City Air",
        "BMS Air Conditioning",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "DACS",
        "All Degrees Refrigeration & Airconditioning",
        "Alby Electrical & Air",
        "Zen Cooling",
        "WA Air Group",
        "WestOz Trades",
        "The Air Con Dude",
        "Commercial Refrigeration Perth",
        "Langler Air",
        "All Skills Evaporative",
        "Apex Refrigeration & Airconditioning"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthcityair.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2RHUTFlR1p5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGN6TmZabTQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxemRtUmtYMkl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvelgyWnRaMjB5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZMmVXdGlhbXMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo"
      ],
      "cited_domains": [
        "perthcityair.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "perthcityair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-air_conditioning-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A1",
      "prompt": "best air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:06",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-air_conditioning-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A1",
      "prompt": "best air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-air_conditioning-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A1",
      "prompt": "best air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Ford & Doonan Air Conditioning West Perth",
        "Jeff Mouritz",
        "Airforce Airconditioning"
      ],
      "brands_recommended": [
        "Ford & Doonan Air Conditioning West Perth",
        "Jeff Mouritz",
        "Airforce Airconditioning"
      ],
      "brand_order": [
        "Ford & Doonan Air Conditioning West Perth",
        "Jeff Mouritz",
        "Airforce Airconditioning"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://mouritz.com.au/air-conditioning-installation-perth/",
        "https://airconditioningperth.com.au/",
        "https://mouritz.com.au/reverse-cycle-split-system-air-conditioner-perth/",
        "https://ambienceair.com/",
        "https://www.fordanddoonan.com.au/",
        "https://www.airforceairconditioning.com.au/"
      ],
      "cited_domains": [
        "mouritz.com.au",
        "airconditioningperth.com.au",
        "ambienceair.com",
        "fordanddoonan.com.au",
        "airforceairconditioning.com.au"
      ],
      "source_classes": [
        {
          "domain": "mouritz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        },
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airforceairconditioning.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-air_conditioning-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A1",
      "prompt": "best air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "WestOz Trades",
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Perth City Air",
        "Sharp Air-conditioning and Refrigeration"
      ],
      "brands_recommended": [
        "WestOz Trades",
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Perth City Air",
        "Sharp Air-conditioning and Refrigeration"
      ],
      "brand_order": [
        "WestOz Trades",
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Perth City Air",
        "Sharp Air-conditioning and Refrigeration"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/air-conditioning?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/aircon-installation/?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/split-system/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "homedone.com.au",
        "perthairguide.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-air_conditioning-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A1",
      "prompt": "best air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Style Air",
        "Perth Air Guide",
        "Ducted air conditioning",
        "Air Con WA",
        "Air cool care Perth",
        "Complete Air Systems",
        "BMS Air Conditioning",
        "Airconditioning Wholesale",
        "Air Conditioning Headquarters"
      ],
      "brands_recommended": [
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Style Air",
        "Perth Air Guide",
        "Ducted air conditioning",
        "Air Con WA",
        "Air cool care Perth",
        "Complete Air Systems",
        "BMS Air Conditioning",
        "Airconditioning Wholesale",
        "Air Conditioning Headquarters"
      ],
      "brand_order": [
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Style Air",
        "Perth Air Guide",
        "Ducted air conditioning",
        "Air Con WA",
        "Air cool care Perth",
        "Complete Air Systems",
        "BMS Air Conditioning",
        "Airconditioning Wholesale",
        "Air Conditioning Headquarters"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/aircon-installation/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "perthairguide.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-air_conditioning-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A1",
      "prompt": "best air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Air Conditioning Industries WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air Conditioning Headquarters"
      ],
      "brands_recommended": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Air Conditioning Industries WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air Conditioning Headquarters"
      ],
      "brand_order": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Air Conditioning Industries WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air Conditioning Headquarters"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.aircondinstallswa.com.au/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/split_systemair_conditioning/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ducted_air_conditioning/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/split_systemair_conditioning/wa?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/wa/perth?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/air-conditioning-contractor/?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/aircon-installation/?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/split-system/?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/air-conditioning?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/air-conditioning-heating-services/l/western-australia_au?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "aircondinstallswa.com.au",
        "starworks.com.au",
        "hipages.com.au",
        "perthairguide.com.au",
        "homedone.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-air_conditioning-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A1",
      "prompt": "best air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Celsius Air",
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Coogle Air"
      ],
      "brands_recommended": [
        "Celsius Air",
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Coogle Air"
      ],
      "brand_order": [
        "Celsius Air",
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Coogle Air"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.celsiusair.com.au/#:~:text=And%20because%20of%20this%20we're%20so%20confident,be%20there%20to%20fix%20it%20for%20you.",
        "https://www.celsiusair.com.au/#:~:text=We%20like%20to%20keep%20things%20transparent%20and,Locals%20Choose%20Celsius%20Air%20*%20Benefit%20one.",
        "https://airconditioningperth.com.au/#:~:text=Is%20your%20air%20conditioning%20system%20not%20cooling,We%20understand%20that%20AC%20issues%20can't%20wait.",
        "https://airconditioningperth.com.au/#:~:text=At%20Total%20Air%20Conditioning%2C%20your%20comfort%20is,conditioners%20across%20Perth%20and%20the%20surrounding%20suburbs.",
        "https://airconditioningperth.com.au/#:~:text=The%20service%20guy%20from%20Total%20Air%20was,a%20whole%20home%20or%20a%20single%20room.",
        "https://www.aircondinstallswa.com.au/testimonials/#:~:text=Glenn%20and%20his%20team%20were%20friendly%2C%20efficient,Thanks%20again!%20Sara%20D.%20a%20day%20ago.",
        "https://www.aircondinstallswa.com.au/testimonials/#:~:text=The%20AC%20installation%20was%20fast%2C%20professional%20and,Highly%20recommend!%20Claire%20Woolley.%20a%20day%20ago.",
        "https://servicetasker.com.au/find/air-conditioning/wa/perth#:~:text=Good%20experience%20overall.%20I%20went%20with%20Coogle,Good%20workmanship%20and%20excellent%20after-sales%20service!%20Wou"
      ],
      "cited_domains": [
        "celsiusair.com.au",
        "airconditioningperth.com.au",
        "aircondinstallswa.com.au",
        "servicetasker.com.au"
      ],
      "source_classes": [
        {
          "domain": "celsiusair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "servicetasker.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-air_conditioning-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A1",
      "prompt": "best air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Complete Air Systems",
        "Ambience Air",
        "TOTAL AIR CONDITIONING PERTH",
        "Celsius Air",
        "Langler Air"
      ],
      "brands_recommended": [
        "Complete Air Systems",
        "Ambience Air",
        "TOTAL AIR CONDITIONING PERTH",
        "Celsius Air",
        "Langler Air"
      ],
      "brand_order": [
        "Complete Air Systems",
        "Ambience Air",
        "TOTAL AIR CONDITIONING PERTH",
        "Celsius Air",
        "Langler Air"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://completeairsystems.com.au/#:~:text=Complete%20Air%20Systems%20%7C%20Air%20Conditioning%20%26,choice%20for%20premium%20quality%20air%20conditioning%20services.",
        "https://ambienceair.com/#:~:text=Thanks%20to%20our%20company%20ethos%20and%20hardworking,systems.%20*%20Energy%20efficient%20products%20and%20components.",
        "https://airconditioningperth.com.au/#:~:text=At%20Total%20Air%20Conditioning%20Perth%2C%20we%20provide,We%20understand%20that%20AC%20issues%20can't%20wait.",
        "https://airconditioningperth.com.au/#:~:text=*%20Fujitsu%20General%20Authorised%20Dealers.%20*%20LG,%2F%20Seeley%20Dealers.%20*%20Daikin%20Split%20Systems.",
        "https://www.celsiusair.com.au/",
        "https://langlerair.com.au/#:~:text=Reliable%20Residential%20Air%20Conditioning%20Solutions%20in%20Perth.,conditioning%20systems%20for%20residential%20and%20commercial%20properties."
      ],
      "cited_domains": [
        "completeairsystems.com.au",
        "ambienceair.com",
        "airconditioningperth.com.au",
        "celsiusair.com.au",
        "langlerair.com.au"
      ],
      "source_classes": [
        {
          "domain": "completeairsystems.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        },
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "celsiusair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "langlerair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-air_conditioning-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A1",
      "prompt": "best air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.fordanddoonan.com.au/#:~:text=Finance%20Options%20%E2%80%BA%20Virtual%20showroom%20%E2%80%BA%20A,that%20suit%20their%20home%2C%20budget%20and%20lifestyle.",
        "https://needhamair.com.au/#:~:text=Needham%20Air%20is%20Perth's%20premier%20specialist%20in,performance%20required%20for%20luxury%20Western%20Australian%20residences.",
        "https://stinsonair.com.au/air-conditioning/",
        "https://ambienceair.com/"
      ],
      "cited_domains": [
        "fordanddoonan.com.au",
        "needhamair.com.au",
        "stinsonair.com.au",
        "ambienceair.com"
      ],
      "source_classes": [
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "needhamair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stinsonair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-air_conditioning-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A2",
      "prompt": "top air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Air-Cond Installs WA",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "WestOz Trades",
        "KOOLAZ AIRCONDITIONING",
        "All Degrees Refrigeration & Airconditioning",
        "Apex Refrigeration & Airconditioning",
        "Langler Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "The Air Con Dude",
        "Air Conditioning Industries WA",
        "Commercial Refrigeration Perth",
        "DACS",
        "Zen Cooling"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Air-Cond Installs WA",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "WestOz Trades",
        "KOOLAZ AIRCONDITIONING",
        "All Degrees Refrigeration & Airconditioning",
        "Apex Refrigeration & Airconditioning",
        "Langler Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "The Air Con Dude",
        "Air Conditioning Industries WA",
        "Commercial Refrigeration Perth",
        "DACS",
        "Zen Cooling"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Air-Cond Installs WA",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "WestOz Trades",
        "KOOLAZ AIRCONDITIONING",
        "All Degrees Refrigeration & Airconditioning",
        "Apex Refrigeration & Airconditioning",
        "Langler Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "The Air Con Dude",
        "Air Conditioning Industries WA",
        "Commercial Refrigeration Perth",
        "DACS",
        "Zen Cooling"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeE5HaDRPVzQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNWNEVTFjVGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvelgyWnRaMjB5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGN6TmZabTQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-air_conditioning-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A2",
      "prompt": "top air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Leading Air",
        "Air-Cond Installs WA",
        "Style Air",
        "Sharp Air-conditioning and Refrigeration",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "All Degrees Refrigeration & Airconditioning",
        "DACS",
        "WestOz Trades",
        "The Air Con Dude",
        "Langler Air",
        "Apex Refrigeration & Airconditioning",
        "Evap Specialists",
        "Air Conditioning Industries WA",
        "Purify Air Con Cleaning",
        "Downunder Refrigeration & Air Conditioning",
        "WA Air Group",
        "Ford & Doonan Air Conditioning West Perth",
        "All Skills Evaporative",
        "Perth Air Repair",
        "Ford & Doonan Air Conditioning Osborne Park",
        "Airconditioning Wholesale"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Leading Air",
        "Air-Cond Installs WA",
        "Style Air",
        "Sharp Air-conditioning and Refrigeration",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "All Degrees Refrigeration & Airconditioning",
        "DACS",
        "WestOz Trades",
        "The Air Con Dude",
        "Langler Air",
        "Apex Refrigeration & Airconditioning",
        "Evap Specialists",
        "Air Conditioning Industries WA",
        "Purify Air Con Cleaning",
        "Downunder Refrigeration & Air Conditioning",
        "WA Air Group",
        "Ford & Doonan Air Conditioning West Perth",
        "All Skills Evaporative",
        "Perth Air Repair",
        "Ford & Doonan Air Conditioning Osborne Park",
        "Airconditioning Wholesale"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Leading Air",
        "Air-Cond Installs WA",
        "Style Air",
        "Sharp Air-conditioning and Refrigeration",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "All Degrees Refrigeration & Airconditioning",
        "DACS",
        "WestOz Trades",
        "The Air Con Dude",
        "Langler Air",
        "Apex Refrigeration & Airconditioning",
        "Evap Specialists",
        "Air Conditioning Industries WA",
        "Purify Air Con Cleaning",
        "Downunder Refrigeration & Air Conditioning",
        "WA Air Group",
        "Ford & Doonan Air Conditioning West Perth",
        "All Skills Evaporative",
        "Perth Air Repair",
        "Ford & Doonan Air Conditioning Osborne Park",
        "Airconditioning Wholesale"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vMk5tSXljURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNWNEVTFjVGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxM2NXbzFNelIyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhObVltSTJOMnQ2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxemRtUmtYMkl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW01eFoyNWpOakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZMmVXdGlhbXMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3MlltNWZOV055GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXhhdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4M05uZHVjVGsxGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-air_conditioning-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A2",
      "prompt": "top air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Perth City Air",
        "BMS Air Conditioning",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "DACS",
        "All Degrees Refrigeration & Airconditioning",
        "Alby Electrical & Air",
        "Zen Cooling",
        "WA Air Group",
        "WestOz Trades",
        "The Air Con Dude",
        "Commercial Refrigeration Perth",
        "Langler Air",
        "All Skills Evaporative",
        "Apex Refrigeration & Airconditioning"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Perth City Air",
        "BMS Air Conditioning",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "DACS",
        "All Degrees Refrigeration & Airconditioning",
        "Alby Electrical & Air",
        "Zen Cooling",
        "WA Air Group",
        "WestOz Trades",
        "The Air Con Dude",
        "Commercial Refrigeration Perth",
        "Langler Air",
        "All Skills Evaporative",
        "Apex Refrigeration & Airconditioning"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Perth City Air",
        "BMS Air Conditioning",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "DACS",
        "All Degrees Refrigeration & Airconditioning",
        "Alby Electrical & Air",
        "Zen Cooling",
        "WA Air Group",
        "WestOz Trades",
        "The Air Con Dude",
        "Commercial Refrigeration Perth",
        "Langler Air",
        "All Skills Evaporative",
        "Apex Refrigeration & Airconditioning"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2RHUTFlR1p5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGN6TmZabTQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxemRtUmtYMkl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvelgyWnRaMjB5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZMmVXdGlhbXMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-air_conditioning-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A2",
      "prompt": "top air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:06",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-air_conditioning-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A2",
      "prompt": "top air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-air_conditioning-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A2",
      "prompt": "top air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://airconditioningperth.com.au/",
        "https://ambienceair.com/",
        "https://www.perthcityair.com.au/",
        "https://www.airforceairconditioning.com.au/",
        "https://mouritz.com.au/reverse-cycle-split-system-air-conditioner-perth/",
        "https://mouritz.com.au/ducted-air-conditioning-perth/"
      ],
      "cited_domains": [
        "airconditioningperth.com.au",
        "ambienceair.com",
        "perthcityair.com.au",
        "airforceairconditioning.com.au",
        "mouritz.com.au"
      ],
      "source_classes": [
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        },
        {
          "domain": "perthcityair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airforceairconditioning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mouritz.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-air_conditioning-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A2",
      "prompt": "top air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Air Conditioning Industries WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Sharp Air-conditioning and Refrigeration",
        "Perth City Air"
      ],
      "brands_recommended": [
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Air Conditioning Industries WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Sharp Air-conditioning and Refrigeration",
        "Perth City Air"
      ],
      "brand_order": [
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Air Conditioning Industries WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Sharp Air-conditioning and Refrigeration",
        "Perth City Air"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/aircon-installation/?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/air-conditioning?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/wa?utm_source=chatgpt.com",
        "https://hipages.com.au/find/split_systemair_conditioning/wa/perth?utm_source=chatgpt.com",
        "https://www.service.com.au/find/air-conditioning-installations/perth-wa?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/air-conditioning-and-heating?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/air-conditioning-heating-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/air-conditioning-contractor/?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-air-conditioning-perth-cbd/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "perthairguide.com.au",
        "homedone.com.au",
        "hipages.com.au",
        "service.com.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "bluecollarbusiness.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-air_conditioning-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A2",
      "prompt": "top air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "WestOz Trades",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Sharp Air-conditioning and Refrigeration",
        "TOTAL AIR CONDITIONING PERTH"
      ],
      "brands_recommended": [
        "WestOz Trades",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Sharp Air-conditioning and Refrigeration",
        "TOTAL AIR CONDITIONING PERTH"
      ],
      "brand_order": [
        "WestOz Trades",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Sharp Air-conditioning and Refrigeration",
        "TOTAL AIR CONDITIONING PERTH"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/air-conditioning-and-heating?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/aircon-installation/?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/air-conditioning?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "perthairguide.com.au",
        "homedone.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-air_conditioning-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A2",
      "prompt": "top air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "WestOz Trades",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Sharp Air-conditioning and Refrigeration",
        "TOTAL AIR CONDITIONING PERTH"
      ],
      "brands_recommended": [
        "WestOz Trades",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Sharp Air-conditioning and Refrigeration",
        "TOTAL AIR CONDITIONING PERTH"
      ],
      "brand_order": [
        "WestOz Trades",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Sharp Air-conditioning and Refrigeration",
        "TOTAL AIR CONDITIONING PERTH"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/air-conditioning?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/wa?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/split_systemair_conditioning/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/air-conditioning-and-heating?utm_source=chatgpt.com",
        "https://www.service.com.au/find/air-conditioning-installations/perth-wa?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/air-conditioning-heating-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/air-conditioning-contractor/?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-air-conditioning-perth-cbd/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "perthairguide.com.au",
        "homedone.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "service.com.au",
        "productreview.com.au",
        "bluecollarbusiness.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-air_conditioning-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A2",
      "prompt": "top air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Ambience Air",
        "TOTAL AIR CONDITIONING PERTH",
        "Stinson Air & Solar"
      ],
      "brands_recommended": [
        "Ambience Air",
        "TOTAL AIR CONDITIONING PERTH",
        "Stinson Air & Solar"
      ],
      "brand_order": [
        "Ambience Air",
        "TOTAL AIR CONDITIONING PERTH",
        "Stinson Air & Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://airconditioningperth.com.au/#:~:text=The%20service%20guy%20from%20Total%20Air%20was,a%20whole%20home%20or%20a%20single%20room.",
        "https://ambienceair.com/#:~:text=Ambience%20Air%20has%20been%20delivering%20high-quality%20heating,winning%20Perth%20air%20conditioning%20and%20heating%20specialists.",
        "https://ambienceair.com/#:~:text=Our%20components%20include%20advantageair%20heating%20and%20cooling%2C,air%20conditioning%20specialists%20local%20to%20the%20area.",
        "https://airconditioningperth.com.au/#:~:text=Air%20Conditioning%20Perth%20-%20Supply%20%26%20Installs,Evaporative%20cooling.%20*%20Commercial%20air%20conditioning%20systems.",
        "https://airconditioningperth.com.au/#:~:text=Call%20(08)%209443%201288%20anytime%2C%2024%2F7%2C%20for,your%20air%20conditioner%20running%20at%20top%20performance.",
        "https://www.productreview.com.au/c/air-conditioning-heating-services/l/western-australia_au#:~:text=Mouritz%20*%20Product%20Types%20ServicedDucted%20Gas%20Heating%2C,Split%20Systems.%20*%20Services%20OfferedInstallation%20and%20Repairs.",
        "https://www.productreview.com.au/c/air-conditioning-heating-services/l/western-australia_au#:~:text=Stinson%20Air%20%26%20Solar%20*%20Product%20Types,Systems.%20*%20Services%20OfferedCleaning%2C%20Installation%20and%20Repairs.",
        "https://ambienceair.com/#:~:text=%E2%80%A2%20Ducting%20Components.%20When%20you%20are%20looking,greater%20Perth%20metropolitan%20area%20and%20southwest%20region."
      ],
      "cited_domains": [
        "airconditioningperth.com.au",
        "ambienceair.com",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-air_conditioning-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A2",
      "prompt": "top air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Complete Air Systemscompleteairsystems.com.au"
      ],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://stinsonair.com.au/air-conditioning/ducted-air-conditioning/?utm_source=gemini#:~:text=By%20choosing%20Stinson%20Air%20%26%20Solar%20as,us%20as%20their%20preferred%20air%20conditioning%20supplier.",
        "https://stinsonair.com.au/air-conditioning/ducted-air-conditioning/?utm_source=gemini#:~:text=Stinson%20Air%20%26%20Solar%20will%20ensure%20you,Get%20a%20quote.%20Ducted%20Refrigerated%20Air%20Conditioning.",
        "https://stinsonair.com.au/air-conditioning/ducted-air-conditioning/?utm_source=gemini#:~:text=By%20choosing%20Stinson%20Air%20%26%20Solar%20as,us%20as%20their%20preferred%20air%20conditioning%20supplier.",
        "https://stinsonair.com.au/air-conditioning/ducted-air-conditioning/?utm_source=gemini#:~:text=Ducted%20reverse%20cycle%20costs%20more%20to%20install,%243.50%20for%20the%20whole%20home%20in%20summer.",
        "https://www.fordanddoonan.com.au/ducted-air-conditioning-perth/?utm_source=gemini",
        "https://ambienceair.com/?utm_source=gemini#:~:text=At%20Ambience%20Air%2C%20we%20offer%20expertise%20in,new%20builds%2C%20existing%20homes%20and%20commercial%20properties.",
        "https://ambienceair.com/?utm_source=gemini#:~:text=Enjoy%20year-round%20comfort%20with%20Ambience%20Air%2C%20multi-award,service%2C%20innovative%20solutions%20and%20exceptional%20product%20quality.",
        "https://ambienceair.com/?utm_source=gemini#:~:text=Our%20components%20include%20advantageair%20heating%20and%20cooling%2C,air%20conditioning%20specialists%20local%20to%20the%20area.",
        "https://airconditioningperth.com.au/?utm_source=gemini#:~:text=At%20Total%20Air%20Conditioning%2C%20your%20comfort%20is,conditioners%20across%20Perth%20and%20the%20surrounding%20suburbs.",
        "https://airconditioningperth.com.au/?utm_source=gemini#:~:text=We're%20here%20for%20you!%20Call%20us%2024%2F7,ARCtick%20Business%20Licence%3A%20AU48910.%20NAVIGATION.%20Home.%20SERVICES.",
        "https://airconditioningperth.com.au/?utm_source=gemini#:~:text=With%20more%20than%2020%20years%20of%20experience%2C,as%20well%20as%20businesses%20and%20commercial%20properties.",
        "https://completeairsystems.com.au/?utm_source=gemini",
        "https://completeairsystems.com.au/?utm_source=gemini#:~:text=As%20our%20name%20suggests%2C%20we%20offer%20a,fully%20qualified%20and%20work%20under%20OHS%20regulations."
      ],
      "cited_domains": [
        "stinsonair.com.au",
        "fordanddoonan.com.au",
        "ambienceair.com",
        "airconditioningperth.com.au",
        "completeairsystems.com.au"
      ],
      "source_classes": [
        {
          "domain": "stinsonair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        },
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "completeairsystems.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-air_conditioning-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A2",
      "prompt": "top air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://airconditioningperth.com.au/#:~:text=We%20are%20here%20to%20help%20with%20all,conditioners%20across%20Perth%20and%20the%20surrounding%20suburbs.",
        "https://www.fordanddoonan.com.au/#:~:text=Finance%20Options%20%E2%80%BA%20Virtual%20showroom%20%E2%80%BA%20A,that%20suit%20their%20home%2C%20budget%20and%20lifestyle.",
        "https://www.fordanddoonan.com.au/#:~:text=Finance%20Options%20%E2%80%BA%20Virtual%20showroom%20%E2%80%BA%20A,that%20suit%20their%20home%2C%20budget%20and%20lifestyle.",
        "https://www.celsiusair.com.au/#:~:text=for%20the%20best%20energy%20saving%20solution.%20Split,bills%2C%20repairs%20or%20replacements%20down%20the%20track.",
        "https://www.celsiusair.com.au/#:~:text=That's%20why%20we%20offer%20a%20Complimentary%20Cooling,give%20us%20the%20job.%20*%20Benefit%20Two.",
        "https://airconditioningperth.com.au/#:~:text=At%20Total%20Air%20Conditioning%20Perth%2C%20we%20provide,We%20understand%20that%20AC%20issues%20can't%20wait.",
        "https://airconditioningperth.com.au/#:~:text=Call%20(08)%209443%201288%20anytime%2C%2024%2F7%2C%20for,your%20air%20conditioner%20running%20at%20top%20performance."
      ],
      "cited_domains": [
        "airconditioningperth.com.au",
        "fordanddoonan.com.au",
        "celsiusair.com.au"
      ],
      "source_classes": [
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "celsiusair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-air_conditioning-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A3",
      "prompt": "recommended air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Ducted air conditioning",
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Zen Cooling",
        "Langler Air",
        "BMS Air Conditioning",
        "All Skills Evaporative",
        "Evap Specialists",
        "The Air Con Dude",
        "DACS",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Everest",
        "WestOz Trades",
        "Complete Air Systems",
        "Sharp Air-conditioning and Refrigeration",
        "Ford & Doonan Air Conditioning Osborne Park",
        "All Degrees Refrigeration & Airconditioning",
        "Leading Air",
        "Local Electrical and Air Conditioning Specialist",
        "Apex Refrigeration & Airconditioning"
      ],
      "brands_recommended": [
        "Ducted air conditioning",
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Zen Cooling",
        "Langler Air",
        "BMS Air Conditioning",
        "All Skills Evaporative",
        "Evap Specialists",
        "The Air Con Dude",
        "DACS",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Everest",
        "WestOz Trades",
        "Complete Air Systems",
        "Sharp Air-conditioning and Refrigeration",
        "Ford & Doonan Air Conditioning Osborne Park",
        "All Degrees Refrigeration & Airconditioning",
        "Leading Air",
        "Local Electrical and Air Conditioning Specialist",
        "Apex Refrigeration & Airconditioning"
      ],
      "brand_order": [
        "Ducted air conditioning",
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Zen Cooling",
        "Langler Air",
        "BMS Air Conditioning",
        "All Skills Evaporative",
        "Evap Specialists",
        "The Air Con Dude",
        "DACS",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Everest",
        "WestOz Trades",
        "Complete Air Systems",
        "Sharp Air-conditioning and Refrigeration",
        "Ford & Doonan Air Conditioning Osborne Park",
        "All Degrees Refrigeration & Airconditioning",
        "Leading Air",
        "Local Electrical and Air Conditioning Specialist",
        "Apex Refrigeration & Airconditioning"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthcityair.com.au/",
        "https://hipages.com.au/find/air_conditioning_installation/wa/perth",
        "https://www.reddit.com/r/perth/comments/1ph533y/who_in_perth_provides_the_best_quality_reliable/",
        "https://www.reddit.com/r/perth/comments/yxjork/air_conditioning_supply_and_install/",
        "https://www.reddit.com/r/perth/comments/17gmrwo/multi_split_airconditioning_companies/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwb1p6Z3piWFo0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGN6TmZabTQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZMmVXdGlhbXMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vMk5tSXljURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeE16RXpiVGx6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1NNGJISnVjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXhhdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsNmVIQXdabWMzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo"
      ],
      "cited_domains": [
        "perthcityair.com.au",
        "hipages.com.au",
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "perthcityair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-air_conditioning-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A3",
      "prompt": "recommended air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "All Degrees Refrigeration & Airconditioning",
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air Conditioning Industries WA",
        "Langler Air",
        "The Air Con Dude",
        "Apex Refrigeration & Airconditioning",
        "Downunder Refrigeration & Air Conditioning",
        "DACS",
        "Perth Air Repair",
        "Evap Specialists",
        "Complete Air Systems"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "All Degrees Refrigeration & Airconditioning",
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air Conditioning Industries WA",
        "Langler Air",
        "The Air Con Dude",
        "Apex Refrigeration & Airconditioning",
        "Downunder Refrigeration & Air Conditioning",
        "DACS",
        "Perth Air Repair",
        "Evap Specialists",
        "Complete Air Systems"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "All Degrees Refrigeration & Airconditioning",
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air Conditioning Industries WA",
        "Langler Air",
        "The Air Con Dude",
        "Apex Refrigeration & Airconditioning",
        "Downunder Refrigeration & Air Conditioning",
        "DACS",
        "Perth Air Repair",
        "Evap Specialists",
        "Complete Air Systems"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNWNEVTFjVGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhObVltSTJOMnQ2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3MlltNWZOV055GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vMk5tSXljURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1NNGJISnVjZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-air_conditioning-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A3",
      "prompt": "recommended air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Air-Cond Installs WA",
        "BMS Air Conditioning",
        "Sharp Air-conditioning and Refrigeration",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Leading Air",
        "WestOz Trades",
        "Style Air",
        "Langler Air",
        "DACS",
        "Ducted air conditioning",
        "Zen Cooling",
        "Commercial Refrigeration Perth",
        "Response Electricians",
        "All Degrees Refrigeration & Airconditioning",
        "Air Conditioning Industries WA",
        "The Air Con Dude",
        "Ford & Doonan Air Conditioning Osborne Park",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Perth Air Repair",
        "Ford & Doonan Air Conditioning West Perth",
        "Apex Refrigeration & Airconditioning"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Air-Cond Installs WA",
        "BMS Air Conditioning",
        "Sharp Air-conditioning and Refrigeration",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Leading Air",
        "WestOz Trades",
        "Style Air",
        "Langler Air",
        "DACS",
        "Ducted air conditioning",
        "Zen Cooling",
        "Commercial Refrigeration Perth",
        "Response Electricians",
        "All Degrees Refrigeration & Airconditioning",
        "Air Conditioning Industries WA",
        "The Air Con Dude",
        "Ford & Doonan Air Conditioning Osborne Park",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Perth Air Repair",
        "Ford & Doonan Air Conditioning West Perth",
        "Apex Refrigeration & Airconditioning"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Air-Cond Installs WA",
        "BMS Air Conditioning",
        "Sharp Air-conditioning and Refrigeration",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Leading Air",
        "WestOz Trades",
        "Style Air",
        "Langler Air",
        "DACS",
        "Ducted air conditioning",
        "Zen Cooling",
        "Commercial Refrigeration Perth",
        "Response Electricians",
        "All Degrees Refrigeration & Airconditioning",
        "Air Conditioning Industries WA",
        "The Air Con Dude",
        "Ford & Doonan Air Conditioning Osborne Park",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Perth Air Repair",
        "Ford & Doonan Air Conditioning West Perth",
        "Apex Refrigeration & Airconditioning"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwb1p6Z3piWFo0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGN6TmZabTQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvelgyWnRaMjB5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSemREUjZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNWNEVTFjVGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXhhdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3MlltNWZOV055GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW01eFoyNWpOakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-air_conditioning-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A3",
      "prompt": "recommended air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:06",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Ford & Doonan Air Conditioning West Perth"
      ],
      "brands_recommended": [
        "Ford & Doonan Air Conditioning West Perth"
      ],
      "brand_order": [
        "Ford & Doonan Air Conditioning West Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1fqgrnt/recommendation_for_air_con_installation/",
        "https://www.fordanddoonan.com.au/",
        "https://ambienceair.com/",
        "https://www.perthcityair.com.au/",
        "https://stinsonair.com.au/air-conditioning/"
      ],
      "cited_domains": [
        "reddit.com",
        "fordanddoonan.com.au",
        "ambienceair.com",
        "perthcityair.com.au",
        "stinsonair.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        },
        {
          "domain": "perthcityair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stinsonair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-air_conditioning-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A3",
      "prompt": "recommended air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-air_conditioning-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A3",
      "prompt": "recommended air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-air_conditioning-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A3",
      "prompt": "recommended air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Perth City Air",
        "Style Air",
        "Perth Air Guide",
        "Ducted air conditioning",
        "Ambience Air Conditioning Perth",
        "Commercial Refrigeration Perth",
        "Air Conditioning Headquarters",
        "Airforce Airconditioning & Solar",
        "Coogle Air",
        "Global Cool Air ️ ️"
      ],
      "brands_recommended": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Perth City Air",
        "Style Air",
        "Perth Air Guide",
        "Ducted air conditioning",
        "Ambience Air Conditioning Perth",
        "Commercial Refrigeration Perth",
        "Air Conditioning Headquarters",
        "Airforce Airconditioning & Solar",
        "Coogle Air",
        "Global Cool Air ️ ️"
      ],
      "brand_order": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Perth City Air",
        "Style Air",
        "Perth Air Guide",
        "Ducted air conditioning",
        "Ambience Air Conditioning Perth",
        "Commercial Refrigeration Perth",
        "Air Conditioning Headquarters",
        "Airforce Airconditioning & Solar",
        "Coogle Air",
        "Global Cool Air ️ ️"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthairguide.com.au/category/aircon-installation/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthairguide.com.au",
        "starworks.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-air_conditioning-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A3",
      "prompt": "recommended air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth City Air",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "TOTAL AIR CONDITIONING PERTH",
        "Langler Air",
        "Zen Cooling",
        "Perth Air Guide",
        "Complete Air Systems",
        "Air Conditioning Headquarters",
        "Airforce Airconditioning & Solar",
        "Perth Air Conditioning",
        "Ducted air conditioning",
        "Coogle Air",
        "Global Cool Air ️ ️",
        "Airconditioning Wholesale"
      ],
      "brands_recommended": [
        "Perth City Air",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "TOTAL AIR CONDITIONING PERTH",
        "Langler Air",
        "Zen Cooling",
        "Perth Air Guide",
        "Complete Air Systems",
        "Air Conditioning Headquarters",
        "Airforce Airconditioning & Solar",
        "Perth Air Conditioning",
        "Ducted air conditioning",
        "Coogle Air",
        "Global Cool Air ️ ️",
        "Airconditioning Wholesale"
      ],
      "brand_order": [
        "Perth City Air",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "TOTAL AIR CONDITIONING PERTH",
        "Langler Air",
        "Zen Cooling",
        "Perth Air Guide",
        "Complete Air Systems",
        "Air Conditioning Headquarters",
        "Airforce Airconditioning & Solar",
        "Perth Air Conditioning",
        "Ducted air conditioning",
        "Coogle Air",
        "Global Cool Air ️ ️",
        "Airconditioning Wholesale"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthairguide.com.au/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/wa/perth?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/air-conditioning?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthairguide.com.au",
        "starworks.com.au",
        "hipages.com.au",
        "homedone.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-air_conditioning-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A3",
      "prompt": "recommended air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Air-Cond Installs WA",
        "WestOz Trades",
        "TOTAL AIR CONDITIONING PERTH",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Airconditioning Industries WA"
      ],
      "brands_recommended": [
        "Air-Cond Installs WA",
        "WestOz Trades",
        "TOTAL AIR CONDITIONING PERTH",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Airconditioning Industries WA"
      ],
      "brand_order": [
        "Air-Cond Installs WA",
        "WestOz Trades",
        "TOTAL AIR CONDITIONING PERTH",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Airconditioning Industries WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.aircondinstallswa.com.au/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/split_systemair_conditioning/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/wa?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ducted_air_conditioning/wa/perth?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/air-conditioning?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/air-conditioning-contractor/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/air-conditioning-heating-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/air-conditioning-heating-services?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/air-conditioning-and-heating?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "aircondinstallswa.com.au",
        "starworks.com.au",
        "hipages.com.au",
        "homedone.com.au",
        "perthairguide.com.au",
        "productreview.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-air_conditioning-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A3",
      "prompt": "recommended air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Crispair Air Conditioningthreebestrated.com.au",
        "Total Air Conditioning Perththreebestrated.com.au"
      ],
      "brands_recommended": [
        "Crispair Air Conditioningthreebestrated.com.au",
        "Total Air Conditioning Perththreebestrated.com.au"
      ],
      "brand_order": [
        "Crispair Air Conditioningthreebestrated.com.au",
        "Total Air Conditioning Perththreebestrated.com.au"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://threebestrated.com.au/hvac-services-in-perth-wa",
        "https://threebestrated.com.au/hvac-services-in-perth-wa#:~:text=%E2%80%9CCrispair%20Air%20Conditioning%20has%20been%20awarded%20Club,satisfied%20customers%20with%20tailored%20air%20conditioning%20solutions.",
        "https://threebestrated.com.au/hvac-services-in-perth-wa#:~:text=A%20great%20experience.%20Darren%20Carr%20explained%20everything,.%20I%20can%20highly%20recommend%20Mouritz%20.",
        "https://threebestrated.com.au/hvac-services-in-perth-wa",
        "https://threebestrated.com.au/hvac-services-in-perth-wa#:~:text=%E2%80%9CTotal%20Air%20Conditioning%20Perth%20is%20a%20family-owned,Air%20Conditioning%2C%20your%20comfort%20is%20their%20priority.",
        "https://airconditioningperth.com.au/#:~:text=The%20service%20guy%20from%20Total%20Air%20was,a%20whole%20home%20or%20a%20single%20room.",
        "https://threebestrated.com.au/hvac-services-in-perth-wa",
        "https://threebestrated.com.au/hvac-services-in-perth-wa#:~:text=%E2%80%9CMouritz%20is%20an%20award-winning%20air%20conditioning%20contractor.,conditioning%20for%20all%20residential%20and%20commercial%20applications."
      ],
      "cited_domains": [
        "threebestrated.com.au",
        "airconditioningperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        },
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-air_conditioning-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A3",
      "prompt": "recommended air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://airconditioningperth.com.au/#:~:text=The%20service%20guy%20from%20Total%20Air%20was,a%20whole%20home%20or%20a%20single%20room.",
        "https://www.perthcityair.com.au/#:~:text=Whether%20you%20are%20looking%20for%20a%20new,customer%20service.%205.0%20RATING.%20FROM.%20165%20REVIEWS.",
        "https://www.perthcityair.com.au/#:~:text=The%20team%20have%20been%20great%2C%20communication%20efficient,City%20Air%20for%20this%20type%20of%20work.",
        "https://simplycoolair.com.au/#:~:text=He%20was%20professional%2C%20honest%20and%20didn't%20try,Highly%20recommend.%20Posted%20on%20Google.%20Linda%20McLeod.",
        "https://airconditioningperth.com.au/#:~:text=At%20Total%20Air%20Conditioning%20Perth%2C%20we%20provide,We%20understand%20that%20AC%20issues%20can't%20wait.",
        "https://www.aircondinstallswa.com.au/"
      ],
      "cited_domains": [
        "airconditioningperth.com.au",
        "perthcityair.com.au",
        "simplycoolair.com.au",
        "aircondinstallswa.com.au"
      ],
      "source_classes": [
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthcityair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "simplycoolair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-air_conditioning-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A3",
      "prompt": "recommended air conditioning installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Celsius Air",
        "Simply Cool Air Conditioning",
        "Perth City Air"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Celsius Air",
        "Simply Cool Air Conditioning",
        "Perth City Air"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Celsius Air",
        "Simply Cool Air Conditioning",
        "Perth City Air"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.celsiusair.com.au/#:~:text=If%20it%20can't%20be%20repaired%2C%20we'll%20even,wall%20split%20unit.%20Annete%20de%20Rooy%2C%20Connoly.",
        "https://airconditioningperth.com.au/#:~:text=At%20Total%20Air%20Conditioning%2C%20your%20comfort%20is,conditioners%20across%20Perth%20and%20the%20surrounding%20suburbs.",
        "https://airconditioningperth.com.au/#:~:text=We're%20here%20for%20you!%20Call%20us%2024%2F7,ARCtick%20Business%20Licence%3A%20AU48910.%20NAVIGATION.%20Home.%20SERVICES.",
        "https://www.celsiusair.com.au/#:~:text=If%20it%20can't%20be%20repaired%2C%20we'll%20even,wall%20split%20unit.%20Annete%20de%20Rooy%2C%20Connoly.",
        "https://www.celsiusair.com.au/#:~:text=We%20like%20to%20keep%20things%20transparent%20and,Locals%20Choose%20Celsius%20Air%20*%20Benefit%20one.",
        "https://simplycoolair.com.au/#:~:text=Simply%20Cool%20Air%20Conditioning%20in%20Joondalup%20were,original%20source%20of%20the%20review%20is%20Google.",
        "https://www.perthcityair.com.au/#:~:text=They%20made%20what%20could%20have%20been%20a,to%20James%2C%20Chris%20and%20the%20whole%20team!"
      ],
      "cited_domains": [
        "celsiusair.com.au",
        "airconditioningperth.com.au",
        "simplycoolair.com.au",
        "perthcityair.com.au"
      ],
      "source_classes": [
        {
          "domain": "celsiusair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "simplycoolair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthcityair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-air_conditioning-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A4",
      "prompt": "who is the best air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Air-Cond Installs WA",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "WestOz Trades",
        "KOOLAZ AIRCONDITIONING",
        "All Degrees Refrigeration & Airconditioning",
        "Apex Refrigeration & Airconditioning",
        "Langler Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "The Air Con Dude",
        "Air Conditioning Industries WA",
        "Commercial Refrigeration Perth",
        "DACS",
        "Zen Cooling"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Air-Cond Installs WA",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "WestOz Trades",
        "KOOLAZ AIRCONDITIONING",
        "All Degrees Refrigeration & Airconditioning",
        "Apex Refrigeration & Airconditioning",
        "Langler Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "The Air Con Dude",
        "Air Conditioning Industries WA",
        "Commercial Refrigeration Perth",
        "DACS",
        "Zen Cooling"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Air-Cond Installs WA",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "WestOz Trades",
        "KOOLAZ AIRCONDITIONING",
        "All Degrees Refrigeration & Airconditioning",
        "Apex Refrigeration & Airconditioning",
        "Langler Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "The Air Con Dude",
        "Air Conditioning Industries WA",
        "Commercial Refrigeration Perth",
        "DACS",
        "Zen Cooling"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.aircondinstallswa.com.au/",
        "https://electricalperth.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeE5HaDRPVzQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNWNEVTFjVGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvelgyWnRaMjB5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGN6TmZabTQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo"
      ],
      "cited_domains": [
        "aircondinstallswa.com.au",
        "electricalperth.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "electricalperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-air_conditioning-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A4",
      "prompt": "who is the best air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Air-Cond Installs WA",
        "BMS Air Conditioning",
        "Sharp Air-conditioning and Refrigeration",
        "Leading Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air",
        "WestOz Trades",
        "Air Conditioning Industries WA",
        "DACS",
        "Langler Air",
        "WA Air Group",
        "All Degrees Refrigeration & Airconditioning",
        "Evap Specialists",
        "The Air Con Dude",
        "All Skills Evaporative",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Apex Refrigeration & Airconditioning",
        "Airconditioning Wholesale"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Air-Cond Installs WA",
        "BMS Air Conditioning",
        "Sharp Air-conditioning and Refrigeration",
        "Leading Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air",
        "WestOz Trades",
        "Air Conditioning Industries WA",
        "DACS",
        "Langler Air",
        "WA Air Group",
        "All Degrees Refrigeration & Airconditioning",
        "Evap Specialists",
        "The Air Con Dude",
        "All Skills Evaporative",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Apex Refrigeration & Airconditioning",
        "Airconditioning Wholesale"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Air-Cond Installs WA",
        "BMS Air Conditioning",
        "Sharp Air-conditioning and Refrigeration",
        "Leading Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air",
        "WestOz Trades",
        "Air Conditioning Industries WA",
        "DACS",
        "Langler Air",
        "WA Air Group",
        "All Degrees Refrigeration & Airconditioning",
        "Evap Specialists",
        "The Air Con Dude",
        "All Skills Evaporative",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Apex Refrigeration & Airconditioning",
        "Airconditioning Wholesale"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNWNEVTFjVGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxemRtUmtYMkl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vMk5tSXljURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZMmVXdGlhbXMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4M05uZHVjVGsxGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-air_conditioning-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A4",
      "prompt": "who is the best air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Perth City Air",
        "BMS Air Conditioning",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "DACS",
        "All Degrees Refrigeration & Airconditioning",
        "Alby Electrical & Air",
        "Zen Cooling",
        "WA Air Group",
        "WestOz Trades",
        "The Air Con Dude",
        "Commercial Refrigeration Perth",
        "Langler Air",
        "All Skills Evaporative",
        "Apex Refrigeration & Airconditioning"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Perth City Air",
        "BMS Air Conditioning",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "DACS",
        "All Degrees Refrigeration & Airconditioning",
        "Alby Electrical & Air",
        "Zen Cooling",
        "WA Air Group",
        "WestOz Trades",
        "The Air Con Dude",
        "Commercial Refrigeration Perth",
        "Langler Air",
        "All Skills Evaporative",
        "Apex Refrigeration & Airconditioning"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Perth City Air",
        "BMS Air Conditioning",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "DACS",
        "All Degrees Refrigeration & Airconditioning",
        "Alby Electrical & Air",
        "Zen Cooling",
        "WA Air Group",
        "WestOz Trades",
        "The Air Con Dude",
        "Commercial Refrigeration Perth",
        "Langler Air",
        "All Skills Evaporative",
        "Apex Refrigeration & Airconditioning"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2RHUTFlR1p5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGN6TmZabTQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxemRtUmtYMkl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvelgyWnRaMjB5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZMmVXdGlhbXMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-air_conditioning-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A4",
      "prompt": "who is the best air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:06",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth City Air",
        "Airforce Airconditioning & Solar",
        "Stinson Air & Solar",
        "Ambience Air"
      ],
      "brands_recommended": [
        "Perth City Air",
        "Airforce Airconditioning & Solar",
        "Stinson Air & Solar",
        "Ambience Air"
      ],
      "brand_order": [
        "Perth City Air",
        "Airforce Airconditioning & Solar",
        "Stinson Air & Solar",
        "Ambience Air"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/c/air-conditioning-heating-services/l/western-australia_au",
        "https://hipages.com.au/find/air_conditioning_installation/wa/perth",
        "https://ambienceair.com/",
        "https://www.airforceairconditioning.com.au/",
        "https://stinsonair.com.au/air-conditioning/"
      ],
      "cited_domains": [
        "productreview.com.au",
        "hipages.com.au",
        "ambienceair.com",
        "airforceairconditioning.com.au",
        "stinsonair.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        },
        {
          "domain": "airforceairconditioning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stinsonair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-air_conditioning-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A4",
      "prompt": "who is the best air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://mouritz.com.au/",
        "https://www.perthcityair.com.au/",
        "https://ambienceair.com/",
        "https://www.airforceairconditioning.com.au/",
        "https://airconperthwa.com.au/"
      ],
      "cited_domains": [
        "mouritz.com.au",
        "perthcityair.com.au",
        "ambienceair.com",
        "airforceairconditioning.com.au",
        "airconperthwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "mouritz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthcityair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        },
        {
          "domain": "airforceairconditioning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airconperthwa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-air_conditioning-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A4",
      "prompt": "who is the best air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://airconditioningperth.com.au/",
        "https://mouritz.com.au/",
        "https://ambienceair.com/",
        "https://www.airforceairconditioning.com.au/"
      ],
      "cited_domains": [
        "airconditioningperth.com.au",
        "mouritz.com.au",
        "ambienceair.com",
        "airforceairconditioning.com.au"
      ],
      "source_classes": [
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mouritz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        },
        {
          "domain": "airforceairconditioning.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-air_conditioning-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A4",
      "prompt": "who is the best air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "WestOz Trades",
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "WestOz Trades Innovative Air Solutions",
        "TOTAL AIR"
      ],
      "brands_recommended": [
        "WestOz Trades",
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "WestOz Trades Innovative Air Solutions",
        "TOTAL AIR"
      ],
      "brand_order": [
        "WestOz Trades",
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "WestOz Trades Innovative Air Solutions",
        "TOTAL AIR"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/aircon-installation/?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/air-conditioning?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/split_systemair_conditioning/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/perth_western_suburbs_region?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/air-conditioning-and-heating?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/air-conditioning-heating-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/needhamair?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/air-conditioning-heating-services?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-air-conditioning-perth-cbd/?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/air-conditioning-contractor/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-city-air-conditioning-166831522054113?utm_source=chatgpt.com",
        "https://www.supertrades.com.au/ducted-air-conditioning/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "perthairguide.com.au",
        "homedone.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "bluecollarbusiness.com.au",
        "reviews.birdeye.com",
        "supertrades.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "supertrades.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-air_conditioning-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A4",
      "prompt": "who is the best air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "WestOz Trades",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Sharp Air-conditioning and Refrigeration",
        "TOTAL AIR CONDITIONING PERTH",
        "Perth Air Guide",
        "Ambience Air Conditioning Perth",
        "Perth City Air",
        "Air Con WA",
        "Coogle Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Aircon Express Perth Service & Repairs",
        "Complete Air Systems",
        "SUBURBAN SPLITS AIR CONDITIONING"
      ],
      "brands_recommended": [
        "WestOz Trades",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Sharp Air-conditioning and Refrigeration",
        "TOTAL AIR CONDITIONING PERTH",
        "Perth Air Guide",
        "Ambience Air Conditioning Perth",
        "Perth City Air",
        "Air Con WA",
        "Coogle Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Aircon Express Perth Service & Repairs",
        "Complete Air Systems",
        "SUBURBAN SPLITS AIR CONDITIONING"
      ],
      "brand_order": [
        "WestOz Trades",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Sharp Air-conditioning and Refrigeration",
        "TOTAL AIR CONDITIONING PERTH",
        "Perth Air Guide",
        "Ambience Air Conditioning Perth",
        "Perth City Air",
        "Air Con WA",
        "Coogle Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Aircon Express Perth Service & Repairs",
        "Complete Air Systems",
        "SUBURBAN SPLITS AIR CONDITIONING"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/air-conditioning-and-heating?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/air-conditioning?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "perthairguide.com.au",
        "homedone.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-air_conditioning-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A4",
      "prompt": "who is the best air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "WestOz Trades",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Sharp Air-conditioning and Refrigeration",
        "TOTAL AIR CONDITIONING PERTH",
        "Perth Air Guide",
        "Airconditioning Wholesale",
        "Perth City Air",
        "Air Con WA",
        "Complete Air Systems",
        "Ambience Air Conditioning Perth",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Air Conditioning Headquarters",
        "1 among 50 HVAC specialists",
        "WestOz Trades or Air-Cond Installs WA"
      ],
      "brands_recommended": [
        "WestOz Trades",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Sharp Air-conditioning and Refrigeration",
        "TOTAL AIR CONDITIONING PERTH",
        "Perth Air Guide",
        "Airconditioning Wholesale",
        "Perth City Air",
        "Air Con WA",
        "Complete Air Systems",
        "Ambience Air Conditioning Perth",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Air Conditioning Headquarters",
        "1 among 50 HVAC specialists",
        "WestOz Trades or Air-Cond Installs WA"
      ],
      "brand_order": [
        "WestOz Trades",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Sharp Air-conditioning and Refrigeration",
        "TOTAL AIR CONDITIONING PERTH",
        "Perth Air Guide",
        "Airconditioning Wholesale",
        "Perth City Air",
        "Air Con WA",
        "Complete Air Systems",
        "Ambience Air Conditioning Perth",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Air Conditioning Headquarters",
        "1 among 50 HVAC specialists",
        "WestOz Trades or Air-Cond Installs WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/air-conditioning-and-heating?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/air-conditioning?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "perthairguide.com.au",
        "homedone.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-air_conditioning-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A4",
      "prompt": "who is the best air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.celsiusair.com.au/",
        "https://www.celsiusair.com.au/#:~:text=That's%20why%20we%20offer%20a%20Complimentary%20Cooling,give%20us%20the%20job.%20*%20Benefit%20Two.",
        "https://airconditioningperth.com.au/#:~:text=Honest%2C%20very%20knowledgeable%20and%20great%20communication%20from,highly%20recommend.%20Posted%20on%20Google.%20Deb%20Lee.",
        "https://airconditioningperth.com.au/#:~:text=At%20Total%20Air%20Conditioning%2C%20your%20comfort%20is,conditioners%20across%20Perth%20and%20the%20surrounding%20suburbs.",
        "https://airconditioningperth.com.au/#:~:text=Honest%2C%20very%20knowledgeable%20and%20great%20communication%20from,highly%20recommend.%20Posted%20on%20Google.%20Deb%20Lee.",
        "https://servicetasker.com.au/find/air-conditioning/wa/perth#:~:text=Good%20experience%20overall.%20I%20went%20with%20Coogle,Good%20workmanship%20and%20excellent%20after-sales%20service!%20Wou",
        "https://hipages.com.au/find/air_conditioning_installation/wa/perth#:~:text=I%20highly%20recommend%20his%20business%20to%20anyone,suburbs%20and%20Southern%20Suburbs%2C%20our%20electricians%20are",
        "https://hipages.com.au/find/air_conditioning_installation/wa/perth#:~:text=Best%20in%20business.%20*%20Trusted.%20*%20Quality.,COMPANY%20BASED%20IN%20PERTH.%2034%20Recommendations.%20Jen."
      ],
      "cited_domains": [
        "celsiusair.com.au",
        "airconditioningperth.com.au",
        "servicetasker.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "celsiusair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "servicetasker.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-air_conditioning-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A4",
      "prompt": "who is the best air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.fordanddoonan.com.au/",
        "https://www.fordanddoonan.com.au/#:~:text=Multi-split%20systems%20are%20also%20available%20for%20neighbouring,units%20we%20didn't%20originally%20install.%20Aircon%20Servicing.",
        "https://www.fordanddoonan.com.au/#:~:text=Finance%20Options%20%E2%80%BA%20Virtual%20showroom%20%E2%80%BA%20A,that%20suit%20their%20home%2C%20budget%20and%20lifestyle.",
        "https://ambienceair.com/#:~:text=Our%20components%20include%20advantageair%20heating%20and%20cooling%2C,air%20conditioning%20specialists%20local%20to%20the%20area.",
        "https://ambienceair.com/#:~:text=Thanks%20to%20our%20company%20ethos%20and%20hardworking,systems.%20*%20Energy%20efficient%20products%20and%20components.",
        "https://www.celsiusair.com.au/#:~:text=How%20it%20works%3A%2010%20years%E2%80%A6%20are%20you,Machine%20and%20Labour%20Replacement%2010-year%20Satisfaction%20Guarantee%E2%80%9D.",
        "https://www.celsiusair.com.au/#:~:text=We%20like%20to%20keep%20things%20transparent%20and,Locals%20Choose%20Celsius%20Air%20*%20Benefit%20one.",
        "https://airconditioningperth.com.au/#:~:text=Honest%2C%20very%20knowledgeable%20and%20great%20communication%20from,highly%20recommend.%20Posted%20on%20Google.%20Deb%20Lee.",
        "https://langlerair.com.au/#:~:text=Langler%20Air%20is%20Perth's%20leading%20air%20conditioning,us%20for%20all%20your%20air%20conditioning%20requirements.",
        "https://airconditioningperth.com.au/#:~:text=*%20%E2%9C%85%20Qualified%20Technicians%20%E2%80%93%20All%20repairs%20are%20carried%20out%20by%20licensed%2C%20in-house%20professionals.",
        "https://ambienceair.com/#:~:text=We%20provide%20professional%20air%20conditioning%20installation%20in,solution%20to%20your%20heating%20and%20cooling%20needs."
      ],
      "cited_domains": [
        "fordanddoonan.com.au",
        "ambienceair.com",
        "celsiusair.com.au",
        "airconditioningperth.com.au",
        "langlerair.com.au"
      ],
      "source_classes": [
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        },
        {
          "domain": "celsiusair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "langlerair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-air_conditioning-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A4",
      "prompt": "who is the best air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.fordanddoonan.com.au/",
        "https://www.fordanddoonan.com.au/#:~:text=Ford%20%26%20Doonan%3A%20Air%20Conditioning%20Installation%20Services,and%20WA.%20*%20Split%20System%20Air%20Conditioning.",
        "https://airconditioningperth.com.au/#:~:text=Is%20your%20air%20conditioning%20system%20not%20cooling,We%20understand%20that%20AC%20issues%20can't%20wait.",
        "https://airconditioningperth.com.au/#:~:text=Fujitsu%20General%20Authorised%20Dealers.%20*%20LG%20Authorised,system%20not%20cooling%20or%20making%20unusual%20noises%3F",
        "https://www.celsiusair.com.au/"
      ],
      "cited_domains": [
        "fordanddoonan.com.au",
        "airconditioningperth.com.au",
        "celsiusair.com.au"
      ],
      "source_classes": [
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "celsiusair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-air_conditioning-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A5",
      "prompt": "recommend a good air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Leading Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "AirXSolar",
        "DACS",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "Apex Refrigeration & Airconditioning",
        "Aircon Express Perth Service & Repairs",
        "Perth Air Conditioning",
        "KOOLAZ AIRCONDITIONING",
        "Evap Specialists",
        "WA Air Group",
        "The Air Con Dude",
        "All Degrees Refrigeration & Airconditioning",
        "RCD Electrical & Air Conditioning"
      ],
      "brands_recommended": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Leading Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "AirXSolar",
        "DACS",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "Apex Refrigeration & Airconditioning",
        "Aircon Express Perth Service & Repairs",
        "Perth Air Conditioning",
        "KOOLAZ AIRCONDITIONING",
        "Evap Specialists",
        "WA Air Group",
        "The Air Con Dude",
        "All Degrees Refrigeration & Airconditioning",
        "RCD Electrical & Air Conditioning"
      ],
      "brand_order": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Leading Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "AirXSolar",
        "DACS",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "Apex Refrigeration & Airconditioning",
        "Aircon Express Perth Service & Repairs",
        "Perth Air Conditioning",
        "KOOLAZ AIRCONDITIONING",
        "Evap Specialists",
        "WA Air Group",
        "The Air Con Dude",
        "All Degrees Refrigeration & Airconditioning",
        "RCD Electrical & Air Conditioning"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0NVpsOTZPV2c0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkc01IaDNjekJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNE5tZG1iREF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeE5HaDRPVzQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vMk5tSXljURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxemRtUmtYMkl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSZlgzZHpkQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-air_conditioning-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A5",
      "prompt": "recommend a good air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "All Degrees Refrigeration & Airconditioning",
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air Conditioning Industries WA",
        "The Air Con Dude",
        "Langler Air",
        "Apex Refrigeration & Airconditioning",
        "Downunder Refrigeration & Air Conditioning",
        "DACS",
        "Pure Electrical & Air",
        "Perth Air Repair",
        "KOOLAZ AIRCONDITIONING"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "All Degrees Refrigeration & Airconditioning",
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air Conditioning Industries WA",
        "The Air Con Dude",
        "Langler Air",
        "Apex Refrigeration & Airconditioning",
        "Downunder Refrigeration & Air Conditioning",
        "DACS",
        "Pure Electrical & Air",
        "Perth Air Repair",
        "KOOLAZ AIRCONDITIONING"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "BMS Air Conditioning",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "All Degrees Refrigeration & Airconditioning",
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air Conditioning Industries WA",
        "The Air Con Dude",
        "Langler Air",
        "Apex Refrigeration & Airconditioning",
        "Downunder Refrigeration & Air Conditioning",
        "DACS",
        "Pure Electrical & Air",
        "Perth Air Repair",
        "KOOLAZ AIRCONDITIONING"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNWNEVTFjVGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhObVltSTJOMnQ2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGVUUTBkSE13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3MlltNWZOV055GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeE5HaDRPVzQxGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-air_conditioning-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A5",
      "prompt": "recommend a good air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/c/air-conditioning-heating-services/l/western-australia_au",
        "https://www.yelp.com/search?find_desc=Air+Conditioning+Services&find_loc=Perth+Western+Australia"
      ],
      "cited_domains": [
        "productreview.com.au",
        "yelp.com"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "yelp.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-air_conditioning-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A5",
      "prompt": "recommend a good air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:06",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://airconditioningperth.com.au/",
        "https://www.aircondinstallswa.com.au/",
        "https://www.perthcityair.com.au/",
        "https://mouritz.com.au/reverse-cycle-split-system-air-conditioner-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0NVpsOTZPV2c0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkc01IaDNjekJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNE5tZG1iREF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeE5HaDRPVzQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vMk5tSXljURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxemRtUmtYMkl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSZlgzZHpkQRgK"
      ],
      "cited_domains": [
        "airconditioningperth.com.au",
        "aircondinstallswa.com.au",
        "perthcityair.com.au",
        "mouritz.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthcityair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mouritz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-air_conditioning-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A5",
      "prompt": "recommend a good air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "DACS Electrical & Air Conditioning"
      ],
      "brands_recommended": [
        "DACS Electrical & Air Conditioning"
      ],
      "brand_order": [
        "DACS Electrical & Air Conditioning"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://airconditioningperth.com.au/",
        "https://www.reddit.com/r/perth/comments/1lkuu0x/recommendations_for_air_conditioner_installation/",
        "https://ambienceair.com/",
        "https://airconperthwa.com.au/",
        "https://stinsonair.com.au/air-conditioning/"
      ],
      "cited_domains": [
        "airconditioningperth.com.au",
        "reddit.com",
        "ambienceair.com",
        "airconperthwa.com.au",
        "stinsonair.com.au"
      ],
      "source_classes": [
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        },
        {
          "domain": "airconperthwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stinsonair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-air_conditioning-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A5",
      "prompt": "recommend a good air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://airconditioningperth.com.au/",
        "https://www.perthcityair.com.au/",
        "https://ambienceair.com/"
      ],
      "cited_domains": [
        "airconditioningperth.com.au",
        "perthcityair.com.au",
        "ambienceair.com"
      ],
      "source_classes": [
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthcityair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-air_conditioning-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A5",
      "prompt": "recommend a good air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air"
      ],
      "brands_recommended": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air"
      ],
      "brand_order": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.aircondinstallswa.com.au/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-air-conditioning-perth-cbd/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "aircondinstallswa.com.au",
        "starworks.com.au",
        "bluecollarbusiness.com.au"
      ],
      "source_classes": [
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-air_conditioning-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A5",
      "prompt": "recommend a good air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air",
        "Complete Air Systems",
        "Perth Air Guide",
        "Perth City Air",
        "Ducted air conditioning",
        "Ambience Air Conditioning Perth",
        "Air Con WA",
        "BMS Air Conditioning",
        "Perth Air Conditioning",
        "Commercial Refrigeration Perth"
      ],
      "brands_recommended": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air",
        "Complete Air Systems",
        "Perth Air Guide",
        "Perth City Air",
        "Ducted air conditioning",
        "Ambience Air Conditioning Perth",
        "Air Con WA",
        "BMS Air Conditioning",
        "Perth Air Conditioning",
        "Commercial Refrigeration Perth"
      ],
      "brand_order": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Style Air",
        "Complete Air Systems",
        "Perth Air Guide",
        "Perth City Air",
        "Ducted air conditioning",
        "Ambience Air Conditioning Perth",
        "Air Con WA",
        "BMS Air Conditioning",
        "Perth Air Conditioning",
        "Commercial Refrigeration Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.aircondinstallswa.com.au/?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/aircon-installation/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "aircondinstallswa.com.au",
        "perthairguide.com.au"
      ],
      "source_classes": [
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-air_conditioning-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A5",
      "prompt": "recommend a good air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "TOTAL AIR CONDITIONING PERTH",
        "SUBURBAN SPLITS AIR CONDITIONING"
      ],
      "brands_recommended": [
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "TOTAL AIR CONDITIONING PERTH",
        "SUBURBAN SPLITS AIR CONDITIONING"
      ],
      "brand_order": [
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "TOTAL AIR CONDITIONING PERTH",
        "SUBURBAN SPLITS AIR CONDITIONING"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/aircon-installation/?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/wa?utm_source=chatgpt.com",
        "https://hipages.com.au/find/split_systemair_conditioning/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ducted_air_conditioning/wa/perth?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/air-conditioning?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/air-conditioning-and-heating?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/air-conditioning-contractor/?utm_source=chatgpt.com",
        "https://www.aircondinstallswa.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "perthairguide.com.au",
        "hipages.com.au",
        "homedone.com.au",
        "wordofmouth.com.au",
        "aircondinstallswa.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-air_conditioning-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A5",
      "prompt": "recommend a good air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-air_conditioning-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A5",
      "prompt": "recommend a good air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-air_conditioning-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-A5",
      "prompt": "recommend a good air conditioning installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-air_conditioning-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B1",
      "prompt": "best ducted air conditioning installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "The Air Con Dude",
        "Langler Air",
        "BMS Air Conditioning",
        "Air-Cond Installs WA",
        "WestOz Trades",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "Zen Cooling",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "All Degrees Refrigeration & Airconditioning",
        "DACS",
        "All Skills Evaporative",
        "Complete Air Systems",
        "Leading Air",
        "Air Conditioning Industries WA",
        "Evap Specialists",
        "Ducted air conditioning",
        "Apex Refrigeration & Airconditioning",
        "Aussie Evaporative",
        "Global Cool Air ️ ️",
        "Everest"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "The Air Con Dude",
        "Langler Air",
        "BMS Air Conditioning",
        "Air-Cond Installs WA",
        "WestOz Trades",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "Zen Cooling",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "All Degrees Refrigeration & Airconditioning",
        "DACS",
        "All Skills Evaporative",
        "Complete Air Systems",
        "Leading Air",
        "Air Conditioning Industries WA",
        "Evap Specialists",
        "Ducted air conditioning",
        "Apex Refrigeration & Airconditioning",
        "Aussie Evaporative",
        "Global Cool Air ️ ️",
        "Everest"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "The Air Con Dude",
        "Langler Air",
        "BMS Air Conditioning",
        "Air-Cond Installs WA",
        "WestOz Trades",
        "Sharp Air-conditioning and Refrigeration",
        "Style Air",
        "Zen Cooling",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "All Degrees Refrigeration & Airconditioning",
        "DACS",
        "All Skills Evaporative",
        "Complete Air Systems",
        "Leading Air",
        "Air Conditioning Industries WA",
        "Evap Specialists",
        "Ducted air conditioning",
        "Apex Refrigeration & Airconditioning",
        "Aussie Evaporative",
        "Global Cool Air ️ ️",
        "Everest"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGN6TmZabTQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZMmVXdGlhbXMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1NNGJISnVjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNWNEVTFjVGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vMk5tSXljURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwb1p6Z3piWFo0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCak9Ya3laMlJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd1gydDZlSEJ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeE16RXpiVGx6GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-air_conditioning-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B1",
      "prompt": "best ducted air conditioning installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Ducted air conditioning",
        "Langler Air",
        "BMS Air Conditioning",
        "The Air Con Dude",
        "Evap Specialists",
        "Sharp Air-conditioning and Refrigeration",
        "Leading Air",
        "Complete Air Systems",
        "All Skills Evaporative",
        "DACS",
        "Global Cool Air ️ ️",
        "Zen Cooling",
        "Style Air",
        "All Degrees Refrigeration & Airconditioning",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "WestOz Trades",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Ford & Doonan Air Conditioning Osborne Park",
        "Langler Air on Langler Air"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Ducted air conditioning",
        "Langler Air",
        "BMS Air Conditioning",
        "The Air Con Dude",
        "Evap Specialists",
        "Sharp Air-conditioning and Refrigeration",
        "Leading Air",
        "Complete Air Systems",
        "All Skills Evaporative",
        "DACS",
        "Global Cool Air ️ ️",
        "Zen Cooling",
        "Style Air",
        "All Degrees Refrigeration & Airconditioning",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "WestOz Trades",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Ford & Doonan Air Conditioning Osborne Park",
        "Langler Air on Langler Air"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Ducted air conditioning",
        "Langler Air",
        "BMS Air Conditioning",
        "The Air Con Dude",
        "Evap Specialists",
        "Sharp Air-conditioning and Refrigeration",
        "Leading Air",
        "Complete Air Systems",
        "All Skills Evaporative",
        "DACS",
        "Global Cool Air ️ ️",
        "Zen Cooling",
        "Style Air",
        "All Degrees Refrigeration & Airconditioning",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "WestOz Trades",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Ford & Doonan Air Conditioning Osborne Park",
        "Langler Air on Langler Air"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwb1p6Z3piWFo0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vMk5tSXljURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1NNGJISnVjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZMmVXdGlhbXMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd1gydDZlSEJ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGN6TmZabTQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXhhdxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-air_conditioning-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B1",
      "prompt": "best ducted air conditioning installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "The Air Con Dude",
        "Zen Cooling",
        "Langler Air",
        "Global Cool Air ️ ️",
        "Evap Specialists",
        "DACS",
        "BMS Air Conditioning",
        "Sharp Air-conditioning and Refrigeration",
        "All Degrees Refrigeration & Airconditioning",
        "All Skills Evaporative",
        "WestOz Trades",
        "Complete Air Systems",
        "Ford & Doonan Air Conditioning Osborne Park",
        "Style Air",
        "Leading Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Aussie Evaporative",
        "Ducted air conditioning"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "The Air Con Dude",
        "Zen Cooling",
        "Langler Air",
        "Global Cool Air ️ ️",
        "Evap Specialists",
        "DACS",
        "BMS Air Conditioning",
        "Sharp Air-conditioning and Refrigeration",
        "All Degrees Refrigeration & Airconditioning",
        "All Skills Evaporative",
        "WestOz Trades",
        "Complete Air Systems",
        "Ford & Doonan Air Conditioning Osborne Park",
        "Style Air",
        "Leading Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Aussie Evaporative",
        "Ducted air conditioning"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "The Air Con Dude",
        "Zen Cooling",
        "Langler Air",
        "Global Cool Air ️ ️",
        "Evap Specialists",
        "DACS",
        "BMS Air Conditioning",
        "Sharp Air-conditioning and Refrigeration",
        "All Degrees Refrigeration & Airconditioning",
        "All Skills Evaporative",
        "WestOz Trades",
        "Complete Air Systems",
        "Ford & Doonan Air Conditioning Osborne Park",
        "Style Air",
        "Leading Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Aussie Evaporative",
        "Ducted air conditioning"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGN6TmZabTQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd1gydDZlSEJ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vMk5tSXljURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZMmVXdGlhbXMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1NNGJISnVjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXhhdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCak9Ya3laMlJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwb1p6Z3piWFo0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-air_conditioning-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B1",
      "prompt": "best ducted air conditioning installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Ford & Doonan Air Conditioning West Perth"
      ],
      "brands_recommended": [
        "Ford & Doonan Air Conditioning West Perth"
      ],
      "brand_order": [
        "Ford & Doonan Air Conditioning West Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://mouritz.com.au/ducted-air-conditioning-perth/",
        "https://stinsonair.com.au/air-conditioning/ducted-air-conditioning/",
        "https://airconditioningperth.com.au/?srsltid=AfmBOooQAw9eUrY-5cwfwmpDIK2IbGi9JziQJJ3YEy2pVN-L4gxJMtWv",
        "https://www.fordanddoonan.com.au/ducted-air-conditioning-perth/",
        "https://ambienceair.com/",
        "https://airconditioningperth.com.au/services/ducted-air-conditioning-perth/?srsltid=AfmBOoq62VSoOsk1fL005uQsI3rSsFNylA1rpbXNDIk5bUTjWwbSseH8",
        "https://ambienceair.com/product-category/ducted-reverse-cycle-air-conditioning-in-perth/",
        "https://www.homeinwa.com.au/video/ambience-air-fujitsu/"
      ],
      "cited_domains": [
        "mouritz.com.au",
        "stinsonair.com.au",
        "airconditioningperth.com.au",
        "fordanddoonan.com.au",
        "ambienceair.com",
        "homeinwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "mouritz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stinsonair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        },
        {
          "domain": "homeinwa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-air_conditioning-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B1",
      "prompt": "best ducted air conditioning installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-air_conditioning-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B1",
      "prompt": "best ducted air conditioning installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Ford & Doonan Air Conditioning West Perth"
      ],
      "brands_recommended": [
        "Ford & Doonan Air Conditioning West Perth"
      ],
      "brand_order": [
        "Ford & Doonan Air Conditioning West Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://mouritz.com.au/ducted-air-conditioning-perth/",
        "https://www.reddit.com/r/perth/comments/16woiu7/ducted_air_conditioning_recommendations/",
        "https://airconditioningperth.com.au/",
        "https://www.fordanddoonan.com.au/ducted-air-conditioning-perth/",
        "https://www.productreview.com.au/c/air-conditioning-heating-services/l/western-australia_au",
        "https://www.customisedairconditioning.com.au/",
        "https://www.airforceairconditioning.com.au/",
        "https://www.homeinwa.com.au/video/ford-doonan-air-conditioning-no1/"
      ],
      "cited_domains": [
        "mouritz.com.au",
        "reddit.com",
        "airconditioningperth.com.au",
        "fordanddoonan.com.au",
        "productreview.com.au",
        "customisedairconditioning.com.au",
        "airforceairconditioning.com.au",
        "homeinwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "mouritz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "customisedairconditioning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airforceairconditioning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homeinwa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-air_conditioning-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B1",
      "prompt": "best ducted air conditioning installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air Conditioning Industries WA",
        "Perth City Air",
        "Air-Cond Installs WA",
        "Complete Air Systems",
        "Style Air",
        "4.9★ average across 2,333 ducted-air-conditioning ratings"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air Conditioning Industries WA",
        "Perth City Air",
        "Air-Cond Installs WA",
        "Complete Air Systems",
        "Style Air",
        "4.9★ average across 2,333 ducted-air-conditioning ratings"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air Conditioning Industries WA",
        "Perth City Air",
        "Air-Cond Installs WA",
        "Complete Air Systems",
        "Style Air",
        "4.9★ average across 2,333 ducted-air-conditioning ratings"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://perthac.com/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ducted_air_conditioning/wa/perth?utm_source=chatgpt.com",
        "https://www.legacyair.com.au/ducted-air-conditioning-perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ducted_air_conditioning/wa?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ducted_air_conditioning/perth_western_suburbs_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ducted_air_conditioning/wa/north_perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/general-fujitsu?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/ducted-air-conditioners?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/dacs-air-conditioning-and-electrical-services?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/daikin?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/air-conditioning-heating-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://langlerair.com.au/best-ducted-reverse-cycle-ac-guide-2026/?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/air-conditioning?utm_source=chatgpt.com",
        "https://www.aircondinstallswa.com.au/?utm_source=chatgpt.com",
        "https://www.supertrades.com.au/ducted-air-conditioning/perth?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-air-conditioning-perth-cbd/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/air-conditioning-and-heating?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-city-air-conditioning-166831522054113?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/air-conditioning-contractor/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "perthac.com",
        "hipages.com.au",
        "legacyair.com.au",
        "productreview.com.au",
        "langlerair.com.au",
        "homedone.com.au",
        "aircondinstallswa.com.au",
        "supertrades.com.au",
        "bluecollarbusiness.com.au",
        "wordofmouth.com.au",
        "reviews.birdeye.com",
        "perthairguide.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "perthac.com",
          "class": "third-party"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "legacyair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "langlerair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        },
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "supertrades.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-air_conditioning-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B1",
      "prompt": "best ducted air conditioning installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Complete Air Systems",
        "Langler Air",
        "Style Air",
        "Perth Air Guide",
        "Perth City Air",
        "Ambience Air Conditioning Perth",
        "Air Conditioning Headquarters",
        "Airforce Airconditioning & Solar",
        "Ducted air conditioning",
        "Coogle Air",
        "SUBURBAN SPLITS AIR CONDITIONING"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Complete Air Systems",
        "Langler Air",
        "Style Air",
        "Perth Air Guide",
        "Perth City Air",
        "Ambience Air Conditioning Perth",
        "Air Conditioning Headquarters",
        "Airforce Airconditioning & Solar",
        "Ducted air conditioning",
        "Coogle Air",
        "SUBURBAN SPLITS AIR CONDITIONING"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Complete Air Systems",
        "Langler Air",
        "Style Air",
        "Perth Air Guide",
        "Perth City Air",
        "Ambience Air Conditioning Perth",
        "Air Conditioning Headquarters",
        "Airforce Airconditioning & Solar",
        "Ducted air conditioning",
        "Coogle Air",
        "SUBURBAN SPLITS AIR CONDITIONING"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.supertrades.com.au/ducted-air-conditioning/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ducted_air_conditioning/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "supertrades.com.au",
        "starworks.com.au",
        "perthairguide.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "supertrades.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-air_conditioning-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B1",
      "prompt": "best ducted air conditioning installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "WestOz Trades",
        "TOTAL AIR CONDITIONING PERTH",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Ford & Doonan Air Conditioning West Perth",
        "Larger established company",
        "Electrical work included"
      ],
      "brands_recommended": [
        "WestOz Trades",
        "TOTAL AIR CONDITIONING PERTH",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Ford & Doonan Air Conditioning West Perth",
        "Larger established company",
        "Electrical work included"
      ],
      "brand_order": [
        "WestOz Trades",
        "TOTAL AIR CONDITIONING PERTH",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "Ford & Doonan Air Conditioning West Perth",
        "Larger established company",
        "Electrical work included"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://www.supertrades.com.au/ducted-air-conditioning/perth?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ducted_air_conditioning/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ducted_air_conditioning/wa?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ducted_air_conditioning/perth_western_suburbs_region?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/air-conditioning?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/category/air-conditioning-contractor/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/air-conditioning-and-heating?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-city-air-conditioning-166831522054113?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-air-conditioning-perth-cbd/?utm_source=chatgpt.com",
        "https://www.aircondinstallswa.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "supertrades.com.au",
        "perthairguide.com.au",
        "hipages.com.au",
        "homedone.com.au",
        "wordofmouth.com.au",
        "reviews.birdeye.com",
        "bluecollarbusiness.com.au",
        "aircondinstallswa.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "supertrades.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-air_conditioning-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B1",
      "prompt": "best ducted air conditioning installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.fordanddoonan.com.au/#:~:text=Finance%20Options%20%E2%80%BA%20Virtual%20showroom%20%E2%80%BA%20A,that%20suit%20their%20home%2C%20budget%20and%20lifestyle.",
        "https://www.fordanddoonan.com.au/#:~:text=Commercial%20Maintenance%20%26%20Builders%20Direct%20Divisions.%20After,add%20commercial%20maintenance%20and%20builders%20direct%20divisions.",
        "https://www.celsiusair.com.au/#:~:text=How%20it%20works%3A%2010%20years%E2%80%A6%20are%20you,Machine%20and%20Labour%20Replacement%2010-year%20Satisfaction%20Guarantee%E2%80%9D.",
        "https://crispair.com.au/#:~:text=40%20years%20of%20local%20Perth%20climate%20expertise.,tailored%20to%20your%20home's%20exact%20floor%20plan.",
        "https://stinsonair.com.au/air-conditioning/ducted-air-conditioning/",
        "https://mouritz.com.au/ducted-air-conditioning-perth/"
      ],
      "cited_domains": [
        "fordanddoonan.com.au",
        "celsiusair.com.au",
        "crispair.com.au",
        "stinsonair.com.au",
        "mouritz.com.au"
      ],
      "source_classes": [
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "celsiusair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "crispair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stinsonair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mouritz.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-air_conditioning-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B1",
      "prompt": "best ducted air conditioning installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://stinsonair.com.au/air-conditioning/ducted-air-conditioning/#:~:text=Stinson%20Air%20%26%20Solar%20will%20ensure%20you,we%20install%20and%20service.%20Get%20a%20quote.",
        "https://stinsonair.com.au/air-conditioning/ducted-air-conditioning/#:~:text=By%20choosing%20Stinson%20Air%20%26%20Solar%20as,us%20as%20their%20preferred%20air%20conditioning%20supplier.",
        "https://www.customisedairconditioning.com.au/#:~:text=%231%20Ducted%20Air%20Conditioning%20Perth%20Experts%20%7C,many%20of%20the%20luxury%20builders%20in%20Perth.",
        "https://ambienceair.com/#:~:text=Thanks%20to%20our%20company%20ethos%20and%20hardworking,systems.%20*%20Energy%20efficient%20products%20and%20components."
      ],
      "cited_domains": [
        "stinsonair.com.au",
        "customisedairconditioning.com.au",
        "ambienceair.com"
      ],
      "source_classes": [
        {
          "domain": "stinsonair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "customisedairconditioning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-air_conditioning-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B1",
      "prompt": "best ducted air conditioning installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Mitsubishi Electric"
      ],
      "brands_recommended": [
        "Mitsubishi Electric"
      ],
      "brand_order": [
        "Mitsubishi Electric"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://stinsonair.com.au/air-conditioning/ducted-air-conditioning/?utm_source=gemini",
        "https://stinsonair.com.au/air-conditioning/ducted-air-conditioning/?utm_source=gemini#:~:text=Which%20Brand%20of%20Ducted%20Air%20Conditioners%20is,you%20will%20be%20happy%20with%20the%20result.",
        "https://www.customisedairconditioning.com.au/?utm_source=gemini#:~:text=%231%20Ducted%20Air%20Conditioning%20Perth%20Experts%20%7C,many%20of%20the%20luxury%20builders%20in%20Perth.",
        "https://www.customisedairconditioning.com.au/?utm_source=gemini#:~:text=Our%20standard%20servicing%20includes%20cleaning%20and%20disinfecting,(08)%209417%201071%2C%20we're%20here%20to%20help.",
        "https://needhamair.com.au/?utm_source=gemini#:~:text=Needham%20Air%20is%20Perth's%20premier%20specialist%20in,performance%20required%20for%20luxury%20Western%20Australian%20residences.",
        "https://needhamair.com.au/?utm_source=gemini#:~:text=Needham%20Air%20is%20Perth's%20premier%20specialist%20in,performance%20required%20for%20luxury%20Western%20Australian%20residences.",
        "https://mouritz.com.au/ducted-air-conditioning-perth/?utm_source=gemini"
      ],
      "cited_domains": [
        "stinsonair.com.au",
        "customisedairconditioning.com.au",
        "needhamair.com.au",
        "mouritz.com.au"
      ],
      "source_classes": [
        {
          "domain": "stinsonair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "customisedairconditioning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "needhamair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mouritz.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-air_conditioning-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B2",
      "prompt": "cheapest split system installation Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth City Air",
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "BMS Air Conditioning",
        "DACS",
        "The Air Con Dude",
        "Response Electricians",
        "Ford & Doonan Air Conditioning West Perth",
        "Zen Cooling",
        "All Skills Evaporative",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Airconditioning Wholesale",
        "Sharp Air-conditioning and Refrigeration",
        "Everest",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Green Airconditioning- Split System Supply And Install",
        "Purify Air Con Cleaning",
        "RCD Electrical & Air Conditioning",
        "Apex Refrigeration & Airconditioning",
        "Highly-Rated & Competitively Priced Local Specialists"
      ],
      "brands_recommended": [
        "Perth City Air",
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "BMS Air Conditioning",
        "DACS",
        "The Air Con Dude",
        "Response Electricians",
        "Ford & Doonan Air Conditioning West Perth",
        "Zen Cooling",
        "All Skills Evaporative",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Airconditioning Wholesale",
        "Sharp Air-conditioning and Refrigeration",
        "Everest",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Green Airconditioning- Split System Supply And Install",
        "Purify Air Con Cleaning",
        "RCD Electrical & Air Conditioning",
        "Apex Refrigeration & Airconditioning",
        "Highly-Rated & Competitively Priced Local Specialists"
      ],
      "brand_order": [
        "Perth City Air",
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "BMS Air Conditioning",
        "DACS",
        "The Air Con Dude",
        "Response Electricians",
        "Ford & Doonan Air Conditioning West Perth",
        "Zen Cooling",
        "All Skills Evaporative",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Airconditioning Wholesale",
        "Sharp Air-conditioning and Refrigeration",
        "Everest",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Green Airconditioning- Split System Supply And Install",
        "Purify Air Con Cleaning",
        "RCD Electrical & Air Conditioning",
        "Apex Refrigeration & Airconditioning",
        "Highly-Rated & Competitively Priced Local Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSemREUjZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW01eFoyNWpOakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGN6TmZabTQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZMmVXdGlhbXMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4M05uZHVjVGsxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeE16RXpiVGx6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZME1HMXNlWE00GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxM2NXbzFNelIyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSZlgzZHpkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-air_conditioning-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B2",
      "prompt": "cheapest split system installation Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Air-Cond Installs WA",
        "BMS Air Conditioning",
        "Langler Air",
        "Style Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Sharp Air-conditioning and Refrigeration",
        "Leading Air",
        "The Air Con Dude",
        "Airconditioning Wholesale",
        "DACS",
        "Evap Specialists",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Global Cool Air ️ ️",
        "All Degrees Refrigeration & Airconditioning",
        "Zen Cooling",
        "Downunder Refrigeration & Air Conditioning",
        "All Skills Evaporative",
        "Simplicity Air",
        "Electrical Surcharges"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Air-Cond Installs WA",
        "BMS Air Conditioning",
        "Langler Air",
        "Style Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Sharp Air-conditioning and Refrigeration",
        "Leading Air",
        "The Air Con Dude",
        "Airconditioning Wholesale",
        "DACS",
        "Evap Specialists",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Global Cool Air ️ ️",
        "All Degrees Refrigeration & Airconditioning",
        "Zen Cooling",
        "Downunder Refrigeration & Air Conditioning",
        "All Skills Evaporative",
        "Simplicity Air",
        "Electrical Surcharges"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Air-Cond Installs WA",
        "BMS Air Conditioning",
        "Langler Air",
        "Style Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Sharp Air-conditioning and Refrigeration",
        "Leading Air",
        "The Air Con Dude",
        "Airconditioning Wholesale",
        "DACS",
        "Evap Specialists",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Global Cool Air ️ ️",
        "All Degrees Refrigeration & Airconditioning",
        "Zen Cooling",
        "Downunder Refrigeration & Air Conditioning",
        "All Skills Evaporative",
        "Simplicity Air",
        "Electrical Surcharges"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4M05uZHVjVGsxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vMk5tSXljURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd1gydDZlSEJ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGN6TmZabTQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhObVltSTJOMnQ2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZMmVXdGlhbXMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKNGFHczNkemd6GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-air_conditioning-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B2",
      "prompt": "cheapest split system installation Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Electrical Contractor Licence"
      ],
      "brands_recommended": [
        "Electrical Contractor Licence"
      ],
      "brand_order": [
        "Electrical Contractor Licence"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://rickhartoutlet.com.au/products/air-conditioner-installation-service-perth?srsltid=AfmBOop831VlWwiZ6Adbwk3w0BSc_14MpfndbWJbaXM1y1vI4BG2sS53",
        "https://airconditioningwholesale.com.au/collections/split-system-air-conditioners",
        "https://otterair.com.au/blog/split-system-air-conditioning-cost-perth/",
        "https://whatsthedamage.com.au/air-conditioning-cost-perth/",
        "https://www.brillare.net.au/air-conditioning-installation-cost-breakdown-in-perth/"
      ],
      "cited_domains": [
        "rickhartoutlet.com.au",
        "airconditioningwholesale.com.au",
        "otterair.com.au",
        "whatsthedamage.com.au",
        "brillare.net.au"
      ],
      "source_classes": [
        {
          "domain": "rickhartoutlet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airconditioningwholesale.com.au",
          "class": "brand-source"
        },
        {
          "domain": "otterair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "brillare.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-air_conditioning-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B2",
      "prompt": "cheapest split system installation Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "The Good Guys Home Services"
      ],
      "brands_recommended": [
        "The Good Guys Home Services"
      ],
      "brand_order": [
        "The Good Guys Home Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://rickhartoutlet.com.au/products/air-conditioner-installation-service-perth?srsltid=AfmBOoo6QTzHdb0kNPkP2WCPq9iVr5PwF-GgKtGmNTUcwpCQiNf_jAek",
        "https://www.thegoodguys.com.au/home-services/air-conditioning-installation?srsltid=AfmBOor92e7bwjyVqARnLewbce0cUaaV3sZF2TkCCZQrHjb4pjgLllSG",
        "https://www.thequoteyard.com.au/services/split-system-installation-wa",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:12625478378038339468&ibp=oshop",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:2707438582206024014&ibp=oshop"
      ],
      "cited_domains": [
        "rickhartoutlet.com.au",
        "thegoodguys.com.au",
        "thequoteyard.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "rickhartoutlet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thegoodguys.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thequoteyard.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-air_conditioning-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B2",
      "prompt": "cheapest split system installation Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Good Guys Home Services",
        "Airconditioning Wholesale"
      ],
      "brands_recommended": [
        "The Good Guys Home Services",
        "Airconditioning Wholesale"
      ],
      "brand_order": [
        "The Good Guys Home Services",
        "Airconditioning Wholesale"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.thegoodguys.com.au/home-services/air-conditioning-installation?srsltid=AfmBOop15bvUMM0RrFHSE9e8EdE3lVqCDpI1lBJB1SCiLMRWQMr1sctl",
        "https://www.thequoteyard.com.au/services/split-system-installation-wa",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:12625478378038339468&ibp=oshop",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:2707438582206024014&ibp=oshop"
      ],
      "cited_domains": [
        "thegoodguys.com.au",
        "thequoteyard.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "thegoodguys.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thequoteyard.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-air_conditioning-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B2",
      "prompt": "cheapest split system installation Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Retravision",
        "The Good Guys Home Services",
        "Air Conditioning Wholesale",
        "The Quote Yard"
      ],
      "brands_recommended": [
        "Retravision",
        "The Good Guys Home Services",
        "Air Conditioning Wholesale",
        "The Quote Yard"
      ],
      "brand_order": [
        "Retravision",
        "The Good Guys Home Services",
        "Air Conditioning Wholesale",
        "The Quote Yard"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://rickhartoutlet.com.au/products/air-conditioner-installation-service-perth?srsltid=AfmBOoqd8o2pvfOVvZcDvSsufSqQRn0UJNblSv2M65c_ZVyM_glXlRO-",
        "https://airconditioningwholesale.com.au/collections/split-system-air-conditioners",
        "https://www.thegoodguys.com.au/home-services/air-conditioning-installation?srsltid=AfmBOopKDm2_Cw7ROvs86n7d37vunEdonNzp_ujTRT_5s550RHNKJ2RX",
        "https://www.aircondinstallswa.com.au/",
        "https://www.thequoteyard.com.au/services/split-system-installation-wa",
        "https://hipages.com.au/find/air_conditioning_installation/wa/perth",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:7809016496147599623,catalogid:857868376424031879,gpcid:7619171294449130198&ibp=oshop"
      ],
      "cited_domains": [
        "rickhartoutlet.com.au",
        "airconditioningwholesale.com.au",
        "thegoodguys.com.au",
        "aircondinstallswa.com.au",
        "thequoteyard.com.au",
        "hipages.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "rickhartoutlet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airconditioningwholesale.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thegoodguys.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thequoteyard.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-air_conditioning-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B2",
      "prompt": "cheapest split system installation Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Air-Cond Installs WA",
        "Westaus Electrical Services Pty Ltd"
      ],
      "brands_recommended": [
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Air-Cond Installs WA",
        "Westaus Electrical Services Pty Ltd"
      ],
      "brand_order": [
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Air-Cond Installs WA",
        "Westaus Electrical Services Pty Ltd"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.waelectrical.com.au/split-system-installations/?utm_source=chatgpt.com",
        "https://www.aircondinstallswa.com.au/pricing/?utm_source=chatgpt.com",
        "https://whatsthedamage.com.au/air-conditioning-cost-perth/?utm_source=chatgpt.com",
        "https://otterair.com.au/blog/split-system-air-conditioning-cost-perth/?utm_source=chatgpt.com",
        "https://otterair.com.au/air-conditioning-cost-calculator/?utm_source=chatgpt.com",
        "https://www.fixmyaircon.com.au/pricing?utm_source=chatgpt.com",
        "https://www.fixmyaircon.com.au/services?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/guide/aircon-installation-cost-perth/?utm_source=chatgpt.com",
        "https://www.sparky.fyi/costs/split-system-installation/perth?utm_source=chatgpt.com",
        "https://powerpathelectrical.com.au/services/split-system-installations/?utm_source=chatgpt.com",
        "https://waairgroup.com.au/pricing/?utm_source=chatgpt.com",
        "https://www.ezairconditioning.com/?utm_source=chatgpt.com",
        "https://mouritz.com.au/reverse-cycle-split-system-air-conditioner-perth/?utm_source=chatgpt.com",
        "https://armourcorporation.com.au/split-system-installation-cost-perth-2026-a-professional-engineering-pricing-guide/?utm_source=chatgpt.com",
        "https://www.thegoodguys.com.au/home-services/air-conditioning-installation?srsltid=AfmBOopbxX7C9EH_OUVnekK27YEh4fVaHSoWY4DISaJ9BbyHtT811HbM&utm_source=chatgpt.com",
        "https://airconditioningwholesale.com.au/collections/split-system-air-conditioners?srsltid=AfmBOoqPFteMe6ToCah6Q7i6mEhdYxfUuYdfLmLqIf3tojbIMF5q0jrP&utm_source=chatgpt.com",
        "https://www.thequoteyard.com.au/services/split-system-installation-wa?utm_source=chatgpt.com",
        "https://energy.ecoflow.com/au/blog/cost-of-installing-air-con?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/blog/what-aircon-installs-cost-in-2026/?utm_source=chatgpt.com",
        "https://www.aircentral.com.au/domestic/split-system-supply-malaga/?utm_source=chatgpt.com",
        "https://www.aircentral.com.au/domestic/split-system-installation-malaga/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/air_conditioning_installation/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/article/how_much_does_air_conditioning_installation_cost?utm_source=chatgpt.com",
        "https://hipages.com.au/article/split_system_installation_cost?utm_source=chatgpt.com",
        "https://www.fordanddoonan.com.au/cost-calculator/?utm_source=chatgpt.com",
        "https://www.trustedtradienetwork.com/blog/how-much-does-air-conditioning-installation-cost?utm_source=chatgpt.com",
        "https://www.facebook.com/SolarQuotes/posts/heres-a-breakdown-of-how-much-it-really-costs-to-install-air-conditioning-in-aus/1307041318130714/?utm_source=chatgpt.com",
        "https://cbclimatecontrol.com.au/how-much-does-it-cost-to-install-air-conditioning/?utm_source=chatgpt.com",
        "https://www.finder.com.au/energy/airconditioner-running-costs?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "waelectrical.com.au",
        "aircondinstallswa.com.au",
        "whatsthedamage.com.au",
        "otterair.com.au",
        "fixmyaircon.com.au",
        "perthairguide.com.au",
        "sparky.fyi",
        "powerpathelectrical.com.au",
        "waairgroup.com.au",
        "ezairconditioning.com",
        "mouritz.com.au",
        "armourcorporation.com.au",
        "thegoodguys.com.au",
        "airconditioningwholesale.com.au",
        "thequoteyard.com.au",
        "energy.ecoflow.com",
        "solarquotes.com.au",
        "aircentral.com.au",
        "hipages.com.au",
        "fordanddoonan.com.au",
        "trustedtradienetwork.com",
        "facebook.com",
        "cbclimatecontrol.com.au",
        "finder.com.au"
      ],
      "source_classes": [
        {
          "domain": "waelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "otterair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fixmyaircon.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sparky.fyi",
          "class": "third-party"
        },
        {
          "domain": "powerpathelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "waairgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ezairconditioning.com",
          "class": "third-party"
        },
        {
          "domain": "mouritz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "armourcorporation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thegoodguys.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airconditioningwholesale.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thequoteyard.com.au",
          "class": "brand-source"
        },
        {
          "domain": "energy.ecoflow.com",
          "class": "third-party"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aircentral.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trustedtradienetwork.com",
          "class": "third-party"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "cbclimatecontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "finder.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-air_conditioning-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B2",
      "prompt": "cheapest split system installation Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Air-Cond Installs WA",
        "WestOz Trades",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Langler Air",
        "Westaus Electrical Services Pty Ltd",
        "Perth Air Conditioning",
        "Perth City Air",
        "Aircon Express Perth Service & Repairs",
        "TOTAL AIR CONDITIONING PERTH",
        "PremiAir Services WA - Perth",
        "Airconditioning Wholesale",
        "Ambience Air Conditioning Perth",
        "Complete Air Systems"
      ],
      "brands_recommended": [
        "Air-Cond Installs WA",
        "WestOz Trades",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Langler Air",
        "Westaus Electrical Services Pty Ltd",
        "Perth Air Conditioning",
        "Perth City Air",
        "Aircon Express Perth Service & Repairs",
        "TOTAL AIR CONDITIONING PERTH",
        "PremiAir Services WA - Perth",
        "Airconditioning Wholesale",
        "Ambience Air Conditioning Perth",
        "Complete Air Systems"
      ],
      "brand_order": [
        "Air-Cond Installs WA",
        "WestOz Trades",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Langler Air",
        "Westaus Electrical Services Pty Ltd",
        "Perth Air Conditioning",
        "Perth City Air",
        "Aircon Express Perth Service & Repairs",
        "TOTAL AIR CONDITIONING PERTH",
        "PremiAir Services WA - Perth",
        "Airconditioning Wholesale",
        "Ambience Air Conditioning Perth",
        "Complete Air Systems"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.waelectrical.com.au/split-system-installations/?utm_source=chatgpt.com",
        "https://whatsthedamage.com.au/air-conditioning-cost-perth/?utm_source=chatgpt.com",
        "https://www.thequoteyard.com.au/services/split-system-installation-wa?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "waelectrical.com.au",
        "whatsthedamage.com.au",
        "thequoteyard.com.au"
      ],
      "source_classes": [
        {
          "domain": "waelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "thequoteyard.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-air_conditioning-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B2",
      "prompt": "cheapest split system installation Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Air-Cond Installs WA",
        "Perth City Air",
        "Westaus Electrical Services Pty Ltd",
        "Brady Electrical",
        "All Skills Evaporative",
        "TOTAL AIR CONDITIONING PERTH",
        "Aircon Express Perth Service & Repairs",
        "BMS Air Conditioning",
        "Airconditioning Wholesale",
        "Complete Air Systems",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Brady Electrical at the advertised $1,215+"
      ],
      "brands_recommended": [
        "Air-Cond Installs WA",
        "Perth City Air",
        "Westaus Electrical Services Pty Ltd",
        "Brady Electrical",
        "All Skills Evaporative",
        "TOTAL AIR CONDITIONING PERTH",
        "Aircon Express Perth Service & Repairs",
        "BMS Air Conditioning",
        "Airconditioning Wholesale",
        "Complete Air Systems",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Brady Electrical at the advertised $1,215+"
      ],
      "brand_order": [
        "Air-Cond Installs WA",
        "Perth City Air",
        "Westaus Electrical Services Pty Ltd",
        "Brady Electrical",
        "All Skills Evaporative",
        "TOTAL AIR CONDITIONING PERTH",
        "Aircon Express Perth Service & Repairs",
        "BMS Air Conditioning",
        "Airconditioning Wholesale",
        "Complete Air Systems",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Brady Electrical at the advertised $1,215+"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.waelectrical.com.au/split-system-installations/?utm_source=chatgpt.com",
        "https://www.bradyelectrical.com.au/air-conditioning?utm_source=chatgpt.com",
        "https://airrush.com.au/split-systems?utm_source=chatgpt.com",
        "https://www.aircondinstallswa.com.au/brands/?utm_source=chatgpt.com",
        "https://whatsthedamage.com.au/air-conditioning-cost-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "waelectrical.com.au",
        "bradyelectrical.com.au",
        "airrush.com.au",
        "aircondinstallswa.com.au",
        "whatsthedamage.com.au"
      ],
      "source_classes": [
        {
          "domain": "waelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bradyelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airrush.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-air_conditioning-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B2",
      "prompt": "cheapest split system installation Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://mouritz.com.au/reverse-cycle-split-system-air-conditioner-perth/",
        "https://www.jrmtelectrical.com.au/how-much-does-air-conditioning-installation-cost-australia/#:~:text=2.%20Installation%20Complexity%20and%20Labour%20Costs%20*,or%20reinforcing%20structures%20for%20installation%20increases%20costs."
      ],
      "cited_domains": [
        "mouritz.com.au",
        "jrmtelectrical.com.au"
      ],
      "source_classes": [
        {
          "domain": "mouritz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "jrmtelectrical.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-air_conditioning-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B2",
      "prompt": "cheapest split system installation Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://whatsthedamage.com.au/air-conditioning-cost-perth/#:~:text=By%20The%20WTD%20Editorial%20Team%20%C2%B7%20Last,start%20from%20%248%2C400%20and%20can%20exceed%20%2414%2C700.",
        "https://whatsthedamage.com.au/air-conditioning-cost-perth/#:~:text=Budget%20%241%2C250%20installedAverage%20%242%2C625%20installedPremium%20%244%2C725%20installed.,system.%20Ducted%20whole-home%20systems%20cost%20%248%2C400%E2%80%93%2414%2C700%20installed.",
        "https://whatsthedamage.com.au/air-conditioning-cost-perth/#:~:text=Budget%20%241%2C250%20installedAverage%20%242%2C625%20installedPremium%20%244%2C725%20installed.,system.%20Ducted%20whole-home%20systems%20cost%20%248%2C400%E2%80%93%2414%2C700%20installed.",
        "https://whatsthedamage.com.au/air-conditioning-cost-perth/#:~:text=Budget%20%241%2C250%20installedAverage%20%242%2C625%20installedPremium%20%244%2C725%20installed.,system.%20Ducted%20whole-home%20systems%20cost%20%248%2C400%E2%80%93%2414%2C700%20installed.",
        "https://whatsthedamage.com.au/air-conditioning-cost-perth/#:~:text=How%20to%20Save%20Money%20on%20Air%20Conditioning,a%20guess%20at%20the%20size%20you%20need."
      ],
      "cited_domains": [
        "whatsthedamage.com.au"
      ],
      "source_classes": [
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-air_conditioning-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B2",
      "prompt": "cheapest split system installation Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://globalcoolair.com.au/split-system-air-conditioner-cost/#:~:text=35%E2%80%9360m%C2%B2%205.0%E2%80%937.0%20kW.%20%242%2C800%20%E2%80%93%20%244%2C500.%20Kelvinator.,%E2%80%93%20%242%2C300.%20Bonaire.%20*%20Small%20Rooms%20Approx.",
        "https://globalcoolair.com.au/split-system-air-conditioner-cost/#:~:text=Daikin%20and%20Panasonic%20are%20at%20the%20top,brands%2C%20typically%20at%20prices%20less%20than%20~%241%2C500.",
        "https://globalcoolair.com.au/split-system-air-conditioner-cost/#:~:text=Daikin%20and%20Panasonic%20are%20at%20the%20top,brands%2C%20typically%20at%20prices%20less%20than%20~%241%2C500.",
        "https://globalcoolair.com.au/split-system-air-conditioner-cost/#:~:text=Even%20though%20the%20initial%20setup%20cost%20is,about%20%241200%20or%20higher%20for%20larger%20units.",
        "https://globalcoolair.com.au/split-system-air-conditioner-cost/#:~:text=%241%2C400%20%E2%80%93%20%242%2C200.%20*%20Large%20Rooms%20Approx.,Approx.%2035%E2%80%9360m%C2%B2%205.0%E2%80%937.0%20kW.%20%241%2C600%20%E2%80%93%20%242%2C500."
      ],
      "cited_domains": [
        "globalcoolair.com.au"
      ],
      "source_classes": [
        {
          "domain": "globalcoolair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-air_conditioning-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B3",
      "prompt": "air conditioning repair Perth same day service",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Aircon Express Perth Service & Repairs",
        "Same-day air conditioning repair in Perth",
        "Perth Air Conditioning Repair Providers",
        "Tips for Booking Same-Day Service"
      ],
      "brands_recommended": [
        "Aircon Express Perth Service & Repairs",
        "Same-day air conditioning repair in Perth",
        "Perth Air Conditioning Repair Providers",
        "Tips for Booking Same-Day Service"
      ],
      "brand_order": [
        "Aircon Express Perth Service & Repairs",
        "Same-day air conditioning repair in Perth",
        "Perth Air Conditioning Repair Providers",
        "Tips for Booking Same-Day Service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkc01IaDNjekJuGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-air_conditioning-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B3",
      "prompt": "air conditioning repair Perth same day service",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Aircon Express Perth Service & Repairs",
        "TOTAL AIR CONDITIONING PERTH",
        "W.A Mobile Car Aircon Repair",
        "Perth City Air",
        "BMS Air Conditioning",
        "All Skills Evaporative",
        "Acute Auto Air Conditioning and Heating",
        "DACS",
        "Autocool Components",
        "Perth Air Repair",
        "Simplicity Air",
        "Evap Specialists",
        "Rapid Air Conditioning",
        "Leading Air",
        "Advanced Evaporative and Heating",
        "Musca Autos",
        "Air cool care Perth",
        "Ford & Doonan Air Conditioning West Perth",
        "Tips for Booking Same-Day Service"
      ],
      "brands_recommended": [
        "Aircon Express Perth Service & Repairs",
        "TOTAL AIR CONDITIONING PERTH",
        "W.A Mobile Car Aircon Repair",
        "Perth City Air",
        "BMS Air Conditioning",
        "All Skills Evaporative",
        "Acute Auto Air Conditioning and Heating",
        "DACS",
        "Autocool Components",
        "Perth Air Repair",
        "Simplicity Air",
        "Evap Specialists",
        "Rapid Air Conditioning",
        "Leading Air",
        "Advanced Evaporative and Heating",
        "Musca Autos",
        "Air cool care Perth",
        "Ford & Doonan Air Conditioning West Perth",
        "Tips for Booking Same-Day Service"
      ],
      "brand_order": [
        "Aircon Express Perth Service & Repairs",
        "TOTAL AIR CONDITIONING PERTH",
        "W.A Mobile Car Aircon Repair",
        "Perth City Air",
        "BMS Air Conditioning",
        "All Skills Evaporative",
        "Acute Auto Air Conditioning and Heating",
        "DACS",
        "Autocool Components",
        "Perth Air Repair",
        "Simplicity Air",
        "Evap Specialists",
        "Rapid Air Conditioning",
        "Leading Air",
        "Advanced Evaporative and Heating",
        "Musca Autos",
        "Air cool care Perth",
        "Ford & Doonan Air Conditioning West Perth",
        "Tips for Booking Same-Day Service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkc01IaDNjekJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNGRtMXVZM1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZMmVXdGlhbXMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoaWJqVnNjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2QzUmZaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3MlltNWZOV055GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKNGFHczNkemd6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vMk5tSXljURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemRITmtaakJ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek1IaDZNekI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmVERjVOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjeGVHTXlhSEJ3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW01eFoyNWpOakkYCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-air_conditioning-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B3",
      "prompt": "air conditioning repair Perth same day service",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Aircon Express Perth Service & Repairs",
        "Acute Auto Air Conditioning and Heating",
        "AutoGuru"
      ],
      "brands_recommended": [
        "Aircon Express Perth Service & Repairs",
        "Acute Auto Air Conditioning and Heating",
        "AutoGuru"
      ],
      "brand_order": [
        "Aircon Express Perth Service & Repairs",
        "Acute Auto Air Conditioning and Heating",
        "AutoGuru"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkc01IaDNjekJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoaWJqVnNjQRgK",
        "https://www.autoguru.com.au/quote?RepairInspectionIds=186&SupplierId=14338&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602"
      ],
      "cited_domains": [
        "google.com",
        "autoguru.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-air_conditioning-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B3",
      "prompt": "air conditioning repair Perth same day service",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-air_conditioning-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B3",
      "prompt": "air conditioning repair Perth same day service",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-air_conditioning-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B3",
      "prompt": "air conditioning repair Perth same day service",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-air_conditioning-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B3",
      "prompt": "air conditioning repair Perth same day service",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Quick Air Perth",
        "Fix My Aircon Perth repair service",
        "Legacy Air Perth air conditioning repairs",
        "SolusAir WA air conditioning services",
        "ChillMasters Air Conditioning Perth"
      ],
      "brands_recommended": [
        "Quick Air Perth",
        "Fix My Aircon Perth repair service",
        "Legacy Air Perth air conditioning repairs",
        "SolusAir WA air conditioning services",
        "ChillMasters Air Conditioning Perth"
      ],
      "brand_order": [
        "Quick Air Perth",
        "Fix My Aircon Perth repair service",
        "Legacy Air Perth air conditioning repairs",
        "SolusAir WA air conditioning services",
        "ChillMasters Air Conditioning Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.getquickair.com.au/wa/air-conditioner-repair-perth/?utm_source=chatgpt.com",
        "https://www.legacyair.com.au/air-conditioning-repairs-perth?utm_source=chatgpt.com",
        "https://www.fixmyaircon.com.au/aircon-repair/perth?utm_source=chatgpt.com",
        "https://www.solusair.com.au/wa/?utm_source=chatgpt.com",
        "https://chillmastersairconditioning.com/?utm_source=chatgpt.com",
        "https://www.fixmyaircon.com.au/aircon-repair?utm_source=chatgpt.com",
        "https://www.getquickair.com.au/wa/?utm_source=chatgpt.com",
        "https://www.getquickair.com.au/wa/air-conditioner-service-perth/?utm_source=chatgpt.com",
        "https://www.samedaytrades.com.au/perth/air-conditioning?utm_source=chatgpt.com",
        "https://www.solusair.com.au/wa/air-conditioning-services-in-perth/?utm_source=chatgpt.com",
        "https://www.solusair.com.au/wa/air-conditioning-services-in-perth-cbd/?utm_source=chatgpt.com",
        "https://www.mremergency.com.au/service-areas/wa/air-conditioning-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "getquickair.com.au",
        "legacyair.com.au",
        "fixmyaircon.com.au",
        "solusair.com.au",
        "chillmastersairconditioning.com",
        "samedaytrades.com.au",
        "mremergency.com.au"
      ],
      "source_classes": [
        {
          "domain": "getquickair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "legacyair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fixmyaircon.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solusair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chillmastersairconditioning.com",
          "class": "brand-source"
        },
        {
          "domain": "samedaytrades.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mremergency.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-air_conditioning-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B3",
      "prompt": "air conditioning repair Perth same day service",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Air Repair",
        "Mr Emergency Air Conditioning Perth",
        "Air cool care Perth",
        "Air-Cond Installs WA",
        "Mr Emergency",
        "TOTAL AIR CONDITIONING PERTH",
        "Aircon Express Perth Service & Repairs",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Perth City Air",
        "Complete Air Systems",
        "Air Conditioning Headquarters",
        "Commercial Refrigeration Perth",
        "All Air Services",
        "RCD Electrical & Air Conditioning"
      ],
      "brands_recommended": [
        "Perth Air Repair",
        "Mr Emergency Air Conditioning Perth",
        "Air cool care Perth",
        "Air-Cond Installs WA",
        "Mr Emergency",
        "TOTAL AIR CONDITIONING PERTH",
        "Aircon Express Perth Service & Repairs",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Perth City Air",
        "Complete Air Systems",
        "Air Conditioning Headquarters",
        "Commercial Refrigeration Perth",
        "All Air Services",
        "RCD Electrical & Air Conditioning"
      ],
      "brand_order": [
        "Perth Air Repair",
        "Mr Emergency Air Conditioning Perth",
        "Air cool care Perth",
        "Air-Cond Installs WA",
        "Mr Emergency",
        "TOTAL AIR CONDITIONING PERTH",
        "Aircon Express Perth Service & Repairs",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Perth City Air",
        "Complete Air Systems",
        "Air Conditioning Headquarters",
        "Commercial Refrigeration Perth",
        "All Air Services",
        "RCD Electrical & Air Conditioning"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mremergency.com.au/service-areas/wa/air-conditioning-perth/?utm_source=chatgpt.com",
        "https://www.getquickair.com.au/wa/air-conditioner-repair-perth/?utm_source=chatgpt.com",
        "https://www.getquickair.com.au/wa/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "mremergency.com.au",
        "getquickair.com.au"
      ],
      "source_classes": [
        {
          "domain": "mremergency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "getquickair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-air_conditioning-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B3",
      "prompt": "air conditioning repair Perth same day service",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Airaxe Refrigeration & Air Conditioning",
        "Commercial Refrigeration Perth",
        "Mr Emergency Air Conditioning Perth",
        "Fix My Aircon"
      ],
      "brands_recommended": [
        "Airaxe Refrigeration & Air Conditioning",
        "Commercial Refrigeration Perth",
        "Mr Emergency Air Conditioning Perth",
        "Fix My Aircon"
      ],
      "brand_order": [
        "Airaxe Refrigeration & Air Conditioning",
        "Commercial Refrigeration Perth",
        "Mr Emergency Air Conditioning Perth",
        "Fix My Aircon"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solusair.com.au/wa/?utm_source=chatgpt.com",
        "https://www.getquickair.com.au/wa/air-conditioner-repair-perth/?utm_source=chatgpt.com",
        "https://www.fixmyaircon.com.au/aircon-repair?utm_source=chatgpt.com",
        "https://www.samedaytrades.com.au/perth/air-conditioning-repair?utm_source=chatgpt.com",
        "https://www.solusair.com.au/wa/air-conditioning-services-in-perth/?utm_source=chatgpt.com",
        "https://www.solusair.com.au/wa/air-conditioning-services-in-west-perth/?utm_source=chatgpt.com",
        "https://www.solusair.com.au/wa/air-conditioning-services-in-perth-cbd/?utm_source=chatgpt.com",
        "https://www.getquickair.com.au/wa/?utm_source=chatgpt.com",
        "https://www.getquickair.com.au/wa/air-conditioner-service-perth/?utm_source=chatgpt.com",
        "https://www.legacyair.com.au/air-conditioning-repairs-perth?utm_source=chatgpt.com",
        "https://www.fixmyaircon.com.au/aircon-repair/perth?utm_source=chatgpt.com",
        "https://www.samedaytrades.com.au/perth/air-conditioning?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "solusair.com.au",
        "getquickair.com.au",
        "fixmyaircon.com.au",
        "samedaytrades.com.au",
        "legacyair.com.au"
      ],
      "source_classes": [
        {
          "domain": "solusair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "getquickair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fixmyaircon.com.au",
          "class": "brand-source"
        },
        {
          "domain": "samedaytrades.com.au",
          "class": "brand-source"
        },
        {
          "domain": "legacyair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-air_conditioning-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B3",
      "prompt": "air conditioning repair Perth same day service",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.samedaytrades.com.au/perth/air-conditioning#:~:text=Air%20Conditioning%20Perth%3A%20Install%2C%20Repair%20%26%20Service,partner%20in%20air%20conditioning%20needs%2C%20available%2024%2F7.",
        "https://www.mremergency.com.au/service-areas/wa/air-conditioning-perth/#:~:text=If%20you%20need%20a%20local%20aircon%20technician,you%20have%20an%20urgent%20air%20conditioning%20issue.",
        "https://www.mremergency.com.au/service-areas/wa/air-conditioning-perth/#:~:text=Mr%20Emergency%20also%20has%20the%20latest%20diagnostic,hydronic%20heating%2C%20we%20can%20look%20after%20it.",
        "https://www.samedaytrades.com.au/perth/air-conditioning#:~:text=Expertise%20covers%20everything%20from%20air%20conditioner%20installation,%26%20Building%20and%20Energy%20Authorised%2C%20Perth%20AC.",
        "https://www.metropolitanairconditioning.com.au/locations/wa/air-conditioning-perth/#:~:text=Air%20Conditioning%20Perth%20%7C%2024%2F7%20Repairs%20%26,Finance%20Options%20Available**%20*%20Upfront%20Fixed-Price%20Quotes.",
        "https://www.upside-down.com.au/service-areas/wa/south-perth-air-conditioning/#:~:text=Our%20fully%20licensed%20air%20con%20experts%20always,surprised%20by%20the%20cost%20of%20our%20service.",
        "https://www.samedaytrades.com.au/perth/air-conditioning#:~:text=Same%20Day%20Trades%20installs%20split%20systems%2C%20multi-head,to%20ensure%20the%20unit%20is%20correctly%20sized.",
        "https://www.samedaytrades.com.au/perth/air-conditioning/belmont#:~:text=Popular%20Air%20Conditioning%20Brands%20We%20Service%20in,allows%20faster%20diagnosis%20and%20correct%20part%20selection.",
        "https://www.samedaytrades.com.au/perth/air-conditioning#:~:text=If%20your%20Perth%20air%20conditioner%20is%20blowing,or%20tripping%20the%20circuit%20call%20us%20same-day.",
        "https://www.samedaytrades.com.au/perth/air-conditioning#:~:text=All%20electrical%20wiring%20for%20air%20conditioning%20installations,licences%20and%20Building%20and%20Energy%20electrical%20authorisations."
      ],
      "cited_domains": [
        "samedaytrades.com.au",
        "mremergency.com.au",
        "metropolitanairconditioning.com.au",
        "upside-down.com.au"
      ],
      "source_classes": [
        {
          "domain": "samedaytrades.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mremergency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "metropolitanairconditioning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "upside-down.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-air_conditioning-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B3",
      "prompt": "air conditioning repair Perth same day service",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.samedaytrades.com.au/perth/air-conditioning#:~:text=Air%20Conditioning%20Perth%3A%20Install%2C%20Repair%20%26%20Service,partner%20in%20air%20conditioning%20needs%2C%20available%2024%2F7.",
        "https://www.mremergency.com.au/service-areas/wa/air-conditioning-perth/#:~:text=We%20operate%2024%2F7*%2C%20every%20day%20of%20the,who%20are%20available%2024%2F7*%2C%20all%20year%20round.",
        "https://www.samedaytrades.com.au/perth/air-conditioning#:~:text=Call%201300%20632%20094%20to%20book%20an,the%20north%20to%20Mandurah%20in%20the%20south.",
        "https://www.metropolitanairconditioning.com.au/locations/wa/air-conditioning-perth/#:~:text=No%20matter%20what%20the%20day%20or%20time%2C,whole%20suite%20of%20heating%20and%20cooling%20services.",
        "https://www.upside-down.com.au/service-areas/wa/south-perth-air-conditioning/#:~:text=We%20also%20provide%20heating%20services%2C%20including%20gas,same%20day%20servicing%20in%20South%20Perth%206151.",
        "https://www.airconexpress.com.au/",
        "https://www.samedaytrades.com.au/perth/air-conditioning#:~:text=All%20electrical%20wiring%20for%20air%20conditioning%20installations,licences%20and%20Building%20and%20Energy%20electrical%20authorisations."
      ],
      "cited_domains": [
        "samedaytrades.com.au",
        "mremergency.com.au",
        "metropolitanairconditioning.com.au",
        "upside-down.com.au",
        "airconexpress.com.au"
      ],
      "source_classes": [
        {
          "domain": "samedaytrades.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mremergency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "metropolitanairconditioning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "upside-down.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airconexpress.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-air_conditioning-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B3",
      "prompt": "air conditioning repair Perth same day service",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Mr Emergency",
        "Metropolitan Air Conditioning",
        "Local Specialists & Independent Contractors",
        "Perth City Air",
        "Air Concepts"
      ],
      "brands_recommended": [
        "Mr Emergency",
        "Metropolitan Air Conditioning",
        "Local Specialists & Independent Contractors",
        "Perth City Air",
        "Air Concepts"
      ],
      "brand_order": [
        "Mr Emergency",
        "Metropolitan Air Conditioning",
        "Local Specialists & Independent Contractors",
        "Perth City Air",
        "Air Concepts"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-air_conditioning-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B4",
      "prompt": "most reliable air conditioning company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth City Air",
        "TOTAL AIR CONDITIONING PERTH",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Air Conditioning Industries WA",
        "BMS Air Conditioning",
        "Style Air",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "WestOz Trades",
        "DACS",
        "Downunder Refrigeration & Air Conditioning",
        "All Degrees Refrigeration & Airconditioning",
        "The Air Con Dude",
        "HQ Electrical & Air",
        "Evap Specialists",
        "Langler Air",
        "All Skills Evaporative",
        "Apex Refrigeration & Airconditioning",
        "WestOz Trades Air Conditioning Services Perth"
      ],
      "brands_recommended": [
        "Perth City Air",
        "TOTAL AIR CONDITIONING PERTH",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Air Conditioning Industries WA",
        "BMS Air Conditioning",
        "Style Air",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "WestOz Trades",
        "DACS",
        "Downunder Refrigeration & Air Conditioning",
        "All Degrees Refrigeration & Airconditioning",
        "The Air Con Dude",
        "HQ Electrical & Air",
        "Evap Specialists",
        "Langler Air",
        "All Skills Evaporative",
        "Apex Refrigeration & Airconditioning",
        "WestOz Trades Air Conditioning Services Perth"
      ],
      "brand_order": [
        "Perth City Air",
        "TOTAL AIR CONDITIONING PERTH",
        "Leading Air",
        "Sharp Air-conditioning and Refrigeration",
        "Air Conditioning Industries WA",
        "BMS Air Conditioning",
        "Style Air",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "WestOz Trades",
        "DACS",
        "Downunder Refrigeration & Air Conditioning",
        "All Degrees Refrigeration & Airconditioning",
        "The Air Con Dude",
        "HQ Electrical & Air",
        "Evap Specialists",
        "Langler Air",
        "All Skills Evaporative",
        "Apex Refrigeration & Airconditioning",
        "WestOz Trades Air Conditioning Services Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/c/air-conditioning-heating-services/l/western-australia_au",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNWNEVTFjVGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhObVltSTJOMnQ2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNE9HY3hhRjluGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vMk5tSXljURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZMmVXdGlhbXMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo"
      ],
      "cited_domains": [
        "productreview.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-air_conditioning-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B4",
      "prompt": "most reliable air conditioning company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "All Skills Evaporative",
        "BMS Air Conditioning",
        "Sharp Air-conditioning and Refrigeration",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Leading Air",
        "Style Air",
        "Air Conditioning Industries WA",
        "Evap Specialists",
        "DACS",
        "Langler Air",
        "The Air Con Dude",
        "Ducted air conditioning",
        "WestOz Trades",
        "WA Air Group",
        "Ford & Doonan Air Conditioning West Perth",
        "Apex Refrigeration & Airconditioning"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "All Skills Evaporative",
        "BMS Air Conditioning",
        "Sharp Air-conditioning and Refrigeration",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Leading Air",
        "Style Air",
        "Air Conditioning Industries WA",
        "Evap Specialists",
        "DACS",
        "Langler Air",
        "The Air Con Dude",
        "Ducted air conditioning",
        "WestOz Trades",
        "WA Air Group",
        "Ford & Doonan Air Conditioning West Perth",
        "Apex Refrigeration & Airconditioning"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "All Skills Evaporative",
        "BMS Air Conditioning",
        "Sharp Air-conditioning and Refrigeration",
        "Air-Cond Installs WA",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Leading Air",
        "Style Air",
        "Air Conditioning Industries WA",
        "Evap Specialists",
        "DACS",
        "Langler Air",
        "The Air Con Dude",
        "Ducted air conditioning",
        "WestOz Trades",
        "WA Air Group",
        "Ford & Doonan Air Conditioning West Perth",
        "Apex Refrigeration & Airconditioning"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZMmVXdGlhbXMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNWNEVTFjVGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vMk5tSXljURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwb1p6Z3piWFo0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxemRtUmtYMkl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW01eFoyNWpOakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-air_conditioning-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B4",
      "prompt": "most reliable air conditioning company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "All Skills Evaporative",
        "Air-Cond Installs WA",
        "Ducted air conditioning",
        "Sharp Air-conditioning and Refrigeration",
        "BMS Air Conditioning",
        "Advanced Evaporative and Heating",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "DACS",
        "WA Air Group",
        "Leading Air",
        "Everest",
        "Smartfix",
        "Air Conditioning Industries WA",
        "Ford & Doonan Air Conditioning West Perth",
        "Evap Specialists",
        "Apex Refrigeration & Airconditioning",
        "Aircon Express Perth Service & Repairs"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "All Skills Evaporative",
        "Air-Cond Installs WA",
        "Ducted air conditioning",
        "Sharp Air-conditioning and Refrigeration",
        "BMS Air Conditioning",
        "Advanced Evaporative and Heating",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "DACS",
        "WA Air Group",
        "Leading Air",
        "Everest",
        "Smartfix",
        "Air Conditioning Industries WA",
        "Ford & Doonan Air Conditioning West Perth",
        "Evap Specialists",
        "Apex Refrigeration & Airconditioning",
        "Aircon Express Perth Service & Repairs"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "All Skills Evaporative",
        "Air-Cond Installs WA",
        "Ducted air conditioning",
        "Sharp Air-conditioning and Refrigeration",
        "BMS Air Conditioning",
        "Advanced Evaporative and Heating",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "DACS",
        "WA Air Group",
        "Leading Air",
        "Everest",
        "Smartfix",
        "Air Conditioning Industries WA",
        "Ford & Doonan Air Conditioning West Perth",
        "Evap Specialists",
        "Apex Refrigeration & Airconditioning",
        "Aircon Express Perth Service & Repairs"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZMmVXdGlhbXMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwb1p6Z3piWFo0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek1IaDZNekI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxemRtUmtYMkl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeE16RXpiVGx6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwc2VIaHNPVE5rGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNWNEVTFjVGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW01eFoyNWpOakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vMk5tSXljURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkc01IaDNjekJuGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-air_conditioning-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B4",
      "prompt": "most reliable air conditioning company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-air_conditioning-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B4",
      "prompt": "most reliable air conditioning company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-air_conditioning-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B4",
      "prompt": "most reliable air conditioning company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://airconditioningperth.com.au/",
        "https://ambienceair.com/",
        "https://mouritz.com.au/",
        "https://needhamair.com.au/",
        "https://www.airforceairconditioning.com.au/"
      ],
      "cited_domains": [
        "airconditioningperth.com.au",
        "ambienceair.com",
        "mouritz.com.au",
        "needhamair.com.au",
        "airforceairconditioning.com.au"
      ],
      "source_classes": [
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        },
        {
          "domain": "mouritz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "needhamair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airforceairconditioning.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-air_conditioning-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B4",
      "prompt": "most reliable air conditioning company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Air Conditioning Industries WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Sharp Air-conditioning and Refrigeration",
        "Perth City Air",
        "Australian HVAC Services",
        "Commercial Refrigeration Perth",
        "Air cool care Perth",
        "RCD Electrical & Air Conditioning",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "BMS Air Conditioning"
      ],
      "brands_recommended": [
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Air Conditioning Industries WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Sharp Air-conditioning and Refrigeration",
        "Perth City Air",
        "Australian HVAC Services",
        "Commercial Refrigeration Perth",
        "Air cool care Perth",
        "RCD Electrical & Air Conditioning",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "BMS Air Conditioning"
      ],
      "brand_order": [
        "WestOz Trades",
        "Air-Cond Installs WA",
        "Air Conditioning Industries WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Sharp Air-conditioning and Refrigeration",
        "Perth City Air",
        "Australian HVAC Services",
        "Commercial Refrigeration Perth",
        "Air cool care Perth",
        "RCD Electrical & Air Conditioning",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "BMS Air Conditioning"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://www.aircondinstallswa.com.au/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/reviews/airconditioning-industries-wa-carramar?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/air-conditioning?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "aircondinstallswa.com.au",
        "wordofmouth.com.au",
        "homedone.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-air_conditioning-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B4",
      "prompt": "most reliable air conditioning company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Sharp Air-conditioning and Refrigeration",
        "TOTAL AIR CONDITIONING PERTH",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "PremiAir Services WA - Perth",
        "Perth Air Guide",
        "Perth City Air",
        "Commercial Refrigeration Perth",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air cool care Perth",
        "BMS Air Conditioning",
        "Aircon Express Perth Service & Repairs",
        "Perth Air Conditioning",
        "Ambience Air Conditioning Perth",
        "Sharp Air-conditioning",
        "TOTAL AIR"
      ],
      "brands_recommended": [
        "Sharp Air-conditioning and Refrigeration",
        "TOTAL AIR CONDITIONING PERTH",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "PremiAir Services WA - Perth",
        "Perth Air Guide",
        "Perth City Air",
        "Commercial Refrigeration Perth",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air cool care Perth",
        "BMS Air Conditioning",
        "Aircon Express Perth Service & Repairs",
        "Perth Air Conditioning",
        "Ambience Air Conditioning Perth",
        "Sharp Air-conditioning",
        "TOTAL AIR"
      ],
      "brand_order": [
        "Sharp Air-conditioning and Refrigeration",
        "TOTAL AIR CONDITIONING PERTH",
        "Air Conditioning Industries WA",
        "Air-Cond Installs WA",
        "PremiAir Services WA - Perth",
        "Perth Air Guide",
        "Perth City Air",
        "Commercial Refrigeration Perth",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Air cool care Perth",
        "BMS Air Conditioning",
        "Aircon Express Perth Service & Repairs",
        "Perth Air Conditioning",
        "Ambience Air Conditioning Perth",
        "Sharp Air-conditioning",
        "TOTAL AIR"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.homedone.com.au/perth/air-conditioning?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/?utm_source=chatgpt.com",
        "https://www.choice.com.au/home-and-living/cooling/air-conditioners/buying-guides/air-conditioners?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "homedone.com.au",
        "starworks.com.au",
        "perthairguide.com.au",
        "choice.com.au"
      ],
      "source_classes": [
        {
          "domain": "homedone.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "choice.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-air_conditioning-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B4",
      "prompt": "most reliable air conditioning company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Air Conditioning Industries WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Style Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Perth Air Guide",
        "Perth City Air",
        "Commercial Refrigeration Perth",
        "BMS Air Conditioning",
        "PremiAir Services WA - Perth",
        "Aircon Express Perth Service & Repairs",
        "Perth Air Conditioning",
        "Ambience Air Conditioning Perth",
        "Complete Air Systems",
        "TOTAL AIR"
      ],
      "brands_recommended": [
        "Air Conditioning Industries WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Style Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Perth Air Guide",
        "Perth City Air",
        "Commercial Refrigeration Perth",
        "BMS Air Conditioning",
        "PremiAir Services WA - Perth",
        "Aircon Express Perth Service & Repairs",
        "Perth Air Conditioning",
        "Ambience Air Conditioning Perth",
        "Complete Air Systems",
        "TOTAL AIR"
      ],
      "brand_order": [
        "Air Conditioning Industries WA",
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Style Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "Perth Air Guide",
        "Perth City Air",
        "Commercial Refrigeration Perth",
        "BMS Air Conditioning",
        "PremiAir Services WA - Perth",
        "Aircon Express Perth Service & Repairs",
        "Perth Air Conditioning",
        "Ambience Air Conditioning Perth",
        "Complete Air Systems",
        "TOTAL AIR"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/hvac/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/air-conditioning-and-heating?utm_source=chatgpt.com",
        "https://www.perthairguide.com.au/?utm_source=chatgpt.com",
        "https://www.choice.com.au/home-and-living/cooling/air-conditioners/buying-guides/air-conditioners?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "perthairguide.com.au",
        "choice.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "perthairguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "choice.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-air_conditioning-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B4",
      "prompt": "most reliable air conditioning company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly Rated Perth Air Conditioning Companies"
      ],
      "brands_recommended": [
        "Highly Rated Perth Air Conditioning Companies"
      ],
      "brand_order": [
        "Highly Rated Perth Air Conditioning Companies"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://crispair.com.au/",
        "https://crispair.com.au/#:~:text=40%20years%20of%20local%20Perth%20climate%20expertise.,tailored%20to%20your%20home's%20exact%20floor%20plan.",
        "https://www.getquickair.com.au/blog/top-air-conditioning-companies-perth/#:~:text=*%20Ford%20%26%20Doonan.%20Ford%20%26%20Doonan,most%20established%20name%20in%20Perth%20air%20conditioning.",
        "https://www.getquickair.com.au/blog/top-air-conditioning-companies-perth/#:~:text=We%20rank%20QuickAir%20as%20the%20top%20air,a%204.9-star%20rating%20from%20128%20Google%20reviews.",
        "https://www.getquickair.com.au/blog/top-air-conditioning-companies-perth/#:~:text=Mouritz%20brings%20more%20than%2045%20years%20of,guarantee%2C%20which%20is%20rare%20in%20the%20industry.",
        "https://www.airconperth.com/top-6-air-conditioning-brands-in-perth-a-comprehensive-review/#:~:text=Daikin%20is%20a%20global%20leader%20in%20the,a%20range%20of%20high-quality%20air%20conditioning%20units.",
        "https://www.airconperth.com/top-6-air-conditioning-brands-in-perth-a-comprehensive-review/#:~:text=Panasonic%2C%20a%20brand%20synonymous%20with%20innovation%20and,high%20customer%20satisfaction%20and%20excellent%20after-sales%20service."
      ],
      "cited_domains": [
        "crispair.com.au",
        "getquickair.com.au",
        "airconperth.com"
      ],
      "source_classes": [
        {
          "domain": "crispair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "getquickair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airconperth.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-air_conditioning-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B4",
      "prompt": "most reliable air conditioning company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.finder.com.au/news/australias-best-air-conditioner-brands?utm_source=gemini#:~:text=Daikin%20came%20out%20on%20top%20overall%2C%20taking,and%20ActronAir%20picked%20up%20Easiest%20to%20Clean.",
        "https://www.youtube.com/watch?v=86z5SBlsm40&utm_source=gemini#:~:text=In%20this%20video%2C%20we%20compare%3A%201.%20Daikin,best%20air%20conditioner%20for%20every%20Australian%20home.",
        "https://www.finder.com.au/news/australias-best-air-conditioner-brands?utm_source=gemini#:~:text=Fujitsu%20(4.53)%2C%20LG%20(4.48)%20Most%20Recommended.%20Panasonic.,%7C%20Panasonic%20(4.43)%2C%20Mitsubishi%20Electric%20(4.42)%20%7C",
        "https://needhamair.com.au/?utm_source=gemini#:~:text=Needham%20Air%20is%20Perth's%20premier%20specialist%20in,performance%20required%20for%20luxury%20Western%20Australian%20residences."
      ],
      "cited_domains": [
        "finder.com.au",
        "youtube.com",
        "needhamair.com.au"
      ],
      "source_classes": [
        {
          "domain": "finder.com.au",
          "class": "directory"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        },
        {
          "domain": "needhamair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-air_conditioning-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B4",
      "prompt": "most reliable air conditioning company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.fordanddoonan.com.au/",
        "https://www.fordanddoonan.com.au/#:~:text=Our%20builders%20direct%20division%20is%20a%20collaborative,original%20source%20of%20the%20review%20is%20Google.",
        "https://www.celsiusair.com.au/#:~:text=This%20is%20where%20Celsius%20Air%20comes%20in.,passionate%20about%20good%20ol'%20fashioned%20customer%20service.",
        "https://www.airconperth.com/top-6-air-conditioning-brands-in-perth-a-comprehensive-review/#:~:text=Mitsubishi%20Heavy%20Industries%2C%20a%20stalwart%20in%20the,Mitsubishi%20Heavy%20Industries%20excels%20in%20every%20area.",
        "https://www.airconperth.com/top-6-air-conditioning-brands-in-perth-a-comprehensive-review/#:~:text=Daikin%20is%20a%20global%20leader%20in%20the,a%20range%20of%20high-quality%20air%20conditioning%20units.",
        "https://www.airconperth.com/top-6-air-conditioning-brands-in-perth-a-comprehensive-review/#:~:text=Panasonic%2C%20a%20brand%20synonymous%20with%20innovation%20and,high%20customer%20satisfaction%20and%20excellent%20after-sales%20service."
      ],
      "cited_domains": [
        "fordanddoonan.com.au",
        "celsiusair.com.au",
        "airconperth.com"
      ],
      "source_classes": [
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "celsiusair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airconperth.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-air_conditioning-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B5",
      "prompt": "ducted or split system for a Perth home and who installs it",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth City Air",
        "TOTAL AIR CONDITIONING PERTH",
        "BMS Air Conditioning",
        "Leading Air",
        "DACS",
        "Style Air",
        "Air Conditioning Industries WA",
        "WestOz Trades",
        "Sharp Air-conditioning and Refrigeration",
        "Ford & Doonan Air Conditioning West Perth",
        "Evap Specialists",
        "All Skills Evaporative",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "The Air Con Dude",
        "Air-Cond Installs WA",
        "Langler Air",
        "All Degrees Refrigeration & Airconditioning",
        "Ford & Doonan Air Conditioning Osborne Park",
        "Needham Air",
        "Apex Refrigeration & Airconditioning",
        "Samsung Premium Inverter Splittable Duct System",
        "Daikin Premium Inverter Ducted 8.5 kW Air Conditioner – Energy Efficient Cooling & Heating"
      ],
      "brands_recommended": [
        "Perth City Air",
        "TOTAL AIR CONDITIONING PERTH",
        "BMS Air Conditioning",
        "Leading Air",
        "DACS",
        "Style Air",
        "Air Conditioning Industries WA",
        "WestOz Trades",
        "Sharp Air-conditioning and Refrigeration",
        "Ford & Doonan Air Conditioning West Perth",
        "Evap Specialists",
        "All Skills Evaporative",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "The Air Con Dude",
        "Air-Cond Installs WA",
        "Langler Air",
        "All Degrees Refrigeration & Airconditioning",
        "Ford & Doonan Air Conditioning Osborne Park",
        "Needham Air",
        "Apex Refrigeration & Airconditioning",
        "Samsung Premium Inverter Splittable Duct System",
        "Daikin Premium Inverter Ducted 8.5 kW Air Conditioner – Energy Efficient Cooling & Heating"
      ],
      "brand_order": [
        "Perth City Air",
        "TOTAL AIR CONDITIONING PERTH",
        "BMS Air Conditioning",
        "Leading Air",
        "DACS",
        "Style Air",
        "Air Conditioning Industries WA",
        "WestOz Trades",
        "Sharp Air-conditioning and Refrigeration",
        "Ford & Doonan Air Conditioning West Perth",
        "Evap Specialists",
        "All Skills Evaporative",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "The Air Con Dude",
        "Air-Cond Installs WA",
        "Langler Air",
        "All Degrees Refrigeration & Airconditioning",
        "Ford & Doonan Air Conditioning Osborne Park",
        "Needham Air",
        "Apex Refrigeration & Airconditioning",
        "Samsung Premium Inverter Splittable Duct System",
        "Daikin Premium Inverter Ducted 8.5 kW Air Conditioner – Energy Efficient Cooling & Heating"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://mouritz.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNWNEVTFjVGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW01eFoyNWpOakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5vMk5tSXljURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZMmVXdGlhbXMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXhhdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkc1pISXdkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:9153813857573011513,catalogid:9979710882833697490,gpcid:4071064426486863518,mid:576462881583179451&ibp=oshop",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:15798475227120979977&ibp=oshop"
      ],
      "cited_domains": [
        "mouritz.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "mouritz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-air_conditioning-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B5",
      "prompt": "ducted or split system for a Perth home and who installs it",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH"
      ],
      "brands_recommended": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH"
      ],
      "brand_order": [
        "Air-Cond Installs WA",
        "TOTAL AIR CONDITIONING PERTH"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-air_conditioning-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B5",
      "prompt": "ducted or split system for a Perth home and who installs it",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Air-Cond Installs WA",
        "BMS Air Conditioning",
        "Leading Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "DACS",
        "Sharp Air-conditioning and Refrigeration",
        "All Degrees Refrigeration & Airconditioning",
        "Style Air",
        "Purify Air Con Cleaning",
        "Perth Air Repair",
        "WestOz Trades",
        "Apex Refrigeration & Airconditioning",
        "Zen Cooling",
        "WA Air Group",
        "Langler Air",
        "The Air Con Dude",
        "Commercial Refrigeration Perth",
        "Samsung Premium Inverter Splittable Duct System"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Air-Cond Installs WA",
        "BMS Air Conditioning",
        "Leading Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "DACS",
        "Sharp Air-conditioning and Refrigeration",
        "All Degrees Refrigeration & Airconditioning",
        "Style Air",
        "Purify Air Con Cleaning",
        "Perth Air Repair",
        "WestOz Trades",
        "Apex Refrigeration & Airconditioning",
        "Zen Cooling",
        "WA Air Group",
        "Langler Air",
        "The Air Con Dude",
        "Commercial Refrigeration Perth",
        "Samsung Premium Inverter Splittable Duct System"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Perth City Air",
        "Air-Cond Installs WA",
        "BMS Air Conditioning",
        "Leading Air",
        "Neighbourhood Electrical & Air-Conditioning Perth",
        "DACS",
        "Sharp Air-conditioning and Refrigeration",
        "All Degrees Refrigeration & Airconditioning",
        "Style Air",
        "Purify Air Con Cleaning",
        "Perth Air Repair",
        "WestOz Trades",
        "Apex Refrigeration & Airconditioning",
        "Zen Cooling",
        "WA Air Group",
        "Langler Air",
        "The Air Con Dude",
        "Commercial Refrigeration Perth",
        "Samsung Premium Inverter Splittable Duct System"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveFpuTjJYM3B3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkeU1XcDZOVjl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek5sOTZhREZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSaWVYUnJkamxrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd01XNXdNak42GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4emJXZHlNRzFyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNYaG1PRFV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGVuUTRaek0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMWF6STJhR3BpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMk1XTnNjM0EyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxM2NXbzFNelIyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3MlltNWZOV055GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4ek5HeHNkREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWVUTm9aRGh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGN6TmZabTQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxemRtUmtYMkl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbllqbHVlV1ozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU1tczNPVGwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvelgyWnRaMjB5GAo",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:9153813857573011513,catalogid:9979710882833697490,gpcid:4071064426486863518,mid:576462881583179451&ibp=oshop"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-air_conditioning-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B5",
      "prompt": "ducted or split system for a Perth home and who installs it",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://stinsonair.com.au/air-conditioning/ducted-air-conditioning/",
        "https://mouritz.com.au/reverse-cycle-split-system-air-conditioner-perth/",
        "https://www.facebook.com/groups/MyEfficientElectricHome/posts/24645188121765632/",
        "https://ambienceair.com/",
        "https://www.fordanddoonan.com.au/",
        "https://airconditioningperth.com.au/services/air-conditioner-installation-perth/",
        "https://otterair.com.au/services/air-conditioning/split-systems/"
      ],
      "cited_domains": [
        "stinsonair.com.au",
        "mouritz.com.au",
        "facebook.com",
        "ambienceair.com",
        "fordanddoonan.com.au",
        "airconditioningperth.com.au",
        "otterair.com.au"
      ],
      "source_classes": [
        {
          "domain": "stinsonair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mouritz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        },
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "otterair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-air_conditioning-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B5",
      "prompt": "ducted or split system for a Perth home and who installs it",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://stinsonair.com.au/air-conditioning/ducted-air-conditioning/",
        "https://ambienceair.com/",
        "https://www.fordanddoonan.com.au/",
        "https://otterair.com.au/services/air-conditioning/split-systems/",
        "https://www.fordanddoonan.com.au/ducted-air-conditioning-perth/",
        "https://www.fordanddoonan.com.au/split-air-conditioning-perth/"
      ],
      "cited_domains": [
        "stinsonair.com.au",
        "ambienceair.com",
        "fordanddoonan.com.au",
        "otterair.com.au"
      ],
      "source_classes": [
        {
          "domain": "stinsonair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        },
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "otterair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-air_conditioning-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B5",
      "prompt": "ducted or split system for a Perth home and who installs it",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://stinsonair.com.au/air-conditioning/ducted-air-conditioning/",
        "https://www.facebook.com/groups/MyEfficientElectricHome/posts/24645188121765632/",
        "https://www.fordanddoonan.com.au/",
        "https://ambienceair.com/",
        "https://airconditioningperth.com.au/services/air-conditioner-installation-perth/",
        "https://otterair.com.au/services/air-conditioning/split-systems/",
        "https://www.fordanddoonan.com.au/ducted-air-conditioning-perth/"
      ],
      "cited_domains": [
        "stinsonair.com.au",
        "facebook.com",
        "fordanddoonan.com.au",
        "ambienceair.com",
        "airconditioningperth.com.au",
        "otterair.com.au"
      ],
      "source_classes": [
        {
          "domain": "stinsonair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        },
        {
          "domain": "airconditioningperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "otterair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-air_conditioning-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B5",
      "prompt": "ducted or split system for a Perth home and who installs it",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Legacy Air Perth air conditioning repairs",
        "Air-Cond Installs WA",
        "WA Air Group",
        "Daikin, Mitsubishi Electric, Fujitsu and ActronAir",
        "Daikin or Mitsubishi Electric split system"
      ],
      "brands_recommended": [
        "Legacy Air Perth air conditioning repairs",
        "Air-Cond Installs WA",
        "WA Air Group",
        "Daikin, Mitsubishi Electric, Fujitsu and ActronAir",
        "Daikin or Mitsubishi Electric split system"
      ],
      "brand_order": [
        "Legacy Air Perth air conditioning repairs",
        "Air-Cond Installs WA",
        "WA Air Group",
        "Daikin, Mitsubishi Electric, Fujitsu and ActronAir",
        "Daikin or Mitsubishi Electric split system"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.legacyair.com.au/ducted-air-conditioning-perth?utm_source=chatgpt.com",
        "https://www.aircondinstallswa.com.au/?utm_source=chatgpt.com",
        "https://waairgroup.com.au/split-system/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "legacyair.com.au",
        "aircondinstallswa.com.au",
        "waairgroup.com.au"
      ],
      "source_classes": [
        {
          "domain": "legacyair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "waairgroup.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-air_conditioning-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B5",
      "prompt": "ducted or split system for a Perth home and who installs it",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Complete Air Systems",
        "Style Air",
        "Ambience Air Conditioning Perth",
        "Langler Air",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Ambience Air",
        "Perth City Air",
        "Air Conditioning Headquarters",
        "Airforce Airconditioning & Solar",
        "Ducted air conditioning",
        "Coogle Air",
        "Global Cool Air ️ ️"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Complete Air Systems",
        "Style Air",
        "Ambience Air Conditioning Perth",
        "Langler Air",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Ambience Air",
        "Perth City Air",
        "Air Conditioning Headquarters",
        "Airforce Airconditioning & Solar",
        "Ducted air conditioning",
        "Coogle Air",
        "Global Cool Air ️ ️"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Complete Air Systems",
        "Style Air",
        "Ambience Air Conditioning Perth",
        "Langler Air",
        "SUBURBAN SPLITS AIR CONDITIONING",
        "Ambience Air",
        "Perth City Air",
        "Air Conditioning Headquarters",
        "Airforce Airconditioning & Solar",
        "Ducted air conditioning",
        "Coogle Air",
        "Global Cool Air ️ ️"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.fixerco.com.au/locations/perth?utm_source=chatgpt.com",
        "https://www.aircondinstallswa.com.au/?utm_source=chatgpt.com",
        "https://ambienceair.com/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "fixerco.com.au",
        "aircondinstallswa.com.au",
        "ambienceair.com"
      ],
      "source_classes": [
        {
          "domain": "fixerco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-air_conditioning-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B5",
      "prompt": "ducted or split system for a Perth home and who installs it",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Perth City Air",
        "Style Air",
        "Ford & Doonan Air Conditioning West Perth",
        "Complete Air Systems",
        "Ducted air conditioning",
        "Ambience Air Conditioning Perth",
        "BMS Air Conditioning",
        "Air Conditioning Headquarters",
        "Air Con WA",
        "Perth Air Conditioning",
        "Air cool care Perth",
        "Aircon Express Perth Service & Repairs"
      ],
      "brands_recommended": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Perth City Air",
        "Style Air",
        "Ford & Doonan Air Conditioning West Perth",
        "Complete Air Systems",
        "Ducted air conditioning",
        "Ambience Air Conditioning Perth",
        "BMS Air Conditioning",
        "Air Conditioning Headquarters",
        "Air Con WA",
        "Perth Air Conditioning",
        "Air cool care Perth",
        "Aircon Express Perth Service & Repairs"
      ],
      "brand_order": [
        "TOTAL AIR CONDITIONING PERTH",
        "Air-Cond Installs WA",
        "Perth City Air",
        "Style Air",
        "Ford & Doonan Air Conditioning West Perth",
        "Complete Air Systems",
        "Ducted air conditioning",
        "Ambience Air Conditioning Perth",
        "BMS Air Conditioning",
        "Air Conditioning Headquarters",
        "Air Con WA",
        "Perth Air Conditioning",
        "Air cool care Perth",
        "Aircon Express Perth Service & Repairs"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://whatsthedamage.com.au/air-conditioning-cost-perth/?utm_source=chatgpt.com",
        "https://teamsmartfix.com.au/articles/your-guide-to-choosing-the-right-air-conditioning-system-for-your-home/?utm_source=chatgpt.com",
        "https://www.aircondinstallswa.com.au/split-system-vs-ducted-air-conditioning/?utm_source=chatgpt.com",
        "https://www.aresenergy.com.au/air-conditioning-services/air-conditioner-installation/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "whatsthedamage.com.au",
        "teamsmartfix.com.au",
        "aircondinstallswa.com.au",
        "aresenergy.com.au"
      ],
      "source_classes": [
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "teamsmartfix.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aircondinstallswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aresenergy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-air_conditioning-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B5",
      "prompt": "ducted or split system for a Perth home and who installs it",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://joondalupheatingcooling.com.au/ducted-air-conditioning-vs-split-system/#:~:text=Choose%20a%20split%20system%20if%20you%20mainly,condition%20a%20single%20room%20or%20open-plan%20area.",
        "https://www.solarquotes.com.au/air-conditioning/ducted/#:~:text=A%20(single)%20split%20system%20cools%20or%20heats,look%20(no%20wall%20units)%2C%20and%20centralised%20control.",
        "https://joondalupheatingcooling.com.au/ducted-air-conditioning-vs-split-system/#:~:text=A%20multi-head%20split%20system%20runs%20several%20indoor,system%20is%20designed%20around%20your%20floor%20plan.",
        "https://joondalupheatingcooling.com.au/ducted-air-conditioning-vs-split-system/#:~:text=Cons%3A%20wall%20units%20in%20view%2C%20multiple%20outdoor,One%20or%20two%3A%20split%20system%2C%20no%20contest.",
        "https://www.solarquotes.com.au/air-conditioning/ducted/#:~:text=Split%20systems%20are%20cheaper%20to%20install%2C%20simpler,%E2%80%93%20especially%20if%20zoning%20is%20used%20properly.",
        "https://joondalupheatingcooling.com.au/ducted-air-conditioning-vs-split-system/#:~:text=Cons%3A%20higher%20upfront%20cost%2C%20needs%20roof%20space,better%20value%20than%20four%20separate%20wall%20units.",
        "https://joondalupheatingcooling.com.au/ducted-air-conditioning-vs-split-system/#:~:text=Choose%20a%20split%20system%20if%20you%20mainly,condition%20a%20single%20room%20or%20open-plan%20area.",
        "https://joondalupheatingcooling.com.au/ducted-air-conditioning-vs-split-system/#:~:text=Pros%20and%20cons%20at%20a%20glance.%20Split,invisible%20vents%2C%20zone%20control%2C%20adds%20resale%20appeal.",
        "https://joondalupheatingcooling.com.au/ducted-air-conditioning-vs-split-system/#:~:text=A%20split%20system%20pairs%20one%20indoor%20wall,concealed%20ducts%20to%20vents%20in%20every%20room.",
        "https://joondalupheatingcooling.com.au/ducted-air-conditioning-vs-split-system/#:~:text=Cons%3A%20wall%20units%20in%20view%2C%20multiple%20outdoor,One%20or%20two%3A%20split%20system%2C%20no%20contest.",
        "https://joondalupheatingcooling.com.au/ducted-air-conditioning-vs-split-system/#:~:text=Running%20three%20or%20more%20splits%20at%20once,room%20remains%20the%20cheapest%20option%20of%20all.",
        "https://joondalupheatingcooling.com.au/ducted-air-conditioning-vs-split-system/#:~:text=Choose%20a%20split%20system%20if%20you%20mainly,condition%20a%20single%20room%20or%20open-plan%20area.",
        "https://www.fordanddoonan.com.au/ducted-air-conditioning-perth/#:~:text=As%20WA's%20largest%20Daikin%20Specialist%20Dealer%20and,system%20is%20installed.%20Chris%20Sutherland%2C%20Mount%20Claremont.",
        "https://mouritz.com.au/ducted-air-conditioning-perth/#:~:text=Recognition%20*%202012%20%26%202013.%20%231%20National.,Fujitsu%20Australia's%20'Highly%20Commended'%20Air%20Conditioning%20brand."
      ],
      "cited_domains": [
        "joondalupheatingcooling.com.au",
        "solarquotes.com.au",
        "fordanddoonan.com.au",
        "mouritz.com.au"
      ],
      "source_classes": [
        {
          "domain": "joondalupheatingcooling.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mouritz.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-air_conditioning-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B5",
      "prompt": "ducted or split system for a Perth home and who installs it",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://joondalupheatingcooling.com.au/ducted-air-conditioning-vs-split-system/#:~:text=Choose%20a%20split%20system%20if%20you%20mainly,condition%20a%20single%20room%20or%20open-plan%20area.",
        "https://joondalupheatingcooling.com.au/ducted-air-conditioning-vs-split-system/#:~:text=Ducted%20air%20conditioning%20vs%20split%20system%20is,cycle%20heat%20pump%20that%20heats%20and%20cools.",
        "https://joondalupheatingcooling.com.au/ducted-air-conditioning-vs-split-system/#:~:text=Choose%20a%20split%20system%20if%20you%20mainly,condition%20a%20single%20room%20or%20open-plan%20area.",
        "https://joondalupheatingcooling.com.au/ducted-air-conditioning-vs-split-system/#:~:text=Pros%20and%20cons%20at%20a%20glance.%20Split,invisible%20vents%2C%20zone%20control%2C%20adds%20resale%20appeal.",
        "https://joondalupheatingcooling.com.au/ducted-air-conditioning-vs-split-system/#:~:text=Choose%20a%20split%20system%20if%20you%20mainly,condition%20a%20single%20room%20or%20open-plan%20area.",
        "https://www.solarquotes.com.au/air-conditioning/ducted/#:~:text=In%20short%2C%20ducted%20air%20conditioning%20gives%20you,you're%20not%20cooling%20rooms%20you're%20not%20using.",
        "https://www.fordanddoonan.com.au/#:~:text=Finance%20Options%20%E2%80%BA%20Virtual%20showroom%20%E2%80%BA%20A,that%20suit%20their%20home%2C%20budget%20and%20lifestyle.",
        "https://ambienceair.com/product-category/ducted-reverse-cycle-air-conditioning-in-perth/#:~:text=Ambience%20Air%20supplies%20and%20installs%20premium%20ducted,brands%20including%20Panasonic%2C%20Fujitsu%2C%20Samsung%20and%20more."
      ],
      "cited_domains": [
        "joondalupheatingcooling.com.au",
        "solarquotes.com.au",
        "fordanddoonan.com.au",
        "ambienceair.com"
      ],
      "source_classes": [
        {
          "domain": "joondalupheatingcooling.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-air_conditioning-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "air-conditioning-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-air_conditioning-B5",
      "prompt": "ducted or split system for a Perth home and who installs it",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Air conditioning",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Ambience Air"
      ],
      "brands_recommended": [
        "Ambience Air"
      ],
      "brand_order": [
        "Ambience Air"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://joondalupheatingcooling.com.au/ducted-air-conditioning-vs-split-system/#:~:text=Choose%20a%20split%20system%20if%20you%20mainly,condition%20a%20single%20room%20or%20open-plan%20area.",
        "https://www.fordanddoonan.com.au/",
        "https://ambienceair.com/#:~:text=Ambience%20Air%20has%20been%20delivering%20high-quality%20heating,winning%20Perth%20air%20conditioning%20and%20heating%20specialists.",
        "https://ambienceair.com/#:~:text=We%20provide%20professional%20air%20conditioning%20installation%20in,solution%20to%20your%20heating%20and%20cooling%20needs."
      ],
      "cited_domains": [
        "joondalupheatingcooling.com.au",
        "fordanddoonan.com.au",
        "ambienceair.com"
      ],
      "source_classes": [
        {
          "domain": "joondalupheatingcooling.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fordanddoonan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ambienceair.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-air_conditioning-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A1",
      "prompt": "best home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "brands_recommended": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "brand_order": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.summithomes.com.au/",
        "https://www.wowhomes.com.au/",
        "https://www.dalealcock.com.au/",
        "https://www.blueprinthomes.com.au/",
        "https://homegroup.com.au/perth",
        "https://www.canstar.com.au/home-loans/home-builders-perth/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/",
        "https://hia.com.au/our-industry/newsroom/economic-research-and-forecasting/2025/09/wa-deliver-as-hia-announces-top-100-australian-builders",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.wbhomes.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNXNDJZelYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNM01XUjJibXRuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHJjdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZk1YZDZZMll3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJEUTJhM1puGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXhPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSMlgzcDRjMnMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaelkxOXlNbXBuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMGMzaDJjbTVpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoeWVYRjNaR3gyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM05WODVabkJ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMmEzTTNabk5uGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NsOXpkbTR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2JqVmtNVEo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvNWQyMTNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeU9XcHdjVEEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJM1p6TjRZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1taHdlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek0zQjVaR05mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJuQnFPV1kwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZM1pIUXphbXhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2RtMDVNbmx5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwbmVITTBPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmJtUm1iRGQ0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQydHdNalkxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaa2R6ZDRkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZelpIWTJadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FHSTFNRE01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNlkzTXpkekkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmRtcG5OQRgK"
      ],
      "cited_domains": [
        "reddit.com",
        "summithomes.com.au",
        "wowhomes.com.au",
        "dalealcock.com.au",
        "blueprinthomes.com.au",
        "homegroup.com.au",
        "canstar.com.au",
        "homebuilding.com.au",
        "hia.com.au",
        "wbhomes.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blueprinthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "directory"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hia.com.au",
          "class": "third-party"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-builder-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A1",
      "prompt": "best home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Blueprint Homes: Home Builders Perth - New Homes",
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "brands_recommended": [
        "Blueprint Homes: Home Builders Perth - New Homes",
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "brand_order": [
        "Blueprint Homes: Home Builders Perth - New Homes",
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.summithomes.com.au/",
        "https://www.wowhomes.com.au/",
        "https://www.dalealcock.com.au/",
        "https://google.com/goto?url=CAESWgHrOzAVi7OORy9x2tndeh3AmqFB4Bl6cnYAO1SDrcSeaSXebybMmPdd-D45yNhLSwvazRQOOW867Hp9ub-StekisGxe131fAb0b3m1fC1xNXanH71a70hoayA",
        "https://homegroup.com.au/perth",
        "https://www.canstar.com.au/home-loans/home-builders-perth/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/",
        "https://hia.com.au/our-industry/newsroom/economic-research-and-forecasting/2025/09/wa-deliver-as-hia-announces-top-100-australian-builders",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.wbhomes.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNXNDJZelYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNM01XUjJibXRuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHJjdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZk1YZDZZMll3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJEUTJhM1puGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXhPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSMlgzcDRjMnMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaelkxOXlNbXBuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMGMzaDJjbTVpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoeWVYRjNaR3gyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM05WODVabkJ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMmEzTTNabk5uGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NsOXpkbTR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2JqVmtNVEo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvNWQyMTNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeU9XcHdjVEEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJM1p6TjRZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1taHdlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek0zQjVaR05mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJuQnFPV1kwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZM1pIUXphbXhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2RtMDVNbmx5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwbmVITTBPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmJtUm1iRGQ0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQydHdNalkxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaa2R6ZDRkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZelpIWTJadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FHSTFNRE01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNlkzTXpkekkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmRtcG5OQRgK"
      ],
      "cited_domains": [
        "reddit.com",
        "summithomes.com.au",
        "wowhomes.com.au",
        "dalealcock.com.au",
        "google.com",
        "homegroup.com.au",
        "canstar.com.au",
        "homebuilding.com.au",
        "hia.com.au",
        "wbhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hia.com.au",
          "class": "third-party"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-builder-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A1",
      "prompt": "best home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "brands_recommended": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "brand_order": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.summithomes.com.au/",
        "https://www.wowhomes.com.au/",
        "https://www.dalealcock.com.au/",
        "https://www.blueprinthomes.com.au/",
        "https://homegroup.com.au/perth",
        "https://www.canstar.com.au/home-loans/home-builders-perth/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/",
        "https://hia.com.au/our-industry/newsroom/economic-research-and-forecasting/2025/09/wa-deliver-as-hia-announces-top-100-australian-builders",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.wbhomes.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNXNDJZelYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNM01XUjJibXRuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHJjdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZk1YZDZZMll3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJEUTJhM1puGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXhPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSMlgzcDRjMnMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaelkxOXlNbXBuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMGMzaDJjbTVpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoeWVYRjNaR3gyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM05WODVabkJ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMmEzTTNabk5uGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NsOXpkbTR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2JqVmtNVEo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvNWQyMTNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeU9XcHdjVEEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJM1p6TjRZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1taHdlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek0zQjVaR05mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJuQnFPV1kwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZM1pIUXphbXhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2RtMDVNbmx5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwbmVITTBPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmJtUm1iRGQ0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQydHdNalkxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaa2R6ZDRkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZelpIWTJadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FHSTFNRE01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNlkzTXpkekkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmRtcG5OQRgK"
      ],
      "cited_domains": [
        "reddit.com",
        "summithomes.com.au",
        "wowhomes.com.au",
        "dalealcock.com.au",
        "blueprinthomes.com.au",
        "homegroup.com.au",
        "canstar.com.au",
        "homebuilding.com.au",
        "hia.com.au",
        "wbhomes.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blueprinthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-builder-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A1",
      "prompt": "best home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-builder-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A1",
      "prompt": "best home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-builder-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A1",
      "prompt": "best home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-builder-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A1",
      "prompt": "best home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Home Group",
        "WOW Homes",
        "Blueprint Homes",
        "La Vida Homes",
        "Coast Homes WA",
        "Sertorio Homes",
        "Clarke Custom Homes",
        "Homebuilders IQ - Perth",
        "Create Homes",
        "Matched Homes",
        "Trio Homes",
        "Domination Homes",
        "Progen Building Group",
        "Nulook Homes",
        "Project Homes Builders"
      ],
      "brands_recommended": [
        "Home Group",
        "WOW Homes",
        "Blueprint Homes",
        "La Vida Homes",
        "Coast Homes WA",
        "Sertorio Homes",
        "Clarke Custom Homes",
        "Homebuilders IQ - Perth",
        "Create Homes",
        "Matched Homes",
        "Trio Homes",
        "Domination Homes",
        "Progen Building Group",
        "Nulook Homes",
        "Project Homes Builders"
      ],
      "brand_order": [
        "Home Group",
        "WOW Homes",
        "Blueprint Homes",
        "La Vida Homes",
        "Coast Homes WA",
        "Sertorio Homes",
        "Clarke Custom Homes",
        "Homebuilders IQ - Perth",
        "Create Homes",
        "Matched Homes",
        "Trio Homes",
        "Domination Homes",
        "Progen Building Group",
        "Nulook Homes",
        "Project Homes Builders"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.thepropertyplug.com.au/best-home-builders/perth/?utm_source=chatgpt.com",
        "https://www.justozz.com.au/best-home-builders-in-perth/?utm_source=chatgpt.com",
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "thepropertyplug.com.au",
        "justozz.com.au",
        "wowhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "justozz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-builder-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A1",
      "prompt": "best home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Blueprint Homes",
        "Home Group",
        "Easystart Homes",
        "WOW Homes",
        "Sertorio Homes",
        "Coast Homes WA",
        "Norde Homes",
        "Homebuilders IQ - Perth",
        "Create Homes",
        "Trio Homes",
        "Domination Homes",
        "JFK Custom Homes",
        "Custombuilt Homes",
        "Matched Homes",
        "New Choice Homes",
        "Blueprint + 2–3 smaller custom builders",
        "Dale Alcock Homes at 4.8★"
      ],
      "brands_recommended": [
        "Blueprint Homes",
        "Home Group",
        "Easystart Homes",
        "WOW Homes",
        "Sertorio Homes",
        "Coast Homes WA",
        "Norde Homes",
        "Homebuilders IQ - Perth",
        "Create Homes",
        "Trio Homes",
        "Domination Homes",
        "JFK Custom Homes",
        "Custombuilt Homes",
        "Matched Homes",
        "New Choice Homes",
        "Blueprint + 2–3 smaller custom builders",
        "Dale Alcock Homes at 4.8★"
      ],
      "brand_order": [
        "Blueprint Homes",
        "Home Group",
        "Easystart Homes",
        "WOW Homes",
        "Sertorio Homes",
        "Coast Homes WA",
        "Norde Homes",
        "Homebuilders IQ - Perth",
        "Create Homes",
        "Trio Homes",
        "Domination Homes",
        "JFK Custom Homes",
        "Custombuilt Homes",
        "Matched Homes",
        "New Choice Homes",
        "Blueprint + 2–3 smaller custom builders",
        "Dale Alcock Homes at 4.8★"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.thepropertyplug.com.au/best-home-builders/perth/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/perth-cbd-and-inner-suburbs-wa/custom-builders/?utm_source=chatgpt.com",
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/home-builders?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "thepropertyplug.com.au",
        "realestate.com.au",
        "wowhomes.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-builder-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A1",
      "prompt": "best home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "New Gen Homes",
        "WOW Homes",
        "Home Group",
        "Coast Homes WA",
        "Evolution Custom Homes",
        "JFK Custom Homes",
        "Beaumonde Homes",
        "Best Home Builders",
        "Homebuilders IQ - Perth",
        "Domination Homes",
        "Matched Homes",
        "Custombuilt Homes",
        "Project Homes Builders",
        "Builders Collective AU",
        "Home Collective",
        "JAV Custom Homes",
        "Summit Homes Group"
      ],
      "brands_recommended": [
        "New Gen Homes",
        "WOW Homes",
        "Home Group",
        "Coast Homes WA",
        "Evolution Custom Homes",
        "JFK Custom Homes",
        "Beaumonde Homes",
        "Best Home Builders",
        "Homebuilders IQ - Perth",
        "Domination Homes",
        "Matched Homes",
        "Custombuilt Homes",
        "Project Homes Builders",
        "Builders Collective AU",
        "Home Collective",
        "JAV Custom Homes",
        "Summit Homes Group"
      ],
      "brand_order": [
        "New Gen Homes",
        "WOW Homes",
        "Home Group",
        "Coast Homes WA",
        "Evolution Custom Homes",
        "JFK Custom Homes",
        "Beaumonde Homes",
        "Best Home Builders",
        "Homebuilders IQ - Perth",
        "Domination Homes",
        "Matched Homes",
        "Custombuilt Homes",
        "Project Homes Builders",
        "Builders Collective AU",
        "Home Collective",
        "JAV Custom Homes",
        "Summit Homes Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.thepropertyplug.com.au/best-home-builders/perth/?utm_source=chatgpt.com",
        "https://besthomebuilders.au/best-home-builders-perth/?utm_source=chatgpt.com",
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=chatgpt.com",
        "https://nhbb.com.au/news-blog/perths-best-home-builders-2025-independent-review-and-what-expect-2026?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "thepropertyplug.com.au",
        "besthomebuilders.au",
        "wowhomes.com.au",
        "nhbb.com.au"
      ],
      "source_classes": [
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "besthomebuilders.au",
          "class": "directory"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nhbb.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-builder-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A1",
      "prompt": "best home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "New Home Building Brokers"
      ],
      "brands_recommended": [
        "New Home Building Brokers"
      ],
      "brand_order": [
        "New Home Building Brokers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Most%20top%20builders%20(e.g.%20Novus%2C%20Summit%2C%20New,aligns%20with%20your%20goals%2C%20timeline%2C%20and%20budget.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Most%20top%20builders%20(e.g.%20Novus%2C%20Summit%2C%20New,aligns%20with%20your%20goals%2C%20timeline%2C%20and%20budget.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%202002%20%7C%20Homes%20Built%3A%2010%2C000%2B%20Specialty%3A,for%20first-home%20buyers%20looking%20for%20long-term%20value.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Celebration%20Homes%2C%20Home-buyers%20Centre%20WA%20and%20New,offer%20reliability%2C%20craftsmanship%2C%20and%20peace%20of%20mind.",
        "https://b1homes.com.au/who-is-the-best-first-home-builder-in-perth-a-2026-buyers-guide/#:~:text=B1%20Homes%20is%20backed%20by%20Sumitomo%20Forestry,tested%2C%20refined%2C%20and%20supported%20through%20global%20cycles.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%201978%20%7C%20Homes%20Built%3A%20Over%2085%2C000.,they're%20one%20of%20WA's%20most%20trusted%20builders.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%201978%20%7C%20Homes%20Built%3A%20Over%2045%2C000.,Them%3A%20Known%20for%20flexibility%20and%20design%20innovation.",
        "https://homegroup.com.au/perth/testimonials#:~:text=Nastassja.%20Never%20thought%20I'd%20be%20able%20to,service%20all%20the%20staff%20are%20very%20helpful.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%201993.%20Specialty%3A%20Luxury%20homes%2C%20narrow-lot%20specialists.,who%20want%20transparent%20pricing%20and%20luxury%20design.",
        "https://www.houzz.com/professionals/home-builders/perth-08-au-probr0-bo~t_11823~r_2063523#:~:text=Read%20More.%207%2F326%20Hay%20St%2C%20Perth%2C%20WA,passion%20for%20excellence%20in%20design%20and%20craftsmanship",
        "https://www.thepropertyplug.com.au/best-home-builders/perth/#:~:text=We%20show%20it.%20*%20The%20standard%20inclusions,more%20than%20a%20cheaper%20price%20that%20drifts.",
        "https://www.thepropertyplug.com.au/best-home-builders/perth/#:~:text=A%206%20metre%20narrow%20lot%20and%20a,the%20price%20holds%20and%20the%20finance%20fits.",
        "https://nhbb.com.au/news-blog/perths-best-home-builders-2025-independent-review-and-what-expect-2026#:~:text=NHBB%20sits%20in%20a%20unique%20position%20because,from%20a%20single%20builder%20or%20sales%20rep."
      ],
      "cited_domains": [
        "homebuilding.com.au",
        "b1homes.com.au",
        "homegroup.com.au",
        "houzz.com",
        "thepropertyplug.com.au",
        "nhbb.com.au"
      ],
      "source_classes": [
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "b1homes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "houzz.com",
          "class": "third-party"
        },
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "nhbb.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-builder-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A1",
      "prompt": "best home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Tips for Choosing the Right Builder"
      ],
      "brands_recommended": [
        "Tips for Choosing the Right Builder"
      ],
      "brand_order": [
        "Tips for Choosing the Right Builder"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.thepropertyplug.com.au/best-home-builders/perth/#:~:text=There%20is%20no%20single%20best%20home%20builder,home%20suited%20every%20buyer.%20It%20does%20not.",
        "https://b1homes.com.au/who-is-the-best-first-home-builder-in-perth-a-2026-buyers-guide/#:~:text=Because%20the%20journey%20feels%20as%20good%20as,path%20from%20renting%20to%20owning%20feels%20achievable.",
        "https://www.canstar.com.au/home-loans/home-builders-perth/#:~:text=The%20Group%20comprises%20more%20than%2020%20businesses%2C,started%201%2C717%20new%20builds%20in%20WA.%202.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=Dale%20Alcock%20Homes%20has%20been%20a%20known,the%20vision%20of%20the%20homeowner%20is%20exceeded.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=With%20experience%20building%20both%20single%20and%20two-storey,for%20money%2C%20without%20a%20sacrifice%20on%20style.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=If%20you%20are%20looking%20to%20get%20the,quality%20craftsmanship%20and%20a%20seamless%20building%20experience.",
        "https://besthomebuilders.au/best-home-builders-perth/",
        "https://www.thepropertyplug.com.au/best-home-builders/perth/#:~:text=We%20show%20it.%20*%20The%20standard%20inclusions,more%20than%20a%20cheaper%20price%20that%20drifts.",
        "https://www.thepropertyplug.com.au/best-home-builders/perth/#:~:text=A%206%20metre%20narrow%20lot%20and%20a,the%20price%20holds%20and%20the%20finance%20fits.",
        "https://homebuilderpro-wa.lovable.app/guides/best-builders-perth#:~:text=Best%20Home%20Builders%20in%20Perth%202026%20%E2%80%94,or%20MBA%20membership.%20How%20we%20compared%20them."
      ],
      "cited_domains": [
        "thepropertyplug.com.au",
        "b1homes.com.au",
        "canstar.com.au",
        "missljbeauty.com",
        "besthomebuilders.au",
        "homebuilderpro-wa.lovable.app"
      ],
      "source_classes": [
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "b1homes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "missljbeauty.com",
          "class": "third-party"
        },
        {
          "domain": "besthomebuilders.au",
          "class": "directory"
        },
        {
          "domain": "homebuilderpro-wa.lovable.app",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-builder-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A1",
      "prompt": "best home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "B1 Homes",
        "Blueprint Homes",
        "WOW Homes",
        "Summit Homes Group",
        "Dale Alcock Homes"
      ],
      "brands_recommended": [
        "B1 Homes",
        "Blueprint Homes",
        "WOW Homes",
        "Summit Homes Group",
        "Dale Alcock Homes"
      ],
      "brand_order": [
        "B1 Homes",
        "Blueprint Homes",
        "WOW Homes",
        "Summit Homes Group",
        "Dale Alcock Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html?utm_source=gemini#:~:text=This%20review%20highlights%20their%20unique%20strengths%2C%20so,for%20narrow%20or%20compact%20blocks%20around%20Perth.",
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=gemini#:~:text=B1%20Homes%2C%20part%20of%20the%20Scott%20Park,and%20weekly-repayment%20pricing%20shown%20on%20every%20design.",
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=gemini",
        "https://www.summithomes.com.au/?utm_source=gemini#:~:text=Our%20dedication%20ensures%20that%20your%20journey%20to,clarity%20and%20reliability%20throughout%20the%20entire%20process.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html?utm_source=gemini#:~:text=Dale%20Alcock%20Homes%20has%20been%20a%20known,the%20vision%20of%20the%20homeowner%20is%20exceeded.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html?utm_source=gemini#:~:text=If%20you%20are%20looking%20to%20get%20the,quality%20craftsmanship%20and%20a%20seamless%20building%20experience.",
        "https://b1homes.com.au/who-is-the-best-first-home-builder-in-perth-a-2026-buyers-guide/?utm_source=gemini#:~:text=B1%20Homes%20is%20backed%20by%20Sumitomo%20Forestry,A%20focus%20on%20quality%2C%20sustainability%2C%20and%20process."
      ],
      "cited_domains": [
        "missljbeauty.com",
        "wowhomes.com.au",
        "summithomes.com.au",
        "b1homes.com.au"
      ],
      "source_classes": [
        {
          "domain": "missljbeauty.com",
          "class": "third-party"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "b1homes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-builder-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A2",
      "prompt": "top home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "WOW Homes",
        "Coast Homes WA",
        "La Vida Homes",
        "New Home Building Brokers",
        "Home Group",
        "New Choice Homes",
        "Easystart Homes",
        "Innova Builders",
        "Homebuilders IQ - Perth",
        "New Gen Homes",
        "Builders Collective AU",
        "DreamStart Homes",
        "Nulook Homes",
        "Webb & Brown-Neaves",
        "Chross Homes & Development",
        "Future First Homes",
        "Celebration Homes",
        "First Homebuilders",
        "Trio Homes",
        "Diamond New Homes",
        "Leading Perth Home Builders"
      ],
      "brands_recommended": [
        "WOW Homes",
        "Coast Homes WA",
        "La Vida Homes",
        "New Home Building Brokers",
        "Home Group",
        "New Choice Homes",
        "Easystart Homes",
        "Innova Builders",
        "Homebuilders IQ - Perth",
        "New Gen Homes",
        "Builders Collective AU",
        "DreamStart Homes",
        "Nulook Homes",
        "Webb & Brown-Neaves",
        "Chross Homes & Development",
        "Future First Homes",
        "Celebration Homes",
        "First Homebuilders",
        "Trio Homes",
        "Diamond New Homes",
        "Leading Perth Home Builders"
      ],
      "brand_order": [
        "WOW Homes",
        "Coast Homes WA",
        "La Vida Homes",
        "New Home Building Brokers",
        "Home Group",
        "New Choice Homes",
        "Easystart Homes",
        "Innova Builders",
        "Homebuilders IQ - Perth",
        "New Gen Homes",
        "Builders Collective AU",
        "DreamStart Homes",
        "Nulook Homes",
        "Webb & Brown-Neaves",
        "Chross Homes & Development",
        "Future First Homes",
        "Celebration Homes",
        "First Homebuilders",
        "Trio Homes",
        "Diamond New Homes",
        "Leading Perth Home Builders"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHJjdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNXNDJZelYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2RtMDVNbmx5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwbmVITTBPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQydHdNalkxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJuQnFPV1kwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RndPQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM05WODVabkJ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZM1pIUXphbXhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZelpIWTJadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwaU1qSTRaM0YzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1od2JIQndkSGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXhPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5wemFqZzNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoeWVYRjNaR3gyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMGMzaDJjbTVpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaa2R6ZDRkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2JqVmtNVEo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd2VuZHdiV00xGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek0zQjVaR05mGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-builder-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A2",
      "prompt": "top home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.summithomes.com.au/",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/",
        "https://homebuilderpro-wa.lovable.app/guides/best-builders-perth"
      ],
      "cited_domains": [
        "summithomes.com.au",
        "wowhomes.com.au",
        "homebuilding.com.au",
        "homebuilderpro-wa.lovable.app"
      ],
      "source_classes": [
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilderpro-wa.lovable.app",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-builder-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A2",
      "prompt": "top home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "WOW Homes",
        "Coast Homes WA",
        "La Vida Homes",
        "New Choice Homes",
        "New Home Building Brokers",
        "Homebuilders IQ - Perth",
        "Home Group",
        "Webb & Brown-Neaves",
        "Easystart Homes",
        "Innova Builders",
        "Builders Collective AU",
        "New Gen Homes",
        "DreamStart Homes",
        "Nulook Homes",
        "Celebration Homes",
        "Future First Homes",
        "Chross Homes & Development",
        "First Homebuilders",
        "Trio Homes",
        "Diamond New Homes",
        "Leading Perth Home Builders",
        "Independent Building Guidance"
      ],
      "brands_recommended": [
        "WOW Homes",
        "Coast Homes WA",
        "La Vida Homes",
        "New Choice Homes",
        "New Home Building Brokers",
        "Homebuilders IQ - Perth",
        "Home Group",
        "Webb & Brown-Neaves",
        "Easystart Homes",
        "Innova Builders",
        "Builders Collective AU",
        "New Gen Homes",
        "DreamStart Homes",
        "Nulook Homes",
        "Celebration Homes",
        "Future First Homes",
        "Chross Homes & Development",
        "First Homebuilders",
        "Trio Homes",
        "Diamond New Homes",
        "Leading Perth Home Builders",
        "Independent Building Guidance"
      ],
      "brand_order": [
        "WOW Homes",
        "Coast Homes WA",
        "La Vida Homes",
        "New Choice Homes",
        "New Home Building Brokers",
        "Homebuilders IQ - Perth",
        "Home Group",
        "Webb & Brown-Neaves",
        "Easystart Homes",
        "Innova Builders",
        "Builders Collective AU",
        "New Gen Homes",
        "DreamStart Homes",
        "Nulook Homes",
        "Celebration Homes",
        "Future First Homes",
        "Chross Homes & Development",
        "First Homebuilders",
        "Trio Homes",
        "Diamond New Homes",
        "Leading Perth Home Builders",
        "Independent Building Guidance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHJjdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNXNDJZelYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2RtMDVNbmx5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJuQnFPV1kwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwbmVITTBPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZM1pIUXphbXhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQydHdNalkxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5wemFqZzNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RndPQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM05WODVabkJ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwaU1qSTRaM0YzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZelpIWTJadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1od2JIQndkSGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXhPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaa2R6ZDRkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMGMzaDJjbTVpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoeWVYRjNaR3gyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2JqVmtNVEo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd2VuZHdiV00xGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek0zQjVaR05mGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-builder-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A2",
      "prompt": "top home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Dale Alcock Homes",
        "Home Group",
        "Summit Homes Group",
        "Major Volume & All-Round Builders",
        "First Home & Budget Specialists",
        "Luxury & Custom Builders"
      ],
      "brands_recommended": [
        "Dale Alcock Homes",
        "Home Group",
        "Summit Homes Group",
        "Major Volume & All-Round Builders",
        "First Home & Budget Specialists",
        "Luxury & Custom Builders"
      ],
      "brand_order": [
        "Dale Alcock Homes",
        "Home Group",
        "Summit Homes Group",
        "Major Volume & All-Round Builders",
        "First Home & Budget Specialists",
        "Luxury & Custom Builders"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.summithomes.com.au/",
        "https://www.canstar.com.au/home-loans/home-builders-perth/",
        "https://homegroup.com.au/perth",
        "https://www.blueprinthomes.com.au/",
        "https://www.wowhomes.com.au/",
        "https://www.wbhomes.com.au/",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.celebrationhomes.com.au/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/",
        "https://www.oswaldhomes.com.au/"
      ],
      "cited_domains": [
        "summithomes.com.au",
        "canstar.com.au",
        "homegroup.com.au",
        "blueprinthomes.com.au",
        "wowhomes.com.au",
        "wbhomes.com.au",
        "celebrationhomes.com.au",
        "homebuilding.com.au",
        "oswaldhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "directory"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blueprinthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "celebrationhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oswaldhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-builder-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A2",
      "prompt": "top home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-builder-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A2",
      "prompt": "top home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-builder-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A2",
      "prompt": "top home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Home Group",
        "WOW Homes",
        "La Vida Homes",
        "Easystart Homes",
        "B1 Homes",
        "New Choice Homes",
        "Norde Homes",
        "JFK Custom Homes",
        "Domination Homes",
        "Beaumonde Homes",
        "Display homes vs actual completed homes"
      ],
      "brands_recommended": [
        "Home Group",
        "WOW Homes",
        "La Vida Homes",
        "Easystart Homes",
        "B1 Homes",
        "New Choice Homes",
        "Norde Homes",
        "JFK Custom Homes",
        "Domination Homes",
        "Beaumonde Homes",
        "Display homes vs actual completed homes"
      ],
      "brand_order": [
        "Home Group",
        "WOW Homes",
        "La Vida Homes",
        "Easystart Homes",
        "B1 Homes",
        "New Choice Homes",
        "Norde Homes",
        "JFK Custom Homes",
        "Domination Homes",
        "Beaumonde Homes",
        "Display homes vs actual completed homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://besthomebuilders.au/best-home-builders-perth/?utm_source=chatgpt.com",
        "https://www.justozz.com.au/best-home-builders-in-perth/?utm_source=chatgpt.com",
        "https://www.thepropertyplug.com.au/best-home-builders/perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/builders/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/builders/wa/perth?utm_source=chatgpt.com",
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/perth-greater-region-wa/?utm_source=chatgpt.com",
        "https://hia.com.au/our-industry/newsroom/economic-research-and-forecasting/2025/09/wa-deliver-as-hia-announces-top-100-australian-builders?utm_source=chatgpt.com",
        "https://threebestrated.com.au/home-builders-in-perth-wa?utm_source=chatgpt.com",
        "https://www.canstar.com.au/home-loans/home-builders-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "besthomebuilders.au",
        "justozz.com.au",
        "thepropertyplug.com.au",
        "starworks.com.au",
        "hipages.com.au",
        "wowhomes.com.au",
        "productreview.com.au",
        "homebuilding.com.au",
        "realestate.com.au",
        "hia.com.au",
        "threebestrated.com.au",
        "canstar.com.au"
      ],
      "source_classes": [
        {
          "domain": "besthomebuilders.au",
          "class": "directory"
        },
        {
          "domain": "justozz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hia.com.au",
          "class": "third-party"
        },
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-builder-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A2",
      "prompt": "top home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Celebration Homes",
        "WA Building Company",
        "WOW Homes",
        "Homebuilders IQ - Perth",
        "Home Group"
      ],
      "brands_recommended": [
        "Celebration Homes",
        "WA Building Company",
        "WOW Homes",
        "Homebuilders IQ - Perth",
        "Home Group"
      ],
      "brand_order": [
        "Celebration Homes",
        "WA Building Company",
        "WOW Homes",
        "Homebuilders IQ - Perth",
        "Home Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/c/home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/perth-cbd-and-inner-suburbs-wa/custom-builders/?utm_source=chatgpt.com",
        "https://www.thepropertyplug.com.au/best-home-builders/perth/?utm_source=chatgpt.com",
        "https://besthomebuilders.au/best-home-builders-perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/builders/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/custom-home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/custom-home-builders?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/project-home-builders?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/home-builders?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/perth-wa-6000/custom-builders/?utm_source=chatgpt.com",
        "https://www.justozz.com.au/best-home-builders-in-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "wowhomes.com.au",
        "realestate.com.au",
        "thepropertyplug.com.au",
        "besthomebuilders.au",
        "starworks.com.au",
        "justozz.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "besthomebuilders.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "justozz.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-builder-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A2",
      "prompt": "top home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "WOW Homes",
        "Home Group",
        "La Vida Homes",
        "Coast Homes WA",
        "JFK Custom Homes",
        "Norde Homes",
        "Homebuilders IQ - Perth",
        "Trio Homes",
        "Domination Homes",
        "Matched Homes",
        "Custombuilt Homes",
        "JAV Custom Homes",
        "Project Homes Builders",
        "New Choice Homes",
        "Builders Collective AU"
      ],
      "brands_recommended": [
        "WOW Homes",
        "Home Group",
        "La Vida Homes",
        "Coast Homes WA",
        "JFK Custom Homes",
        "Norde Homes",
        "Homebuilders IQ - Perth",
        "Trio Homes",
        "Domination Homes",
        "Matched Homes",
        "Custombuilt Homes",
        "JAV Custom Homes",
        "Project Homes Builders",
        "New Choice Homes",
        "Builders Collective AU"
      ],
      "brand_order": [
        "WOW Homes",
        "Home Group",
        "La Vida Homes",
        "Coast Homes WA",
        "JFK Custom Homes",
        "Norde Homes",
        "Homebuilders IQ - Perth",
        "Trio Homes",
        "Domination Homes",
        "Matched Homes",
        "Custombuilt Homes",
        "JAV Custom Homes",
        "Project Homes Builders",
        "New Choice Homes",
        "Builders Collective AU"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/home-builders?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wowhomes.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-builder-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A2",
      "prompt": "top home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Established All-Rounders & Family Builders",
        "Custom & Luxury Builders"
      ],
      "brands_recommended": [
        "Established All-Rounders & Family Builders",
        "Custom & Luxury Builders"
      ],
      "brand_order": [
        "Established All-Rounders & Family Builders",
        "Custom & Luxury Builders"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://homebuilderpro-wa.lovable.app/guides/best-builders-perth#:~:text=We%20scored%20builders%20on%20four%20criteria%20relevant,to%20first-home%20buyers%20and%20standard%20suburban%20blocks.",
        "https://homebuilderpro-wa.lovable.app/guides/best-builders-perth#:~:text=We%20scored%20builders%20on%20four%20criteria%20relevant,to%20first-home%20buyers%20and%20standard%20suburban%20blocks.",
        "https://b1homes.com.au/who-is-the-best-first-home-builder-in-perth-a-2026-buyers-guide/#:~:text=B1%20Homes%20is%20backed%20by%20Sumitomo%20Forestry,tested%2C%20refined%2C%20and%20supported%20through%20global%20cycles.",
        "https://homegroup.com.au/perth/testimonials#:~:text=The%20value%20for%20money%20that%20you%20get,to%20walk%20in%20and%20call%20it%20home.",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=A%20key%20part%20of%20their%20service%20is,for%20those%20who%20want%20substance%20and%20style.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=They%20have%20a%20reputation%20for%20quality%20craftsmanship,Large-scale%20developments%20in%20Perth%20are%20their%20jam.",
        "https://homebuilderpro-wa.lovable.app/guides/best-builders-perth#:~:text=Top%20volume%20builders.%20Volume%20builders%20offer%20the,allowances%20for%20wind%20region%20and%20BAL%20ratings.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=If%20you%20are%20looking%20to%20get%20the,quality%20craftsmanship%20and%20a%20seamless%20building%20experience."
      ],
      "cited_domains": [
        "homebuilderpro-wa.lovable.app",
        "b1homes.com.au",
        "homegroup.com.au",
        "wowhomes.com.au",
        "missljbeauty.com"
      ],
      "source_classes": [
        {
          "domain": "homebuilderpro-wa.lovable.app",
          "class": "third-party"
        },
        {
          "domain": "b1homes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "missljbeauty.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-builder-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A2",
      "prompt": "top home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Summit Homes Group",
        "Dale Alcock Homes",
        "Home Group & Blueprint Homes",
        "Celebration Homes & Homebuyers Centre",
        "Zorzi & Giorgi Exclusive Homes",
        "Oswald Homes",
        "Established & Volume Builders",
        "First-Home Buyer & Value Specialists",
        "Narrow Lot & Two-Storey Specialists",
        "Luxury & Architect-Designed Custom Builders"
      ],
      "brands_recommended": [
        "Summit Homes Group",
        "Dale Alcock Homes",
        "Home Group & Blueprint Homes",
        "Celebration Homes & Homebuyers Centre",
        "Zorzi & Giorgi Exclusive Homes",
        "Oswald Homes",
        "Established & Volume Builders",
        "First-Home Buyer & Value Specialists",
        "Narrow Lot & Two-Storey Specialists",
        "Luxury & Architect-Designed Custom Builders"
      ],
      "brand_order": [
        "Summit Homes Group",
        "Dale Alcock Homes",
        "Home Group & Blueprint Homes",
        "Celebration Homes & Homebuyers Centre",
        "Zorzi & Giorgi Exclusive Homes",
        "Oswald Homes",
        "Established & Volume Builders",
        "First-Home Buyer & Value Specialists",
        "Narrow Lot & Two-Storey Specialists",
        "Luxury & Architect-Designed Custom Builders"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.summithomes.com.au/",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=With%20experience%20building%20both%20single%20and%20two-storey,for%20money%2C%20without%20a%20sacrifice%20on%20style.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=A%20key%20part%20of%20their%20service%20is,for%20those%20who%20want%20substance%20and%20style.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=They%20have%20a%20reputation%20for%20quality%20craftsmanship,Large-scale%20developments%20in%20Perth%20are%20their%20jam.",
        "https://homegroup.com.au/perth/testimonials#:~:text=The%20value%20for%20money%20that%20you%20get,to%20walk%20in%20and%20call%20it%20home.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=If%20you%20are%20looking%20to%20get%20the,quality%20craftsmanship%20and%20a%20seamless%20building%20experience.",
        "https://homebuilderpro-wa.lovable.app/guides/best-builders-perth#:~:text=For%20sloping%20sites%2C%20coastal%20exposure%2C%20or%20bespoke,allowances%20for%20wind%20region%20and%20BAL%20ratings.",
        "https://www.houzz.com/professionals/home-builders/perth-08-au-probr0-bo~t_11823~r_2063523#:~:text=Read%20More.%207%2F326%20Hay%20St%2C%20Perth%2C%20WA,passion%20for%20excellence%20in%20design%20and%20craftsmanship"
      ],
      "cited_domains": [
        "summithomes.com.au",
        "missljbeauty.com",
        "homegroup.com.au",
        "homebuilderpro-wa.lovable.app",
        "houzz.com"
      ],
      "source_classes": [
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "missljbeauty.com",
          "class": "third-party"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilderpro-wa.lovable.app",
          "class": "third-party"
        },
        {
          "domain": "houzz.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-builder-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A2",
      "prompt": "top home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Celebration Homes",
        "Homebuyers Centre WA",
        "Dale Alcock Homes"
      ],
      "brands_recommended": [
        "Celebration Homes",
        "Homebuyers Centre WA",
        "Dale Alcock Homes"
      ],
      "brand_order": [
        "Celebration Homes",
        "Homebuyers Centre WA",
        "Dale Alcock Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://thepropertyplug.com.au/best-home-builders/perth/#:~:text=Every%20Perth%20%22best%20builders%22%20list%20ranks%20builders,things%20that%20actually%20decide%20the%20best%20builder.",
        "https://www.novushomes.com.au/our-awards#:~:text=When%20you%20build%20with%20Novus%20you%20are,including%203%20National%20Awards%20for%20building%20excellence.",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.summithomes.com.au/#:~:text=At%20Summit%2C%20we%20believe%20your%20home%20should,grows%20with%20you%20for%20years%20to%20come.",
        "https://www.canstar.com.au/home-loans/home-builders-perth/#:~:text=The%20Group%20comprises%20more%20than%2020%20businesses%2C,started%201%2C717%20new%20builds%20in%20WA.%202.",
        "https://www.celebrationhomes.com.au/",
        "https://b1homes.com.au/who-is-the-best-first-home-builder-in-perth-a-2026-buyers-guide/#:~:text=Don%20Baustista%20of%20B1%20Homes%20has%20done,to%20get%20your%20dream%20come%20to%20life.",
        "https://b1homes.com.au/who-is-the-best-first-home-builder-in-perth-a-2026-buyers-guide/#:~:text=B1%20Homes%20is%20backed%20by%20Sumitomo%20Forestry,A%20focus%20on%20quality%2C%20sustainability%2C%20and%20process.",
        "https://www.canstar.com.au/home-loans/home-builders-perth/#:~:text=Home%20Group%20and%20Blueprint%20Homes%20are%20multi-award,started%201%2C330%20new%20builds%20in%20WA.%203.",
        "https://www.novushomes.com.au/our-awards#:~:text=When%20you%20build%20with%20Novus%20you%20are,including%203%20National%20Awards%20for%20building%20excellence.",
        "https://thepropertyplug.com.au/best-home-builders/perth/#:~:text=Every%20Perth%20%22best%20builders%22%20list%20ranks%20builders,things%20that%20actually%20decide%20the%20best%20builder.",
        "https://thepropertyplug.com.au/best-home-builders/perth/#:~:text=It%20is%20the%20same%20sequence%20we%20use,be%20a%20full%20kitchen%20and%20flooring%20apart.",
        "https://thepropertyplug.com.au/best-home-builders/perth/#:~:text=Every%20volume%20builder%20in%20Perth%20gates%20this,it.%20*%20Build%20time%20and%20fixed-price%20guarantee."
      ],
      "cited_domains": [
        "thepropertyplug.com.au",
        "novushomes.com.au",
        "wowhomes.com.au",
        "summithomes.com.au",
        "canstar.com.au",
        "celebrationhomes.com.au",
        "b1homes.com.au"
      ],
      "source_classes": [
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "novushomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "celebrationhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "b1homes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-builder-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A3",
      "prompt": "recommended home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Homebuilders IQ - Perth"
      ],
      "brands_recommended": [
        "Homebuilders IQ - Perth"
      ],
      "brand_order": [
        "Homebuilders IQ - Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program/perth-award-winners-2025?srsltid=AfmBOoqnsus1ohSU3tTGcxw4T0wa9wvj0wkUllQRtsbomUuT8GFiR-w5",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://trendsetterhomes.com.au/awards/",
        "https://www.summithomes.com.au/journal/winner-2025-hia-professional-major-builder/",
        "https://besthomebuilders.au/best-home-builders-perth/",
        "https://homebuilderpro-wa.lovable.app/guides/best-builders-perth",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZM1pIUXphbXhpGAo"
      ],
      "cited_domains": [
        "hia.com.au",
        "wowhomes.com.au",
        "trendsetterhomes.com.au",
        "summithomes.com.au",
        "besthomebuilders.au",
        "homebuilderpro-wa.lovable.app",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "hia.com.au",
          "class": "third-party"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trendsetterhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "besthomebuilders.au",
          "class": "directory"
        },
        {
          "domain": "homebuilderpro-wa.lovable.app",
          "class": "third-party"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-builder-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A3",
      "prompt": "recommended home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program",
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program/perth-award-winners-2025",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.oswaldhomes.com.au/",
        "https://homebuilderpro-wa.lovable.app/guides/best-builders-perth",
        "https://www.productreview.com.au/c/home-builders/l/western-australia_au",
        "https://www.productreview.com.au/listings/dale-alcock"
      ],
      "cited_domains": [
        "hia.com.au",
        "wowhomes.com.au",
        "oswaldhomes.com.au",
        "homebuilderpro-wa.lovable.app",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "hia.com.au",
          "class": "third-party"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oswaldhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilderpro-wa.lovable.app",
          "class": "third-party"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-builder-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A3",
      "prompt": "recommended home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program/perth-housing-awards?srsltid=AfmBOoqiIW4dBgiZu3AnUGwnpnK1DypelWCdOkdaS4ivZ9wt14cOEvf4",
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program/perth-award-winners-2025",
        "https://www.productreview.com.au/c/home-builders/l/western-australia_au",
        "https://trendsetterhomes.com.au/awards/trendsetter-homes-win-hia-award-for-custom-built-home-in-marmion/"
      ],
      "cited_domains": [
        "hia.com.au",
        "productreview.com.au",
        "trendsetterhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "hia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "trendsetterhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-builder-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A3",
      "prompt": "recommended home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Popular Perth Builders"
      ],
      "brands_recommended": [
        "Popular Perth Builders"
      ],
      "brand_order": [
        "Popular Perth Builders"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.summithomes.com.au/",
        "https://www.dalealcock.com.au/",
        "https://homegroup.com.au/perth",
        "https://www.celebrationhomes.com.au/",
        "https://www.newchoicehomes.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "summithomes.com.au",
        "dalealcock.com.au",
        "homegroup.com.au",
        "celebrationhomes.com.au",
        "newchoicehomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "celebrationhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "newchoicehomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-builder-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A3",
      "prompt": "recommended home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Home Group",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Webb & Brown-Neaves",
        "Current Building Costs"
      ],
      "brands_recommended": [
        "Home Group",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Webb & Brown-Neaves",
        "Current Building Costs"
      ],
      "brand_order": [
        "Home Group",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Webb & Brown-Neaves",
        "Current Building Costs"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.summithomes.com.au/",
        "https://www.dalealcock.com.au/",
        "https://homegroup.com.au/perth",
        "https://www.wbhomes.com.au/",
        "https://homegroup.com.au/articles/how-much-does-it-cost-to-build-a-home-in-perth-in-2026"
      ],
      "cited_domains": [
        "reddit.com",
        "summithomes.com.au",
        "dalealcock.com.au",
        "homegroup.com.au",
        "wbhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-builder-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A3",
      "prompt": "recommended home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Summit Homes Group",
        "Average Building Costs"
      ],
      "brands_recommended": [
        "Summit Homes Group",
        "Average Building Costs"
      ],
      "brand_order": [
        "Summit Homes Group",
        "Average Building Costs"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.summithomes.com.au/",
        "https://www.dalealcock.com.au/",
        "https://www.blueprinthomes.com.au/",
        "https://homegroup.com.au/perth",
        "https://homegroup.com.au/articles/how-much-does-it-cost-to-build-a-home-in-perth-in-2026"
      ],
      "cited_domains": [
        "summithomes.com.au",
        "dalealcock.com.au",
        "blueprinthomes.com.au",
        "homegroup.com.au"
      ],
      "source_classes": [
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blueprinthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-builder-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A3",
      "prompt": "recommended home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Celebration Homes",
        "La Vida Homes",
        "Home Group",
        "New Gen Homes",
        "Coast Homes WA",
        "Beaumonde Homes",
        "B1 Homes",
        "Sertorio Homes",
        "WOW Homes",
        "New Choice Homes",
        "Averna Homes",
        "Recent customer reviews and completed homes",
        "Recommended Perth home builders",
        "Independent inspection options during construction"
      ],
      "brands_recommended": [
        "Celebration Homes",
        "La Vida Homes",
        "Home Group",
        "New Gen Homes",
        "Coast Homes WA",
        "Beaumonde Homes",
        "B1 Homes",
        "Sertorio Homes",
        "WOW Homes",
        "New Choice Homes",
        "Averna Homes",
        "Recent customer reviews and completed homes",
        "Recommended Perth home builders",
        "Independent inspection options during construction"
      ],
      "brand_order": [
        "Celebration Homes",
        "La Vida Homes",
        "Home Group",
        "New Gen Homes",
        "Coast Homes WA",
        "Beaumonde Homes",
        "B1 Homes",
        "Sertorio Homes",
        "WOW Homes",
        "New Choice Homes",
        "Averna Homes",
        "Recent customer reviews and completed homes",
        "Recommended Perth home builders",
        "Independent inspection options during construction"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/c/home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.thepropertyplug.com.au/best-home-builders/perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/builders/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/builders/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/builders?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/project-home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/home-builders?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/custom-home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/project-home-builders?utm_source=chatgpt.com",
        "https://besthomebuilders.au/best-home-builders-perth/?utm_source=chatgpt.com",
        "https://www.houzz.com.au/professionals/home-builders/perth-08-au-probr0-bo~t_11949~r_2063523?utm_source=chatgpt.com",
        "https://threebestrated.com.au/home-builders-in-perth-wa?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "thepropertyplug.com.au",
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "besthomebuilders.au",
        "houzz.com.au",
        "threebestrated.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "besthomebuilders.au",
          "class": "directory"
        },
        {
          "domain": "houzz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-builder-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A3",
      "prompt": "recommended home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Celebration Homes",
        "Home Group",
        "WOW Homes",
        "Coast Homes WA",
        "Create Homes",
        "JFK Custom Homes",
        "Norde Homes",
        "Trio Homes",
        "Homebuilders IQ - Perth",
        "Domination Homes",
        "New Choice Homes",
        "Custombuilt Homes",
        "Blueprint Homes",
        "JAV Custom Homes",
        "Matched Homes",
        "Dale Alcock Homes"
      ],
      "brands_recommended": [
        "Celebration Homes",
        "Home Group",
        "WOW Homes",
        "Coast Homes WA",
        "Create Homes",
        "JFK Custom Homes",
        "Norde Homes",
        "Trio Homes",
        "Homebuilders IQ - Perth",
        "Domination Homes",
        "New Choice Homes",
        "Custombuilt Homes",
        "Blueprint Homes",
        "JAV Custom Homes",
        "Matched Homes",
        "Dale Alcock Homes"
      ],
      "brand_order": [
        "Celebration Homes",
        "Home Group",
        "WOW Homes",
        "Coast Homes WA",
        "Create Homes",
        "JFK Custom Homes",
        "Norde Homes",
        "Trio Homes",
        "Homebuilders IQ - Perth",
        "Domination Homes",
        "New Choice Homes",
        "Custombuilt Homes",
        "Blueprint Homes",
        "JAV Custom Homes",
        "Matched Homes",
        "Dale Alcock Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/c/home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/project-home-builders?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/home-builders?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-builder-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A3",
      "prompt": "recommended home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "New Gen Homes",
        "WOW Homes",
        "Home Group",
        "Trio Homes",
        "Coast Homes WA",
        "Evolution Custom Homes",
        "Empire Building Company",
        "Tenfold Homes"
      ],
      "brands_recommended": [
        "New Gen Homes",
        "WOW Homes",
        "Home Group",
        "Trio Homes",
        "Coast Homes WA",
        "Evolution Custom Homes",
        "Empire Building Company",
        "Tenfold Homes"
      ],
      "brand_order": [
        "New Gen Homes",
        "WOW Homes",
        "Home Group",
        "Trio Homes",
        "Coast Homes WA",
        "Evolution Custom Homes",
        "Empire Building Company",
        "Tenfold Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=chatgpt.com",
        "https://hia.com.au/our-industry/newsroom/hia-awards/2026/04/western-australian-builders-win-national-housing-awards?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/builders/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/project-home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/home-builders?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/project-home-builders?utm_source=chatgpt.com",
        "https://www.thepropertyplug.com.au/best-home-builders/perth/?utm_source=chatgpt.com",
        "https://besthomebuilders.au/best-home-builders-perth/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/builders/wa/perth?utm_source=chatgpt.com",
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program/perth-award-winners-2022/custom-built-home/custom-built-home-480001-to-650000?utm_source=chatgpt.com",
        "https://hia.com.au/our-industry/newsroom/economic-research-and-forecasting/2025/09/wa-deliver-as-hia-announces-top-100-australian-builders?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wowhomes.com.au",
        "hia.com.au",
        "starworks.com.au",
        "productreview.com.au",
        "thepropertyplug.com.au",
        "besthomebuilders.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "besthomebuilders.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-builder-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A3",
      "prompt": "recommended home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.thepropertyplug.com.au/best-home-builders/perth/#:~:text=There%20is%20no%20single%20best%20home%20builder,home%20suited%20every%20buyer.%20It%20does%20not.",
        "https://b1homes.com.au/who-is-the-best-first-home-builder-in-perth-a-2026-buyers-guide/#:~:text=Because%20the%20journey%20feels%20as%20good%20as,path%20from%20renting%20to%20owning%20feels%20achievable.",
        "https://www.wowhomes.com.au/best-home-builder-perth/#:~:text=Easystart%20is%20powered%20by%20the%20Summit%20Homes,is%20exactly%20the%20certainty%20criterion%206%20rewards.",
        "https://www.wowhomes.com.au/best-home-builder-perth/#:~:text=Homebuyers%20Centre%20has%20focused%20on%20first%20home,giving%20it%20in-house%20finance%20through%20Resolve%20Finance.",
        "https://www.wowhomes.com.au/best-home-builder-perth/#:~:text=The%20Ranking%20*%20Dale%20Alcock%20Homes.%20A,home%20options%20inside%20a%20much%20larger%20business.",
        "https://www.summithomes.com.au/#:~:text=Perth's%20Award-Winning%20Home%20Builders.%20In%202025%2C%20Summit,something%20as%20personal%20as%20building%20your%20home.",
        "https://www.summithomes.com.au/#:~:text=At%20Summit%2C%20we%20believe%20your%20home%20should,grows%20with%20you%20for%20years%20to%20come.",
        "https://besthomebuilders.au/best-home-builders-perth/",
        "https://www.thepropertyplug.com.au/best-home-builders/perth/#:~:text=We%20show%20it.%20*%20The%20standard%20inclusions,more%20than%20a%20cheaper%20price%20that%20drifts.",
        "https://www.thepropertyplug.com.au/best-home-builders/perth/#:~:text=We%20show%20it.%20*%20The%20standard%20inclusions,more%20than%20a%20cheaper%20price%20that%20drifts."
      ],
      "cited_domains": [
        "thepropertyplug.com.au",
        "b1homes.com.au",
        "wowhomes.com.au",
        "summithomes.com.au",
        "besthomebuilders.au"
      ],
      "source_classes": [
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "b1homes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "besthomebuilders.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-builder-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A3",
      "prompt": "recommended home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.summithomes.com.au/#:~:text=At%20Summit%2C%20we%20believe%20your%20home%20should,grows%20with%20you%20for%20years%20to%20come.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=A%20key%20part%20of%20their%20service%20is,for%20those%20who%20want%20substance%20and%20style.",
        "https://www.wowhomes.com.au/best-home-builder-perth/#:~:text=Homebuyers%20Centre%20has%20focused%20on%20first%20home,giving%20it%20in-house%20finance%20through%20Resolve%20Finance.",
        "https://www.celebrationhomes.com.au/",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=If%20you%20are%20looking%20to%20get%20the,quality%20craftsmanship%20and%20a%20seamless%20building%20experience."
      ],
      "cited_domains": [
        "summithomes.com.au",
        "missljbeauty.com",
        "wowhomes.com.au",
        "celebrationhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "missljbeauty.com",
          "class": "third-party"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "celebrationhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-builder-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A3",
      "prompt": "recommended home builder Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Dale Alcock Homes",
        "ABN Group",
        "B1 Homes",
        "Summit Homes Group",
        "Plunkett Homes",
        "Webb & Brown-Neaves",
        "Celebration Homes",
        "Oswald Homes"
      ],
      "brands_recommended": [
        "Dale Alcock Homes",
        "ABN Group",
        "B1 Homes",
        "Summit Homes Group",
        "Plunkett Homes",
        "Webb & Brown-Neaves",
        "Celebration Homes",
        "Oswald Homes"
      ],
      "brand_order": [
        "Dale Alcock Homes",
        "ABN Group",
        "B1 Homes",
        "Summit Homes Group",
        "Plunkett Homes",
        "Webb & Brown-Neaves",
        "Celebration Homes",
        "Oswald Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://besthomebuilders.au/best-home-builders-perth/#:~:text=Who%20are%20the%20best%20home%20builders%20in,to%20build%20a%20new%20home%20in%20Perth%3F",
        "https://homebuilderpro-wa.lovable.app/guides/best-builders-perth#:~:text=Best%20Home%20Builders%20in%20Perth%202026%20%E2%80%94,Board%20and%20hold%20HIA%20or%20MBA%20membership."
      ],
      "cited_domains": [
        "besthomebuilders.au",
        "homebuilderpro-wa.lovable.app"
      ],
      "source_classes": [
        {
          "domain": "besthomebuilders.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilderpro-wa.lovable.app",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-builder-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A4",
      "prompt": "who is the best home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "brands_recommended": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "brand_order": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.summithomes.com.au/",
        "https://www.wowhomes.com.au/",
        "https://www.dalealcock.com.au/",
        "https://www.blueprinthomes.com.au/",
        "https://homegroup.com.au/perth",
        "https://www.canstar.com.au/home-loans/home-builders-perth/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/",
        "https://hia.com.au/our-industry/newsroom/economic-research-and-forecasting/2025/09/wa-deliver-as-hia-announces-top-100-australian-builders",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.wbhomes.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNXNDJZelYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNM01XUjJibXRuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHJjdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZk1YZDZZMll3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJEUTJhM1puGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXhPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSMlgzcDRjMnMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaelkxOXlNbXBuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMGMzaDJjbTVpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoeWVYRjNaR3gyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM05WODVabkJ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMmEzTTNabk5uGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NsOXpkbTR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2JqVmtNVEo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvNWQyMTNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeU9XcHdjVEEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJM1p6TjRZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1taHdlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek0zQjVaR05mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJuQnFPV1kwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZM1pIUXphbXhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2RtMDVNbmx5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwbmVITTBPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmJtUm1iRGQ0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQydHdNalkxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaa2R6ZDRkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZelpIWTJadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FHSTFNRE01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNlkzTXpkekkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmRtcG5OQRgK"
      ],
      "cited_domains": [
        "reddit.com",
        "summithomes.com.au",
        "wowhomes.com.au",
        "dalealcock.com.au",
        "blueprinthomes.com.au",
        "homegroup.com.au",
        "canstar.com.au",
        "homebuilding.com.au",
        "hia.com.au",
        "wbhomes.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blueprinthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "directory"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hia.com.au",
          "class": "third-party"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-builder-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A4",
      "prompt": "who is the best home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "brands_recommended": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "brand_order": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.summithomes.com.au/",
        "https://www.wowhomes.com.au/",
        "https://www.dalealcock.com.au/",
        "https://www.blueprinthomes.com.au/",
        "https://homegroup.com.au/perth",
        "https://www.canstar.com.au/home-loans/home-builders-perth/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/",
        "https://hia.com.au/our-industry/newsroom/economic-research-and-forecasting/2025/09/wa-deliver-as-hia-announces-top-100-australian-builders",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.wbhomes.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNXNDJZelYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNM01XUjJibXRuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHJjdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZk1YZDZZMll3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJEUTJhM1puGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXhPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSMlgzcDRjMnMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaelkxOXlNbXBuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMGMzaDJjbTVpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoeWVYRjNaR3gyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM05WODVabkJ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMmEzTTNabk5uGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NsOXpkbTR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2JqVmtNVEo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvNWQyMTNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeU9XcHdjVEEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJM1p6TjRZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1taHdlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek0zQjVaR05mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJuQnFPV1kwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZM1pIUXphbXhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2RtMDVNbmx5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwbmVITTBPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmJtUm1iRGQ0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQydHdNalkxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaa2R6ZDRkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZelpIWTJadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FHSTFNRE01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNlkzTXpkekkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmRtcG5OQRgK"
      ],
      "cited_domains": [
        "reddit.com",
        "summithomes.com.au",
        "wowhomes.com.au",
        "dalealcock.com.au",
        "blueprinthomes.com.au",
        "homegroup.com.au",
        "canstar.com.au",
        "homebuilding.com.au",
        "hia.com.au",
        "wbhomes.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blueprinthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hia.com.au",
          "class": "third-party"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-builder-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A4",
      "prompt": "who is the best home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "brands_recommended": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "brand_order": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "WOW Homes",
        "Evolution Custom Homes",
        "JAV Custom Homes",
        "Nulook Homes",
        "Custombuilt Homes",
        "Custom Home Builders",
        "Future First Homes",
        "Chross Homes & Development",
        "Innova Builders",
        "Create Homes",
        "Springate Homes & Renovations",
        "First Homebuilders",
        "Stannard Homes",
        "Norde Homes",
        "Beaumonde Homes",
        "Amerex Renovations",
        "Diamond New Homes",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "New Home Building Brokers",
        "Locale Homes",
        "Home Group",
        "Celebration Homes",
        "New Gen Homes",
        "WA Building Company",
        "MP Homes",
        "Green-Shore Builders Perth",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "2,243 homes",
        "Quick Comparison of Perth's Top Builders",
        "Volume & Award-Winning Major Builders",
        "Luxury & Custom Boutique Builders",
        "First Home Buyer & Budget Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.summithomes.com.au/",
        "https://www.wowhomes.com.au/",
        "https://www.dalealcock.com.au/",
        "https://www.blueprinthomes.com.au/",
        "https://homegroup.com.au/perth",
        "https://www.canstar.com.au/home-loans/home-builders-perth/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/",
        "https://hia.com.au/our-industry/newsroom/economic-research-and-forecasting/2025/09/wa-deliver-as-hia-announces-top-100-australian-builders",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.wbhomes.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNXNDJZelYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNM01XUjJibXRuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHJjdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZk1YZDZZMll3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJEUTJhM1puGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXhPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSMlgzcDRjMnMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaelkxOXlNbXBuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMGMzaDJjbTVpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoeWVYRjNaR3gyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM05WODVabkJ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMmEzTTNabk5uGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NsOXpkbTR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2JqVmtNVEo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvNWQyMTNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeU9XcHdjVEEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJM1p6TjRZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1taHdlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek0zQjVaR05mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJuQnFPV1kwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZM1pIUXphbXhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2RtMDVNbmx5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwbmVITTBPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmJtUm1iRGQ0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQydHdNalkxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaa2R6ZDRkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZelpIWTJadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FHSTFNRE01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNlkzTXpkekkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmRtcG5OQRgK"
      ],
      "cited_domains": [
        "reddit.com",
        "summithomes.com.au",
        "wowhomes.com.au",
        "dalealcock.com.au",
        "blueprinthomes.com.au",
        "homegroup.com.au",
        "canstar.com.au",
        "homebuilding.com.au",
        "hia.com.au",
        "wbhomes.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blueprinthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-builder-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A4",
      "prompt": "who is the best home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "WOW Homes",
        "Luxury & Custom Builders"
      ],
      "brands_recommended": [
        "WOW Homes",
        "Luxury & Custom Builders"
      ],
      "brand_order": [
        "WOW Homes",
        "Luxury & Custom Builders"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.summithomes.com.au/",
        "https://www.wowhomes.com.au/",
        "https://homegroup.com.au/perth",
        "https://www.wbhomes.com.au/",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/",
        "https://b1homes.com.au/",
        "https://www.oswaldhomes.com.au/"
      ],
      "cited_domains": [
        "summithomes.com.au",
        "wowhomes.com.au",
        "homegroup.com.au",
        "wbhomes.com.au",
        "homebuilding.com.au",
        "b1homes.com.au",
        "oswaldhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "b1homes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oswaldhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-builder-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A4",
      "prompt": "who is the best home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.summithomes.com.au/",
        "https://www.wowhomes.com.au/",
        "https://www.dalealcock.com.au/",
        "https://homegroup.com.au/perth",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.wbhomes.com.au/",
        "https://dominationhomes.com.au/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/",
        "https://www.celebrationhomes.com.au/",
        "https://www.oswaldhomes.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "summithomes.com.au",
        "wowhomes.com.au",
        "dalealcock.com.au",
        "homegroup.com.au",
        "wbhomes.com.au",
        "dominationhomes.com.au",
        "homebuilding.com.au",
        "celebrationhomes.com.au",
        "oswaldhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dominationhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "celebrationhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oswaldhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-builder-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A4",
      "prompt": "who is the best home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Leading Perth Home Builders"
      ],
      "brands_recommended": [
        "Leading Perth Home Builders"
      ],
      "brand_order": [
        "Leading Perth Home Builders"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.summithomes.com.au/",
        "https://homegroup.com.au/perth",
        "https://www.wbhomes.com.au/",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/",
        "https://www.celebrationhomes.com.au/",
        "https://www.oswaldhomes.com.au/"
      ],
      "cited_domains": [
        "summithomes.com.au",
        "homegroup.com.au",
        "wbhomes.com.au",
        "wowhomes.com.au",
        "homebuilding.com.au",
        "celebrationhomes.com.au",
        "oswaldhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "celebrationhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oswaldhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-builder-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A4",
      "prompt": "who is the best home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Home Group",
        "Easystart Homes",
        "La Vida Homes",
        "Stannard Homes",
        "Coast Homes WA",
        "Webb & Brown-Neaves"
      ],
      "brands_recommended": [
        "Home Group",
        "Easystart Homes",
        "La Vida Homes",
        "Stannard Homes",
        "Coast Homes WA",
        "Webb & Brown-Neaves"
      ],
      "brand_order": [
        "Home Group",
        "Easystart Homes",
        "La Vida Homes",
        "Stannard Homes",
        "Coast Homes WA",
        "Webb & Brown-Neaves"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program/perth-housing-awards?utm_source=chatgpt.com",
        "https://hia.com.au/our-industry/newsroom/hia-awards/2026/04/western-australian-builders-win-national-housing-awards?utm_source=chatgpt.com",
        "https://www.wbhomes.com.au/awards/?utm_source=chatgpt.com",
        "https://hia.com.au/awards-and-events/awards/australian-housing-awards/2026-australian-housing-award-winners/hia-australian-professional-medium-builder-renovator/hia-australian-professional-medium-builder-renovator?utm_source=chatgpt.com",
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program/perth-award-winners-2022/custom-built-home/custom-built-home-480001-to-650000?utm_source=chatgpt.com",
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://besthomebuilders.au/best-home-builders-perth/?utm_source=chatgpt.com",
        "https://www.amerex.com.au/?utm_source=chatgpt.com",
        "https://www.amerex.com.au/awards?utm_source=chatgpt.com",
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=chatgpt.com",
        "https://www.wesbuilders.com.au/awards/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "hia.com.au",
        "wbhomes.com.au",
        "productreview.com.au",
        "besthomebuilders.au",
        "amerex.com.au",
        "wowhomes.com.au",
        "wesbuilders.com.au"
      ],
      "source_classes": [
        {
          "domain": "hia.com.au",
          "class": "third-party"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "besthomebuilders.au",
          "class": "directory"
        },
        {
          "domain": "amerex.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wesbuilders.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-builder-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A4",
      "prompt": "who is the best home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Easystart Homes",
        "Home Group",
        "WOW Homes",
        "Coast Homes WA",
        "Sertorio Homes",
        "Homebuilders IQ - Perth",
        "Create Homes",
        "New Era Homes WA",
        "Domination Homes",
        "JFK Custom Homes",
        "New Home Building Brokers",
        "Custombuilt Homes",
        "New Choice Homes",
        "JAV Custom Homes",
        "La Vida Homes",
        "Summit Homes Group",
        "Dale Alcock Homes"
      ],
      "brands_recommended": [
        "Easystart Homes",
        "Home Group",
        "WOW Homes",
        "Coast Homes WA",
        "Sertorio Homes",
        "Homebuilders IQ - Perth",
        "Create Homes",
        "New Era Homes WA",
        "Domination Homes",
        "JFK Custom Homes",
        "New Home Building Brokers",
        "Custombuilt Homes",
        "New Choice Homes",
        "JAV Custom Homes",
        "La Vida Homes",
        "Summit Homes Group",
        "Dale Alcock Homes"
      ],
      "brand_order": [
        "Easystart Homes",
        "Home Group",
        "WOW Homes",
        "Coast Homes WA",
        "Sertorio Homes",
        "Homebuilders IQ - Perth",
        "Create Homes",
        "New Era Homes WA",
        "Domination Homes",
        "JFK Custom Homes",
        "New Home Building Brokers",
        "Custombuilt Homes",
        "New Choice Homes",
        "JAV Custom Homes",
        "La Vida Homes",
        "Summit Homes Group",
        "Dale Alcock Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.thepropertyplug.com.au/best-home-builders/perth/?utm_source=chatgpt.com",
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "thepropertyplug.com.au",
        "wowhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-builder-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A4",
      "prompt": "who is the best home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Webb & Brown-Neaves",
        "WOW Homes",
        "New Gen Homes",
        "B1 Homes",
        "Homebuilders IQ - Perth",
        "Empire Building Company",
        "Evolution Custom Homes",
        "Domination Homes",
        "Ideal Homes",
        "JFK Custom Homes",
        "Coast Homes WA",
        "Custombuilt Homes",
        "Future First Homes",
        "JAV Custom Homes",
        "Home Group"
      ],
      "brands_recommended": [
        "Webb & Brown-Neaves",
        "WOW Homes",
        "New Gen Homes",
        "B1 Homes",
        "Homebuilders IQ - Perth",
        "Empire Building Company",
        "Evolution Custom Homes",
        "Domination Homes",
        "Ideal Homes",
        "JFK Custom Homes",
        "Coast Homes WA",
        "Custombuilt Homes",
        "Future First Homes",
        "JAV Custom Homes",
        "Home Group"
      ],
      "brand_order": [
        "Webb & Brown-Neaves",
        "WOW Homes",
        "New Gen Homes",
        "B1 Homes",
        "Homebuilders IQ - Perth",
        "Empire Building Company",
        "Evolution Custom Homes",
        "Domination Homes",
        "Ideal Homes",
        "JFK Custom Homes",
        "Coast Homes WA",
        "Custombuilt Homes",
        "Future First Homes",
        "JAV Custom Homes",
        "Home Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=chatgpt.com",
        "https://hia.com.au/our-industry/newsroom/hia-awards/2026/04/western-australian-builders-win-national-housing-awards?utm_source=chatgpt.com",
        "https://www.thepropertyplug.com.au/best-home-builders/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wowhomes.com.au",
        "hia.com.au",
        "thepropertyplug.com.au"
      ],
      "source_classes": [
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-builder-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A4",
      "prompt": "who is the best home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.novushomes.com.au/our-awards#:~:text=Winner%20-%20HIA%20Perth%20Small%20Lot%20Housing,Excellence%20in%20Service%20Perth%20-%20Medium%20Builder.",
        "https://b1homes.com.au/who-is-the-best-first-home-builder-in-perth-a-2026-buyers-guide/#:~:text=Because%20the%20journey%20feels%20as%20good%20as,path%20from%20renting%20to%20owning%20feels%20achievable.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%202002%20%7C%20Homes%20Built%3A%2010%2C000%2B%20Specialty%3A,for%20first-home%20buyers%20looking%20for%20long-term%20value.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%201991.%20Specialty%3A%20Entry-level%20homes%20for%20young,Choose%20Them%3A%20Affordable%2C%20streamlined%20path%20to%20homeownership.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%201978%20%7C%20Homes%20Built%3A%20Over%2085%2C000.,they're%20one%20of%20WA's%20most%20trusted%20builders.",
        "https://www.novushomes.com.au/our-awards#:~:text=In%20the%2030%2B%20years%20since%20our%20inception,suppliers%20and%20building%20materials%20available%20to%20us.",
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program/perth-award-winners-2025#:~:text=John%20Pietersen%20Award%20for%20Custom%20Built%20Home,the%20Year.%20Winner%3A%20Giorgi.%20View.%20Partnered%20by."
      ],
      "cited_domains": [
        "novushomes.com.au",
        "b1homes.com.au",
        "homebuilding.com.au",
        "hia.com.au"
      ],
      "source_classes": [
        {
          "domain": "novushomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "b1homes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hia.com.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-builder-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A4",
      "prompt": "who is the best home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Dale Alcock Homes",
        "Specializes in single- and double-storey homes",
        "Summit Homes Group",
        "Offers customized family homes",
        "B1 Homes"
      ],
      "brands_recommended": [
        "Dale Alcock Homes",
        "Specializes in single- and double-storey homes",
        "Summit Homes Group",
        "Offers customized family homes",
        "B1 Homes"
      ],
      "brand_order": [
        "Dale Alcock Homes",
        "Specializes in single- and double-storey homes",
        "Summit Homes Group",
        "Offers customized family homes",
        "B1 Homes"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-builder-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A4",
      "prompt": "who is the best home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=Their%20pre-designed%20layouts%20are%20highly%20flexible%2C%20allowing,known%20name%20in%20the%20industry%20for%20decades.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=If%20you%20are%20looking%20to%20get%20the,quality%20craftsmanship%20and%20a%20seamless%20building%20experience.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=What%20sets%20101%20Residential%20apart%20is%20its,waiting%20for%20months%20for%20your%20new%20home.",
        "https://www.novushomes.com.au/our-awards#:~:text=In%20the%2030%2B%20years%20since%20our%20inception,suppliers%20and%20building%20materials%20available%20to%20us.",
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program/perth-housing-awards#:~:text=This%20award%20recognises%20outstanding%20achievement%20in%20the,%2F%20Addition%20Project.%20Winner%3A%20Humphrey%20Homes.%20View.",
        "https://humphreyhomes.com.au/about-us/awards/#:~:text=Winner%202023.%20HIA%20Perth%20Housing%20Awards.%20Peter,Built%20Home%20%242.5%20million%20to%20%243.5%20million.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=If%20you%20are%20looking%20for%20a%20company,luxury%20two-storey%20options%20to%20functional%20family%20homes."
      ],
      "cited_domains": [
        "wowhomes.com.au",
        "missljbeauty.com",
        "novushomes.com.au",
        "hia.com.au",
        "humphreyhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "missljbeauty.com",
          "class": "third-party"
        },
        {
          "domain": "novushomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "humphreyhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-builder-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A5",
      "prompt": "recommend a good home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.wbhomes.com.au/",
        "https://homebuilderpro-wa.lovable.app/guides/best-builders-perth",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.wbhomes.com.au/wbathome/",
        "https://www.perthnow.com.au/news/business/property/wa-builders-pick-up-prizes-in-national-home-of-the-year-awards-c-22173280"
      ],
      "cited_domains": [
        "wbhomes.com.au",
        "homebuilderpro-wa.lovable.app",
        "wowhomes.com.au",
        "perthnow.com.au"
      ],
      "source_classes": [
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilderpro-wa.lovable.app",
          "class": "third-party"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthnow.com.au",
          "class": "publisher"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-builder-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A5",
      "prompt": "recommend a good home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/c/home-builders/l/western-australia_au",
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program/perth-award-winners-2025",
        "https://trendsetterhomes.com.au/awards/",
        "https://www.newgenerationhomes.com.au/inspiration/winner-2025-hia-professional-major-builder/"
      ],
      "cited_domains": [
        "productreview.com.au",
        "hia.com.au",
        "trendsetterhomes.com.au",
        "newgenerationhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "hia.com.au",
          "class": "third-party"
        },
        {
          "domain": "trendsetterhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "newgenerationhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-builder-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A5",
      "prompt": "recommend a good home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.productreview.com.au/c/home-builders/l/western-australia_au",
        "https://www.wowhomes.com.au/best-home-builder-perth/"
      ],
      "cited_domains": [
        "reddit.com",
        "productreview.com.au",
        "wowhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-builder-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A5",
      "prompt": "recommend a good home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.dalealcock.com.au/",
        "https://www.summithomes.com.au/",
        "https://www.wbhomes.com.au/",
        "https://www.newchoicehomes.com.au/",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/"
      ],
      "cited_domains": [
        "reddit.com",
        "dalealcock.com.au",
        "summithomes.com.au",
        "wbhomes.com.au",
        "newchoicehomes.com.au",
        "wowhomes.com.au",
        "homebuilding.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "newchoicehomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-builder-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A5",
      "prompt": "recommend a good home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Dale Alcock Homes",
        "Average Building Costs in Perth"
      ],
      "brands_recommended": [
        "Dale Alcock Homes",
        "Average Building Costs in Perth"
      ],
      "brand_order": [
        "Dale Alcock Homes",
        "Average Building Costs in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.dalealcock.com.au/",
        "https://www.wowhomes.com.au/",
        "https://www.wbhomes.com.au/",
        "https://www.summithomes.com.au/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/",
        "https://homegroup.com.au/articles/how-much-does-it-cost-to-build-a-home-in-perth-in-2026"
      ],
      "cited_domains": [
        "dalealcock.com.au",
        "wowhomes.com.au",
        "wbhomes.com.au",
        "summithomes.com.au",
        "homebuilding.com.au",
        "homegroup.com.au"
      ],
      "source_classes": [
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-builder-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A5",
      "prompt": "recommend a good home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "WOW Homes"
      ],
      "brands_recommended": [
        "WOW Homes"
      ],
      "brand_order": [
        "WOW Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.dalealcock.com.au/",
        "https://www.wowhomes.com.au/",
        "https://www.wbhomes.com.au/",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/"
      ],
      "cited_domains": [
        "dalealcock.com.au",
        "wowhomes.com.au",
        "wbhomes.com.au",
        "homebuilding.com.au"
      ],
      "source_classes": [
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-builder-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A5",
      "prompt": "recommend a good home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "WA Building Company",
        "La Vida Homes",
        "Create Homes",
        "Coast Homes WA",
        "B1 Homes",
        "Tenfold Homes",
        "2026 HIA Australian Emerging Builder"
      ],
      "brands_recommended": [
        "WA Building Company",
        "La Vida Homes",
        "Create Homes",
        "Coast Homes WA",
        "B1 Homes",
        "Tenfold Homes",
        "2026 HIA Australian Emerging Builder"
      ],
      "brand_order": [
        "WA Building Company",
        "La Vida Homes",
        "Create Homes",
        "Coast Homes WA",
        "B1 Homes",
        "Tenfold Homes",
        "2026 HIA Australian Emerging Builder"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://hia.com.au/our-industry/newsroom/hia-awards/2025/10/giorgi-wins-2025-hia-truecore-steel-perth-home-of-the-year?utm_source=chatgpt.com",
        "https://hia.com.au/our-industry/newsroom/hia-awards/2026/04/western-australian-builders-win-national-housing-awards?utm_source=chatgpt.com",
        "https://www.couriermail.com.au/real-estate/national/iran-war-hits-home-construction-prices-with-largest-spike-in-almost-four-years/news-story/7554d9ff7735abd10463834f337afb99?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "hia.com.au",
        "couriermail.com.au"
      ],
      "source_classes": [
        {
          "domain": "hia.com.au",
          "class": "third-party"
        },
        {
          "domain": "couriermail.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-builder-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A5",
      "prompt": "recommend a good home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "WOW Homes",
        "Home Group",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "Coast Homes WA",
        "JFK Custom Homes",
        "Domination Homes",
        "B1 Homes",
        "Chross Homes & Development",
        "Custombuilt Homes",
        "New Choice Homes",
        "JAV Custom Homes",
        "DreamStart Homes",
        "Norde Homes",
        "2026 HIA Australian Emerging Builder"
      ],
      "brands_recommended": [
        "WOW Homes",
        "Home Group",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "Coast Homes WA",
        "JFK Custom Homes",
        "Domination Homes",
        "B1 Homes",
        "Chross Homes & Development",
        "Custombuilt Homes",
        "New Choice Homes",
        "JAV Custom Homes",
        "DreamStart Homes",
        "Norde Homes",
        "2026 HIA Australian Emerging Builder"
      ],
      "brand_order": [
        "WOW Homes",
        "Home Group",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "Coast Homes WA",
        "JFK Custom Homes",
        "Domination Homes",
        "B1 Homes",
        "Chross Homes & Development",
        "Custombuilt Homes",
        "New Choice Homes",
        "JAV Custom Homes",
        "DreamStart Homes",
        "Norde Homes",
        "2026 HIA Australian Emerging Builder"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=chatgpt.com",
        "https://hia.com.au/our-industry/newsroom/hia-awards/2026/04/western-australian-builders-win-national-housing-awards?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wowhomes.com.au",
        "hia.com.au"
      ],
      "source_classes": [
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-builder-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A5",
      "prompt": "recommend a good home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Celebration Homes",
        "New Gen Homes",
        "WOW Homes",
        "Home Group",
        "Chross Homes & Development",
        "Coast Homes WA",
        "Homebuilders IQ - Perth",
        "Domination Homes",
        "JFK Custom Homes",
        "Custombuilt Homes",
        "Stannard Homes",
        "JAV Custom Homes",
        "Matched Homes",
        "Builders Collective AU",
        "New Choice Homes"
      ],
      "brands_recommended": [
        "Celebration Homes",
        "New Gen Homes",
        "WOW Homes",
        "Home Group",
        "Chross Homes & Development",
        "Coast Homes WA",
        "Homebuilders IQ - Perth",
        "Domination Homes",
        "JFK Custom Homes",
        "Custombuilt Homes",
        "Stannard Homes",
        "JAV Custom Homes",
        "Matched Homes",
        "Builders Collective AU",
        "New Choice Homes"
      ],
      "brand_order": [
        "Celebration Homes",
        "New Gen Homes",
        "WOW Homes",
        "Home Group",
        "Chross Homes & Development",
        "Coast Homes WA",
        "Homebuilders IQ - Perth",
        "Domination Homes",
        "JFK Custom Homes",
        "Custombuilt Homes",
        "Stannard Homes",
        "JAV Custom Homes",
        "Matched Homes",
        "Builders Collective AU",
        "New Choice Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.realestate.com.au/home-builders/perth-wa-6000/custom-builders/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "realestate.com.au"
      ],
      "source_classes": [
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-builder-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A5",
      "prompt": "recommend a good home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Matched Homes",
        "Homebuilders IQ - Perth",
        "Coast Homes WA",
        "Innova Builders",
        "La Vida Homes"
      ],
      "brands_recommended": [
        "Matched Homes",
        "Homebuilders IQ - Perth",
        "Coast Homes WA",
        "Innova Builders",
        "La Vida Homes"
      ],
      "brand_order": [
        "Matched Homes",
        "Homebuilders IQ - Perth",
        "Coast Homes WA",
        "Innova Builders",
        "La Vida Homes"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-builder-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A5",
      "prompt": "recommend a good home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-builder-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-A5",
      "prompt": "recommend a good home builder in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Established Volume & Family Builders",
        "First-Home Buyer & Budget-Friendly Specialists",
        "Luxury & Custom Design Builders"
      ],
      "brands_recommended": [
        "Established Volume & Family Builders",
        "First-Home Buyer & Budget-Friendly Specialists",
        "Luxury & Custom Design Builders"
      ],
      "brand_order": [
        "Established Volume & Family Builders",
        "First-Home Buyer & Budget-Friendly Specialists",
        "Luxury & Custom Design Builders"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.thepropertyplug.com.au/best-home-builders/perth/#:~:text=There%20is%20no%20single%20best%20home%20builder,home%20suited%20every%20buyer.%20It%20does%20not.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Top%2010%20Home%20Builders%20in%20Perth%20*,10%2C000%2B%20Specialty%3A%20Affordable%20family%20homes%2C%20energy%20efficiency.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=Customers%20talk%20about%20getting%20great%20value%20for,budget%2C%20Summit%20Homes%20is%20a%20strong%20contender.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Customer%20Rating%3A%20%E2%98%85%E2%98%85%E2%98%85%E2%98%85%E2%98%85%20Why%20Choose%20Them%3A%20Backed,long-term%20value.%20*%203.%20Summit%20Homes%20Group.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=*%207.%20G.J.%20Gardner%20Homes%20Perth.%20Established%3A,Choose%20Them%3A%20Affordable%2C%20streamlined%20path%20to%20homeownership.",
        "https://homebuilderpro-wa.lovable.app/guides/best-builders-perth#:~:text=Top%20volume%20builders.%20Volume%20builders%20offer%20the,allowances%20for%20wind%20region%20and%20BAL%20ratings.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=*%206.%20Webb%20%26%20Brown-Neaves.%20Established%3A%201978.,proven%20systems.%20Standout%3A%20National%20reputation%20for%20reliability."
      ],
      "cited_domains": [
        "thepropertyplug.com.au",
        "homebuilding.com.au",
        "missljbeauty.com",
        "homebuilderpro-wa.lovable.app"
      ],
      "source_classes": [
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "missljbeauty.com",
          "class": "third-party"
        },
        {
          "domain": "homebuilderpro-wa.lovable.app",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-builder-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B1",
      "prompt": "most reliable home builder in Perth for a knockdown rebuild",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.plunketthomes.com.au/building-process/knock-down-rebuild/",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.stannardhomes.com.au/knock-down-and-rebuild/",
        "https://www.realestate.com.au/home-builders/perth-wa-6000/knock-down-rebuild/",
        "https://www.productreview.com.au/listings/summit-homes-wa?page=10",
        "https://www.productreview.com.au/listings/summit-homes-wa"
      ],
      "cited_domains": [
        "plunketthomes.com.au",
        "wowhomes.com.au",
        "stannardhomes.com.au",
        "realestate.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "plunketthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stannardhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-builder-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B1",
      "prompt": "most reliable home builder in Perth for a knockdown rebuild",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Amerex Renovations",
        "Green-Shore Builders Perth",
        "Bellaluca Demolition Perth",
        "Demolition Contractors Perth",
        "Vinsan Home Demolition",
        "Progen Building Group",
        "Demo & Build",
        "DBD | Design Build Develop",
        "AAS Renovations",
        "METRO CONTRACTING",
        "Norde Homes",
        "Celebration Homes",
        "MTK Construction Group",
        "Tenfold Homes",
        "Stannard Homes",
        "First Homebuilders",
        "Cambridge Renovations",
        "House Demolitions WA",
        "Preferred Demolition",
        "Oswald Homes",
        "Master Builders WA Award Winners"
      ],
      "brands_recommended": [
        "Amerex Renovations",
        "Green-Shore Builders Perth",
        "Bellaluca Demolition Perth",
        "Demolition Contractors Perth",
        "Vinsan Home Demolition",
        "Progen Building Group",
        "Demo & Build",
        "DBD | Design Build Develop",
        "AAS Renovations",
        "METRO CONTRACTING",
        "Norde Homes",
        "Celebration Homes",
        "MTK Construction Group",
        "Tenfold Homes",
        "Stannard Homes",
        "First Homebuilders",
        "Cambridge Renovations",
        "House Demolitions WA",
        "Preferred Demolition",
        "Oswald Homes",
        "Master Builders WA Award Winners"
      ],
      "brand_order": [
        "Amerex Renovations",
        "Green-Shore Builders Perth",
        "Bellaluca Demolition Perth",
        "Demolition Contractors Perth",
        "Vinsan Home Demolition",
        "Progen Building Group",
        "Demo & Build",
        "DBD | Design Build Develop",
        "AAS Renovations",
        "METRO CONTRACTING",
        "Norde Homes",
        "Celebration Homes",
        "MTK Construction Group",
        "Tenfold Homes",
        "Stannard Homes",
        "First Homebuilders",
        "Cambridge Renovations",
        "House Demolitions WA",
        "Preferred Demolition",
        "Oswald Homes",
        "Master Builders WA Award Winners"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.plunketthomes.com.au/building-process/knock-down-rebuild/",
        "https://www.realestate.com.au/home-builders/perth-wa-6000/knock-down-rebuild/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1taHdlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmRtcG5OQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eE1EQTVhbll6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaeU5qYzRYMjFtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNWJHMHdiRE00GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad05UUXhaM1JrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNNGR6SmpjemMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGQySm5hMTg1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdGNEVnVhM0ZpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeVoycDZkbU00GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeU9XcHdjVEEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaa2R6ZDRkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0emJYaGpiVGN3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmQyMWpjSG8wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvNWQyMTNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2JqVmtNVEo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWEzRTNhalZmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReWNUYzFNbVkyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWNWODFNWGRpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5nM01IWnVOZxgK"
      ],
      "cited_domains": [
        "plunketthomes.com.au",
        "realestate.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "plunketthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-builder-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B1",
      "prompt": "most reliable home builder in Perth for a knockdown rebuild",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Nulook Homes",
        "Amerex Renovations",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Plunkett Homes",
        "Boutique & Specialized Builders"
      ],
      "brands_recommended": [
        "Nulook Homes",
        "Amerex Renovations",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Plunkett Homes",
        "Boutique & Specialized Builders"
      ],
      "brand_order": [
        "Nulook Homes",
        "Amerex Renovations",
        "Dale Alcock Homes",
        "Summit Homes Group",
        "Plunkett Homes",
        "Boutique & Specialized Builders"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.dalealcock.com.au/demolish-build/",
        "https://www.plunketthomes.com.au/building-process/knock-down-rebuild/",
        "https://www.dalealcock.com.au/demo-cost/",
        "https://www.productreview.com.au/listings/summit-homes-wa",
        "https://www.reddit.com/r/perth/comments/onabm6/building_with_summit_homes_perth/",
        "https://www.realestate.com.au/home-builders/perth-wa-6000/knock-down-rebuild/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXhPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1taHdlQRgK"
      ],
      "cited_domains": [
        "dalealcock.com.au",
        "plunketthomes.com.au",
        "productreview.com.au",
        "reddit.com",
        "realestate.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plunketthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-builder-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B1",
      "prompt": "most reliable home builder in Perth for a knockdown rebuild",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Summit Homes Group"
      ],
      "brands_recommended": [
        "Summit Homes Group"
      ],
      "brand_order": [
        "Summit Homes Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://buildingbrokercentre.com.au/knockdown-rebuild-advice",
        "https://www.stannardhomes.com.au/knock-down-and-rebuild/",
        "https://www.realestate.com.au/home-builders/perth-wa-6000/knock-down-rebuild/",
        "https://www.plunketthomes.com.au/building-process/knock-down-rebuild/",
        "https://www.101residential.com.au/demolish-and-build/",
        "https://www.summithomes.com.au/demolish-and-build/",
        "https://www.rossnorthhomes.com.au/demolish-build/"
      ],
      "cited_domains": [
        "buildingbrokercentre.com.au",
        "stannardhomes.com.au",
        "realestate.com.au",
        "plunketthomes.com.au",
        "101residential.com.au",
        "summithomes.com.au",
        "rossnorthhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "buildingbrokercentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stannardhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plunketthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "101residential.com.au",
          "class": "brand-source"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rossnorthhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-builder-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B1",
      "prompt": "most reliable home builder in Perth for a knockdown rebuild",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "HIA Perth Awards",
        "Established & Project Demolish-and-Build Specialists",
        "Boutique & Custom Rebuild Specialists"
      ],
      "brands_recommended": [
        "HIA Perth Awards",
        "Established & Project Demolish-and-Build Specialists",
        "Boutique & Custom Rebuild Specialists"
      ],
      "brand_order": [
        "HIA Perth Awards",
        "Established & Project Demolish-and-Build Specialists",
        "Boutique & Custom Rebuild Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.stannardhomes.com.au/knock-down-and-rebuild/",
        "https://www.wacountrybuilders.com.au/demolish-and-rebuild/",
        "https://www.realestate.com.au/home-builders/perth-wa-6000/knock-down-rebuild/",
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.101residential.com.au/demolish-and-build/",
        "https://www.homeinwa.com.au/video/master-builders-wa/",
        "https://www.dalealcock.com.au/demolish-build/",
        "https://www.redinkhomes.com.au/demolish-build/",
        "https://www.oswaldhomes.com.au/knockdown-and-rebuild/",
        "https://www.novushomes.com.au/demolish-and-build",
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program/perth-award-winners-2025?srsltid=AfmBOorbZWAZvyOGYQRkjbe3np32W5i1zQ5G-5THwKyVVHPAlkV93mhk",
        "https://www.productreview.com.au/c/home-builders/l/western-australia_au"
      ],
      "cited_domains": [
        "stannardhomes.com.au",
        "wacountrybuilders.com.au",
        "realestate.com.au",
        "reddit.com",
        "101residential.com.au",
        "homeinwa.com.au",
        "dalealcock.com.au",
        "redinkhomes.com.au",
        "oswaldhomes.com.au",
        "novushomes.com.au",
        "hia.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "stannardhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wacountrybuilders.com.au",
          "class": "brand-source"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "101residential.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homeinwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "redinkhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oswaldhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "novushomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hia.com.au",
          "class": "third-party"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-builder-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B1",
      "prompt": "most reliable home builder in Perth for a knockdown rebuild",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.stannardhomes.com.au/knock-down-and-rebuild/",
        "https://www.dalealcock.com.au/demolish-build/",
        "https://www.canstar.com.au/home-loans/home-builders-perth/",
        "https://www.summithomes.com.au/demolish-and-build/",
        "https://www.pdcd.com.au/how-much-does-a-knock-down-rebuild-cost-in-perth/",
        "https://www.realestate.com.au/home-builders/perth-wa-6000/knock-down-rebuild/"
      ],
      "cited_domains": [
        "reddit.com",
        "stannardhomes.com.au",
        "dalealcock.com.au",
        "canstar.com.au",
        "summithomes.com.au",
        "pdcd.com.au",
        "realestate.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "stannardhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pdcd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-builder-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B1",
      "prompt": "most reliable home builder in Perth for a knockdown rebuild",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Summit Homes Group",
        "Blueprint Homes",
        "Novus Homes",
        "Stannard Homes",
        "Oswald Homes",
        "DBD | Design Build Develop",
        "Stannard Homes or Oswald Homes"
      ],
      "brands_recommended": [
        "Summit Homes Group",
        "Blueprint Homes",
        "Novus Homes",
        "Stannard Homes",
        "Oswald Homes",
        "DBD | Design Build Develop",
        "Stannard Homes or Oswald Homes"
      ],
      "brand_order": [
        "Summit Homes Group",
        "Blueprint Homes",
        "Novus Homes",
        "Stannard Homes",
        "Oswald Homes",
        "DBD | Design Build Develop",
        "Stannard Homes or Oswald Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.realestate.com.au/home-builders/perth-greater-region-wa/knock-down-rebuild/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/perth-cbd-and-inner-suburbs-wa/knock-down-rebuild/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/perth-wa-6000/knock-down-rebuild/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/south-east-perth-wa/knock-down-rebuild/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/west-perth-wa-6005/knock-down-rebuild/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/north-west-perth-wa/knock-down-rebuild/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/custom-home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/builders/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/builders/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/home_renovations/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "realestate.com.au",
        "productreview.com.au",
        "wowhomes.com.au",
        "starworks.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-builder-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B1",
      "prompt": "most reliable home builder in Perth for a knockdown rebuild",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "WOW Homes",
        "Blueprint Homes",
        "Plunkett Homes",
        "Stannard Homes",
        "Coast Homes WA",
        "Nulook Homes",
        "Norde Homes",
        "Homebuilders IQ - Perth",
        "Oswald Homes",
        "Create Homes",
        "Domination Homes",
        "Novus Homes",
        "New Choice Homes",
        "Summit Homes knockdown rebuild",
        "Summit Homes Group"
      ],
      "brands_recommended": [
        "WOW Homes",
        "Blueprint Homes",
        "Plunkett Homes",
        "Stannard Homes",
        "Coast Homes WA",
        "Nulook Homes",
        "Norde Homes",
        "Homebuilders IQ - Perth",
        "Oswald Homes",
        "Create Homes",
        "Domination Homes",
        "Novus Homes",
        "New Choice Homes",
        "Summit Homes knockdown rebuild",
        "Summit Homes Group"
      ],
      "brand_order": [
        "WOW Homes",
        "Blueprint Homes",
        "Plunkett Homes",
        "Stannard Homes",
        "Coast Homes WA",
        "Nulook Homes",
        "Norde Homes",
        "Homebuilders IQ - Perth",
        "Oswald Homes",
        "Create Homes",
        "Domination Homes",
        "Novus Homes",
        "New Choice Homes",
        "Summit Homes knockdown rebuild",
        "Summit Homes Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/perth-wa-6000/knock-down-rebuild/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/summit-homes-wa-perth-metro?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wowhomes.com.au",
        "realestate.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-builder-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B1",
      "prompt": "most reliable home builder in Perth for a knockdown rebuild",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Blueprint Homes",
        "Summit Homes Group",
        "Stannard Homes",
        "Novus Homes",
        "DBD | Design Build Develop",
        "Builders I'd compare before signing",
        "Boutique builder focused on custom homes."
      ],
      "brands_recommended": [
        "Blueprint Homes",
        "Summit Homes Group",
        "Stannard Homes",
        "Novus Homes",
        "DBD | Design Build Develop",
        "Builders I'd compare before signing",
        "Boutique builder focused on custom homes."
      ],
      "brand_order": [
        "Blueprint Homes",
        "Summit Homes Group",
        "Stannard Homes",
        "Novus Homes",
        "DBD | Design Build Develop",
        "Builders I'd compare before signing",
        "Boutique builder focused on custom homes."
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/perth-greater-region-wa/knock-down-rebuild/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/custom-home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/perth-cbd-and-inner-suburbs-wa/knock-down-rebuild/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/perth-wa-6000/knock-down-rebuild/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/south-west-perth-wa/knock-down-rebuild/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/west-perth-wa-6005/knock-down-rebuild/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/builders/perth?utm_source=chatgpt.com",
        "https://nhbb.com.au/testimonials/custom-individual-design-perth-wa?utm_source=chatgpt.com",
        "https://nhbb.com.au/testimonials/demolish-and-rebuild-duncraig?utm_source=chatgpt.com",
        "https://www.nhbb.com.au/testimonials/builders-standard-plan-greenmount?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reddit.com",
        "realestate.com.au",
        "productreview.com.au",
        "wowhomes.com.au",
        "starworks.com.au",
        "nhbb.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "nhbb.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-builder-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B1",
      "prompt": "most reliable home builder in Perth for a knockdown rebuild",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%202010.%20Specialty%3A%20Custom%20coastal%20homes.%20Standout%3A,Choose%20Them%3A%20Tailors%20your%20dream%20coastal%20lifestyle.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%201978%20%7C%20Homes%20Built%3A%20Over%2045%2C000.,Them%3A%20Known%20for%20flexibility%20and%20design%20innovation.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%201993.%20Specialty%3A%20Luxury%20homes%2C%20narrow-lot%20specialists.,who%20want%20transparent%20pricing%20and%20luxury%20design.",
        "https://www.stannardhomes.com.au/knock-down-and-rebuild/#:~:text=A%20knockdown%20and%20rebuild%20is%20a%20site-responsive,on%20what%20comes%20next.%20Book%20a%20Consultation.",
        "https://www.stannardhomes.com.au/knock-down-and-rebuild/#:~:text=Custom%20Knockdown%20and%20Rebuild%20Perth%20%7C%20Stannard,we%20specialise%20in%20premium%2C%20fully%20custom%20homes.",
        "https://www.stannardhomes.com.au/knock-down-and-rebuild/#:~:text=Stannard%20Homes%20brings%20over%2060%20years%20of,reimagine%20what%20your%20existing%20block%20can%20become."
      ],
      "cited_domains": [
        "homebuilding.com.au",
        "stannardhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stannardhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-builder-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B1",
      "prompt": "most reliable home builder in Perth for a knockdown rebuild",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%201978%20%7C%20Homes%20Built%3A%20Over%2085%2C000.,they're%20one%20of%20WA's%20most%20trusted%20builders.",
        "https://www.realestate.com.au/home-builders/perth-wa-6000/knock-down-rebuild/#:~:text=Knock%20Down%20Rebuild%20Builders%20in%20Perth%2C%20WA,Owned%20%26%20Family%20Run.%20*%20Home%20Group.",
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/#:~:text=We%20recently%20built%20with%20Blueprint%20Homes%20and,to%20handover%20for%20a%20similar%20sized%20house.",
        "https://www.productreview.com.au/c/home-builders/l/western-australia_au#:~:text=The%20New%20Home%20Presentation%20was%20a%20particularly,in%20the%20overall%20quality%20of%20the%20work."
      ],
      "cited_domains": [
        "wowhomes.com.au",
        "homebuilding.com.au",
        "realestate.com.au",
        "reddit.com",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-builder-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B1",
      "prompt": "most reliable home builder in Perth for a knockdown rebuild",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Dale Alcock Homes",
        "Stannard Homes",
        "Summit Homes Group"
      ],
      "brands_recommended": [
        "Dale Alcock Homes",
        "Stannard Homes",
        "Summit Homes Group"
      ],
      "brand_order": [
        "Dale Alcock Homes",
        "Stannard Homes",
        "Summit Homes Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.realestate.com.au/home-builders/perth-wa-6000/knock-down-rebuild/#:~:text=Knock%20Down%20Rebuild%20Builders%20in%20Perth%2C%20WA,Owned%20%26%20Family%20Run.%20*%20Home%20Group.",
        "https://www.realestate.com.au/home-builders/perth-wa-6000/knock-down-rebuild/#:~:text=Knock%20Down%20Rebuild%20Builders%20in%20Perth%2C%20WA,Owned%20%26%20Family%20Run.%20*%20Home%20Group.",
        "https://www.stannardhomes.com.au/knock-down-and-rebuild/#:~:text=Custom%20Knockdown%20and%20Rebuild%20Perth%20%7C%20Stannard,we%20specialise%20in%20premium%2C%20fully%20custom%20homes."
      ],
      "cited_domains": [
        "realestate.com.au",
        "stannardhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stannardhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-builder-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B2",
      "prompt": "best custom home builder Perth narrow lot",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Norde Homes",
        "Chross Homes & Development",
        "Nulook Homes",
        "New Home Building Brokers",
        "Home Group",
        "La Vida Homes",
        "Into Place",
        "Coast Homes WA",
        "WOW Homes",
        "Diamond New Homes",
        "Celebration Homes",
        "Nexus Homes Group",
        "Home Collective",
        "New Gen Homes",
        "House Behind House",
        "Sadhana Constructions",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "Eco Homes Group",
        "Assetbuild Homes of Distinction",
        "Create Homes",
        "Dedicated Narrow-Lot & Design Specialists",
        "Boutique Custom & Sustainable Builders"
      ],
      "brands_recommended": [
        "Norde Homes",
        "Chross Homes & Development",
        "Nulook Homes",
        "New Home Building Brokers",
        "Home Group",
        "La Vida Homes",
        "Into Place",
        "Coast Homes WA",
        "WOW Homes",
        "Diamond New Homes",
        "Celebration Homes",
        "Nexus Homes Group",
        "Home Collective",
        "New Gen Homes",
        "House Behind House",
        "Sadhana Constructions",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "Eco Homes Group",
        "Assetbuild Homes of Distinction",
        "Create Homes",
        "Dedicated Narrow-Lot & Design Specialists",
        "Boutique Custom & Sustainable Builders"
      ],
      "brand_order": [
        "Norde Homes",
        "Chross Homes & Development",
        "Nulook Homes",
        "New Home Building Brokers",
        "Home Group",
        "La Vida Homes",
        "Into Place",
        "Coast Homes WA",
        "WOW Homes",
        "Diamond New Homes",
        "Celebration Homes",
        "Nexus Homes Group",
        "Home Collective",
        "New Gen Homes",
        "House Behind House",
        "Sadhana Constructions",
        "New Choice Homes",
        "Homebuilders IQ - Perth",
        "Eco Homes Group",
        "Assetbuild Homes of Distinction",
        "Create Homes",
        "Dedicated Narrow-Lot & Design Specialists",
        "Boutique Custom & Sustainable Builders"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.residentialattitudes.com.au/narrow/the-beauty-of-narrow-lot-living-perth/",
        "https://www.residentialattitudes.com.au/narrow-block-house-designs/",
        "https://www.residentialattitudes.com.au/double-storey/potential-two-storey-narrow-lot-homes/",
        "https://intoplace.com.au/custom-built-homes",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeU9XcHdjVEEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoeWVYRjNaR3gyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXhPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwbmVITTBPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQydHdNalkxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2RtMDVNbmx5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBeE5qbDNjalI0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNXNDJZelYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHJjdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek0zQjVaR05mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaa2R6ZDRkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsM09YRjNNMk0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1NE1UWnlaM0ZyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZelpIWTJadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjek5teHlibXR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaa05HNTBiVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJuQnFPV1kwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZM1pIUXphbXhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSeVgyMWtOREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpOemVESjVkdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMmEzTTNabk5uGAo"
      ],
      "cited_domains": [
        "residentialattitudes.com.au",
        "intoplace.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "residentialattitudes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "intoplace.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-builder-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B2",
      "prompt": "best custom home builder Perth narrow lot",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "Nulook Homes"
      ],
      "brands_recommended": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "Nulook Homes"
      ],
      "brand_order": [
        "Coast Homes WA",
        "JFK Custom Homes",
        "Nulook Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1nvxr4f/narrow_lot_home_builders_in_perth_recommendations/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNXNDJZelYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNM01XUjJibXRuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXhPURgK"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-builder-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B2",
      "prompt": "best custom home builder Perth narrow lot",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Norde Homes",
        "Evolution Custom Homes",
        "JFK Custom Homes"
      ],
      "brands_recommended": [
        "Norde Homes",
        "Evolution Custom Homes",
        "JFK Custom Homes"
      ],
      "brand_order": [
        "Norde Homes",
        "Evolution Custom Homes",
        "JFK Custom Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.novushomes.com.au/narrow-lot-homes-perth",
        "https://www.101residential.com.au/range/narrow-lot-homes/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeU9XcHdjVEEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZk1YZDZZMll3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNM01XUjJibXRuGAo"
      ],
      "cited_domains": [
        "novushomes.com.au",
        "101residential.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "novushomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "101residential.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-builder-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B2",
      "prompt": "best custom home builder Perth narrow lot",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "101 Residential",
        "Residential Attitudes",
        "Specialized Narrow-Lot Builders in Perth"
      ],
      "brands_recommended": [
        "101 Residential",
        "Residential Attitudes",
        "Specialized Narrow-Lot Builders in Perth"
      ],
      "brand_order": [
        "101 Residential",
        "Residential Attitudes",
        "Specialized Narrow-Lot Builders in Perth"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-builder-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B2",
      "prompt": "best custom home builder Perth narrow lot",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.residentialattitudes.com.au/narrow-block-house-designs/",
        "https://www.101residential.com.au/range/narrow-lot-homes/",
        "https://www.stannardhomes.com.au/blog/finding-the-right-narrow-lot-home-design/",
        "https://www.dalealcock.com.au/narrow-blocks/",
        "https://www.novushomes.com.au/",
        "https://dominationhomes.com.au/luxury-home-design-sloping-narrow-blocks-perth/"
      ],
      "cited_domains": [
        "residentialattitudes.com.au",
        "101residential.com.au",
        "stannardhomes.com.au",
        "dalealcock.com.au",
        "novushomes.com.au",
        "dominationhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "residentialattitudes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "101residential.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stannardhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "novushomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dominationhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-builder-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B2",
      "prompt": "best custom home builder Perth narrow lot",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "101 Residential",
        "Residential Attitudes"
      ],
      "brands_recommended": [
        "101 Residential",
        "Residential Attitudes"
      ],
      "brand_order": [
        "101 Residential",
        "Residential Attitudes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.novushomes.com.au/narrow-lot-homes-perth",
        "https://danmarhomes.com/",
        "https://www.101residential.com.au/range/narrow-lot-homes/",
        "https://www.residentialattitudes.com.au/narrow-block-house-designs/",
        "https://www.plunketthomes.com.au/blog/perths-best-home-designs-for-narrow-lots/",
        "https://www.residentialattitudes.com.au/narrow/the-beauty-of-narrow-lot-living-perth/",
        "https://www.plunketthomes.com.au/collections/narrow-lot-homes/",
        "https://www.novushomes.com.au/"
      ],
      "cited_domains": [
        "novushomes.com.au",
        "danmarhomes.com",
        "101residential.com.au",
        "residentialattitudes.com.au",
        "plunketthomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "novushomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "danmarhomes.com",
          "class": "brand-source"
        },
        {
          "domain": "101residential.com.au",
          "class": "brand-source"
        },
        {
          "domain": "residentialattitudes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plunketthomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-builder-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B2",
      "prompt": "best custom home builder Perth narrow lot",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Coast Homes WA",
        "Evolution Custom Homes",
        "Norde Homes",
        "Infratec Homes",
        "Central Avenue Homes",
        "Home Group",
        "2–3 completed narrow-lot homes"
      ],
      "brands_recommended": [
        "Coast Homes WA",
        "Evolution Custom Homes",
        "Norde Homes",
        "Infratec Homes",
        "Central Avenue Homes",
        "Home Group",
        "2–3 completed narrow-lot homes"
      ],
      "brand_order": [
        "Coast Homes WA",
        "Evolution Custom Homes",
        "Norde Homes",
        "Infratec Homes",
        "Central Avenue Homes",
        "Home Group",
        "2–3 completed narrow-lot homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://infratechomes.com.au/lp-narrow-lots/?utm_source=chatgpt.com",
        "https://centralavenuehomes.com.au/challenging-blocks/small-narrow-blocks/?utm_source=chatgpt.com",
        "https://homegroup.com.au/perth/home-designs/7-5m-home-designs?utm_source=chatgpt.com",
        "https://www.thepropertyplug.com.au/best-home-builders/perth/?utm_source=chatgpt.com",
        "https://www.thepropertyplug.com.au/designs/narrow-lot/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/perth-wa-6000/custom-builders/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/perth-cbd-and-inner-suburbs-wa/custom-builders/?utm_source=chatgpt.com",
        "https://besthomebuilders.au/best-home-builders-perth/narrow-lot-home-builders-perth/?utm_source=chatgpt.com",
        "https://www.movehomes.com.au/narrow-lot-homes-perth/?utm_source=chatgpt.com",
        "https://centralavenuehomes.com.au/challenging-blocks/?utm_source=chatgpt.com",
        "https://homegroup.com.au/perth/home-designs/narrow-lot-home-designs?utm_source=chatgpt.com",
        "https://progenbuildinggroup.com.au/homes/10m-homes/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "infratechomes.com.au",
        "centralavenuehomes.com.au",
        "homegroup.com.au",
        "thepropertyplug.com.au",
        "realestate.com.au",
        "besthomebuilders.au",
        "movehomes.com.au",
        "progenbuildinggroup.com.au"
      ],
      "source_classes": [
        {
          "domain": "infratechomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralavenuehomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "besthomebuilders.au",
          "class": "directory"
        },
        {
          "domain": "movehomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "progenbuildinggroup.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-builder-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B2",
      "prompt": "best custom home builder Perth narrow lot",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Blueprint Homes",
        "Infratech Homes",
        "Central Avenue Homes",
        "Prima Homes",
        "Move Homes",
        "Coast Homes WA",
        "Norde Homes",
        "WOW Homes",
        "Create Homes",
        "Evolution Custom Homes",
        "Domination Homes",
        "Custombuilt Homes",
        "Oswald Homes",
        "JFK Custom Homes",
        "Stannard Homes"
      ],
      "brands_recommended": [
        "Blueprint Homes",
        "Infratech Homes",
        "Central Avenue Homes",
        "Prima Homes",
        "Move Homes",
        "Coast Homes WA",
        "Norde Homes",
        "WOW Homes",
        "Create Homes",
        "Evolution Custom Homes",
        "Domination Homes",
        "Custombuilt Homes",
        "Oswald Homes",
        "JFK Custom Homes",
        "Stannard Homes"
      ],
      "brand_order": [
        "Blueprint Homes",
        "Infratech Homes",
        "Central Avenue Homes",
        "Prima Homes",
        "Move Homes",
        "Coast Homes WA",
        "Norde Homes",
        "WOW Homes",
        "Create Homes",
        "Evolution Custom Homes",
        "Domination Homes",
        "Custombuilt Homes",
        "Oswald Homes",
        "JFK Custom Homes",
        "Stannard Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://infratechomes.com.au/lp-narrow-lots/?utm_source=chatgpt.com",
        "https://centralavenuehomes.com.au/challenging-blocks/small-narrow-blocks/?utm_source=chatgpt.com",
        "https://www.primahomes.com.au/luxury-narrow-lot-homes/?utm_source=chatgpt.com",
        "https://www.residentialattitudes.com.au/narrow-block-house-designs/?utm_source=chatgpt.com",
        "https://www.movehomes.com.au/narrow-lot-homes-perth/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/perth-cbd-and-inner-suburbs-wa/custom-builders/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "infratechomes.com.au",
        "centralavenuehomes.com.au",
        "primahomes.com.au",
        "residentialattitudes.com.au",
        "movehomes.com.au",
        "realestate.com.au"
      ],
      "source_classes": [
        {
          "domain": "infratechomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralavenuehomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "primahomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "residentialattitudes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movehomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-builder-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B2",
      "prompt": "best custom home builder Perth narrow lot",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "WOW Homes",
        "Webb & Brown-Neaves",
        "Celebration Homes",
        "Home Group",
        "Move Homes",
        "Infratec Homes",
        "Central Avenue Homes",
        "Prima Designer Homes",
        "Home Group, Celebration and Move Homes"
      ],
      "brands_recommended": [
        "WOW Homes",
        "Webb & Brown-Neaves",
        "Celebration Homes",
        "Home Group",
        "Move Homes",
        "Infratec Homes",
        "Central Avenue Homes",
        "Prima Designer Homes",
        "Home Group, Celebration and Move Homes"
      ],
      "brand_order": [
        "WOW Homes",
        "Webb & Brown-Neaves",
        "Celebration Homes",
        "Home Group",
        "Move Homes",
        "Infratec Homes",
        "Central Avenue Homes",
        "Prima Designer Homes",
        "Home Group, Celebration and Move Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://besthomebuilders.au/best-home-builders-perth/?utm_source=chatgpt.com",
        "https://homegroup.com.au/perth/home-designs/narrow-lot-home-designs?utm_source=chatgpt.com",
        "https://www.movehomes.com.au/narrow-lot-homes-perth/?utm_source=chatgpt.com",
        "https://infratechomes.com.au/lp-narrow-lots/?utm_source=chatgpt.com",
        "https://centralavenuehomes.com.au/challenging-blocks/small-narrow-blocks/?utm_source=chatgpt.com",
        "https://www.primahomes.com.au/luxury-narrow-lot-homes/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/perth-greater-region-wa/custom-builders/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/perth-wa-6000/custom-builders/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/home-builders/wa/custom-builders/?utm_source=chatgpt.com",
        "https://www.thepropertyplug.com.au/designs/narrow-lot/?utm_source=chatgpt.com",
        "https://besthomebuilders.au/best-home-builders-perth/narrow-lot-home-builders-perth/?utm_source=chatgpt.com",
        "https://www.justozz.com.au/best-home-builders-in-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "besthomebuilders.au",
        "homegroup.com.au",
        "movehomes.com.au",
        "infratechomes.com.au",
        "centralavenuehomes.com.au",
        "primahomes.com.au",
        "realestate.com.au",
        "thepropertyplug.com.au",
        "justozz.com.au"
      ],
      "source_classes": [
        {
          "domain": "besthomebuilders.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movehomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "infratechomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralavenuehomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "primahomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "justozz.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-builder-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B2",
      "prompt": "best custom home builder Perth narrow lot",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.dalealcock.com.au/narrow-blocks/#:~:text=As%20one%20of%20Perth's%20most%20popular%20and,for%20both%2010m-wide%20blocks%20and%2012.5m-wide%20blocks.",
        "https://www.primahomes.com.au/luxury-narrow-lot-homes/#:~:text=Multi-storey%20experts.%20Prima%20Homes%20are%20Perth's%20expert,home%20that%20uses%20them%20to%20your%20advantage.",
        "https://www.rosmondhomes.com.au/Custom-Homes/Narrow-Lot-Homes#:~:text=Narrow%20Lot%20Homes.%20A%20narrow%20lot%20doesn't,which%20we%20can%20customise%20to%20suit%20you.",
        "https://www.rosmondhomes.com.au/Custom-Homes/Narrow-Lot-Homes",
        "https://www.stannardhomes.com.au/custom-home-builds/#:~:text=We%20approach%20complex%20sites%20as%20opportunities%20for,quality%2C%20transparent%20communication%2C%20and%20homes%20that%20endure.",
        "https://www.dalealcock.com.au/narrow-blocks/#:~:text=As%20one%20of%20Perth's%20most%20popular%20and,for%20both%2010m-wide%20blocks%20and%2012.5m-wide%20blocks.",
        "https://www.plunketthomes.com.au/collections/narrow-lot-homes/#:~:text=At%20Plunkett%20Homes%2C%20our%20narrow%20lot%20house,to%20a%20variety%20of%20lifestyles%20and%20needs."
      ],
      "cited_domains": [
        "dalealcock.com.au",
        "primahomes.com.au",
        "rosmondhomes.com.au",
        "stannardhomes.com.au",
        "plunketthomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "primahomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rosmondhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stannardhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plunketthomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-builder-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B2",
      "prompt": "best custom home builder Perth narrow lot",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.primahomes.com.au/luxury-narrow-lot-homes/?utm_source=gemini#:~:text=A%20narrow%20lot%20is%20no%20limitation%20when,functional%20multi-storey%20home%20on%20your%20tricky%20block.",
        "https://www.primahomes.com.au/luxury-narrow-lot-homes/?utm_source=gemini#:~:text=At%20Prima%20Homes%2C%20we%20focus%20on%20you,bright%20and%20most%20importantly%20a%20liveable%20home.",
        "https://www.primahomes.com.au/luxury-narrow-lot-homes/?utm_source=gemini#:~:text=At%20Prima%20Homes%2C%20we%20focus%20on%20you,bright%20and%20most%20importantly%20a%20liveable%20home.",
        "https://www.rosmondhomes.com.au/Custom-Homes/Narrow-Lot-Homes?utm_source=gemini#:~:text=Narrow%20Lot%20Homes.%20A%20narrow%20lot%20doesn't,which%20we%20can%20customise%20to%20suit%20you.",
        "https://www.rosmondhomes.com.au/Custom-Homes/Narrow-Lot-Homes?utm_source=gemini#:~:text=Narrow%20Lot%20Homes.%20A%20narrow%20lot%20doesn't,which%20we%20can%20customise%20to%20suit%20you.",
        "https://dominationhomes.com.au/luxury-home-design-sloping-narrow-blocks-perth/?utm_source=gemini#:~:text=For%20waterfront%20or%20elevated%20sites%2C%20intelligent%20placement,water%20views%20from%20all%20the%20right%20angles.",
        "https://dominationhomes.com.au/luxury-home-design-sloping-narrow-blocks-perth/?utm_source=gemini#:~:text=Narrow%20blocks%20%E2%80%94%20often%20overlooked%20%E2%80%94%20are,grandeur%20and%20openness%20found%20in%20sprawling%20estates.",
        "https://homegroup.com.au/perth/home-designs/narrow-lot-home-designs?utm_source=gemini#:~:text=Created%20by%20a%20highly%20experienced%20team%20of,to%20make%20a%20narrow%20lot%20feel%20spacious.",
        "https://homegroup.com.au/perth/home-designs/narrow-lot-home-designs?utm_source=gemini#:~:text=We're%20the%20award-winning%20home%20builders%20who%20partner,buyers%2C%20including%20singles%2C%20couples%20and%20small%20families.",
        "https://www.wbhomes.com.au/narrow-lot/?utm_source=gemini#:~:text=We%20see%20smarter%2C%20bolder%20and%20savvier%20design,budget.%20With%20WB%2C%20you're%20in%20safe%20hands.",
        "https://www.wbhomes.com.au/narrow-lot/?utm_source=gemini#:~:text=We%20see%20smarter%2C%20bolder%20and%20savvier%20design,budget.%20With%20WB%2C%20you're%20in%20safe%20hands.",
        "https://nhbb.com.au/services/showcase-gallery-testimonials/narrow-lot-homes?utm_source=gemini#:~:text=Most%20builders%20will%20focus%20on%20signing%20you,block%2C%20giving%20you%20all%20the%20facts%20upfront.",
        "https://www.primahomes.com.au/luxury-narrow-lot-homes/?utm_source=gemini#:~:text=There%20are%20no%20limitations%20to%20Prima%20Homes,to%20suit%20blocks%20up%20to%2010m%20wide.",
        "https://dominationhomes.com.au/luxury-home-design-sloping-narrow-blocks-perth/?utm_source=gemini#:~:text=Narrow%20blocks%20%E2%80%94%20often%20overlooked%20%E2%80%94%20are,grandeur%20and%20openness%20found%20in%20sprawling%20estates.",
        "https://www.primahomes.com.au/luxury-narrow-lot-homes/?utm_source=gemini#:~:text=Narrow%20blocks%20with%20rear%20laneway%20access%20mean,selecting%20the%20materials%20and%20type%20of%20construction."
      ],
      "cited_domains": [
        "primahomes.com.au",
        "rosmondhomes.com.au",
        "dominationhomes.com.au",
        "homegroup.com.au",
        "wbhomes.com.au",
        "nhbb.com.au"
      ],
      "source_classes": [
        {
          "domain": "primahomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rosmondhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dominationhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nhbb.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-builder-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B2",
      "prompt": "best custom home builder Perth narrow lot",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Prima Homes",
        "Rosmond Custom Homes",
        "Home Group",
        "Danmar Homes"
      ],
      "brands_recommended": [
        "Prima Homes",
        "Rosmond Custom Homes",
        "Home Group",
        "Danmar Homes"
      ],
      "brand_order": [
        "Prima Homes",
        "Rosmond Custom Homes",
        "Home Group",
        "Danmar Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.primahomes.com.au/luxury-narrow-lot-homes/#:~:text=Multi-storey%20experts.%20Prima%20Homes%20are%20Perth's%20expert,home%20that%20uses%20them%20to%20your%20advantage.",
        "https://www.primahomes.com.au/luxury-narrow-lot-homes/#:~:text=At%20Prima%20Homes%2C%20we%20focus%20on%20you,bright%20and%20most%20importantly%20a%20liveable%20home.",
        "https://www.rosmondhomes.com.au/Custom-Homes/Narrow-Lot-Homes",
        "https://homegroup.com.au/perth/home-designs/narrow-lot-home-designs#:~:text=At%20Home%20Group%20WA%2C%20we%20offer%20a,trends%20while%20keeping%20up%20with%20technological%20advances.",
        "https://danmarhomes.com/"
      ],
      "cited_domains": [
        "primahomes.com.au",
        "rosmondhomes.com.au",
        "homegroup.com.au",
        "danmarhomes.com"
      ],
      "source_classes": [
        {
          "domain": "primahomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rosmondhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "danmarhomes.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-builder-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B3",
      "prompt": "affordable home builder Perth first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Homebuyers Centre WA",
        "Affordable Living Homes",
        "B1 Homes",
        "Easystart Homes"
      ],
      "brands_recommended": [
        "Homebuyers Centre WA",
        "Affordable Living Homes",
        "B1 Homes",
        "Easystart Homes"
      ],
      "brand_order": [
        "Homebuyers Centre WA",
        "Affordable Living Homes",
        "B1 Homes",
        "Easystart Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://wa.homebuyers.com.au/",
        "https://www.affordableliving.com.au/",
        "https://b1homes.com.au/",
        "https://www.easystarthomes.com.au/"
      ],
      "cited_domains": [
        "wa.homebuyers.com.au",
        "affordableliving.com.au",
        "b1homes.com.au",
        "easystarthomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "wa.homebuyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "affordableliving.com.au",
          "class": "brand-source"
        },
        {
          "domain": "b1homes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "easystarthomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-builder-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B3",
      "prompt": "affordable home builder Perth first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "First Home Buyers Club",
        "Homebuyers Centre WA",
        "New Home Building Brokers",
        "Homebuilders IQ - Perth",
        "First Homebuilders",
        "WOW Homes",
        "New Choice Homes",
        "Future First Homes",
        "First Home Owners Centre",
        "Easystart Homes",
        "Coast Homes WA",
        "DreamStart Homes",
        "Diamond New Homes",
        "Locale Homes",
        "La Vida Homes",
        "Home Group",
        "Perth Home Brokers",
        "Winning Homes IQ - House and Land Packages",
        "B1 Homes",
        "Builders Collective AU"
      ],
      "brands_recommended": [
        "First Home Buyers Club",
        "Homebuyers Centre WA",
        "New Home Building Brokers",
        "Homebuilders IQ - Perth",
        "First Homebuilders",
        "WOW Homes",
        "New Choice Homes",
        "Future First Homes",
        "First Home Owners Centre",
        "Easystart Homes",
        "Coast Homes WA",
        "DreamStart Homes",
        "Diamond New Homes",
        "Locale Homes",
        "La Vida Homes",
        "Home Group",
        "Perth Home Brokers",
        "Winning Homes IQ - House and Land Packages",
        "B1 Homes",
        "Builders Collective AU"
      ],
      "brand_order": [
        "First Home Buyers Club",
        "Homebuyers Centre WA",
        "New Home Building Brokers",
        "Homebuilders IQ - Perth",
        "First Homebuilders",
        "WOW Homes",
        "New Choice Homes",
        "Future First Homes",
        "First Home Owners Centre",
        "Easystart Homes",
        "Coast Homes WA",
        "DreamStart Homes",
        "Diamond New Homes",
        "Locale Homes",
        "La Vida Homes",
        "Home Group",
        "Perth Home Brokers",
        "Winning Homes IQ - House and Land Packages",
        "B1 Homes",
        "Builders Collective AU"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://wa.homebuyers.com.au/",
        "https://www.youtube.com/watch?v=wPrArb2YByE&t=85",
        "https://www.affordableliving.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZMlptdHJkbXByGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdG9OdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwbmVITTBPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZM1pIUXphbXhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2JqVmtNVEo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHJjdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJuQnFPV1kwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMGMzaDJjbTVpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMVh6QnhZbkpqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RndPQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNXNDJZelYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1od2JIQndkSGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek0zQjVaR05mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmJtUm1iRGQ0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2RtMDVNbmx5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQydHdNalkxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1dVozQm9aemxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwb1gySnRObkUzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM05XWnNOSEIwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwaU1qSTRaM0YzGAo"
      ],
      "cited_domains": [
        "wa.homebuyers.com.au",
        "youtube.com",
        "affordableliving.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "wa.homebuyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        },
        {
          "domain": "affordableliving.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-builder-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B3",
      "prompt": "affordable home builder Perth first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "First Home Buyers Club",
        "First Homebuilders",
        "First Home Owners Centre",
        "Homebuilders IQ - Perth",
        "Builders Collective AU",
        "New Home Building Brokers",
        "Homebuyers Centre WA",
        "New Choice Homes",
        "Easystart Homes",
        "WOW Homes",
        "B1 Homes",
        "Coast Homes WA",
        "La Vida Homes",
        "Future First Homes",
        "Damo The Tradie I First Homes",
        "First Homes Perth",
        "Diamond New Homes",
        "Affordable Granny Flats WA",
        "Chross Homes & Development",
        "Affordable Living Homes"
      ],
      "brands_recommended": [
        "First Home Buyers Club",
        "First Homebuilders",
        "First Home Owners Centre",
        "Homebuilders IQ - Perth",
        "Builders Collective AU",
        "New Home Building Brokers",
        "Homebuyers Centre WA",
        "New Choice Homes",
        "Easystart Homes",
        "WOW Homes",
        "B1 Homes",
        "Coast Homes WA",
        "La Vida Homes",
        "Future First Homes",
        "Damo The Tradie I First Homes",
        "First Homes Perth",
        "Diamond New Homes",
        "Affordable Granny Flats WA",
        "Chross Homes & Development",
        "Affordable Living Homes"
      ],
      "brand_order": [
        "First Home Buyers Club",
        "First Homebuilders",
        "First Home Owners Centre",
        "Homebuilders IQ - Perth",
        "Builders Collective AU",
        "New Home Building Brokers",
        "Homebuyers Centre WA",
        "New Choice Homes",
        "Easystart Homes",
        "WOW Homes",
        "B1 Homes",
        "Coast Homes WA",
        "La Vida Homes",
        "Future First Homes",
        "Damo The Tradie I First Homes",
        "First Homes Perth",
        "Diamond New Homes",
        "Affordable Granny Flats WA",
        "Chross Homes & Development",
        "Affordable Living Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZMlptdHJkbXByGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2JqVmtNVEo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMVh6QnhZbkpqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZM1pIUXphbXhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwaU1qSTRaM0YzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwbmVITTBPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdG9OdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJuQnFPV1kwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RndPQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHJjdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM05XWnNOSEIwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNXNDJZelYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2RtMDVNbmx5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMGMzaDJjbTVpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0cWFqUmtaRFYzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1NU1HZGphREppGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsek0zQjVaR05mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMmJXWnhhMk5zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoeWVYRjNaR3gyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxdFlqZ3llURgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-builder-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B3",
      "prompt": "affordable home builder Perth first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "B1 Homes",
        "Home Group",
        "Affordable Living Homes",
        "Easystart Homes",
        "Blueprint Homes"
      ],
      "brands_recommended": [
        "B1 Homes",
        "Home Group",
        "Affordable Living Homes",
        "Easystart Homes",
        "Blueprint Homes"
      ],
      "brand_order": [
        "B1 Homes",
        "Home Group",
        "Affordable Living Homes",
        "Easystart Homes",
        "Blueprint Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://wa.homebuyers.com.au/",
        "https://www.affordableliving.com.au/",
        "https://b1homes.com.au/",
        "https://www.easystarthomes.com.au/",
        "https://www.blueprinthomes.com.au/",
        "https://homegroup.com.au/perth/finance/first-home-builders-hub",
        "https://homegroup.com.au/perth",
        "https://www.wacountrybuilders.com.au/first-home-buyers/",
        "https://b1homes.com.au/home-and-land-packages/",
        "https://www.canstar.com.au/home-loans/home-builders-perth/",
        "https://www.tiktok.com/@build.your.first.home.ac/video/7483064750310427922"
      ],
      "cited_domains": [
        "wa.homebuyers.com.au",
        "affordableliving.com.au",
        "b1homes.com.au",
        "easystarthomes.com.au",
        "blueprinthomes.com.au",
        "homegroup.com.au",
        "wacountrybuilders.com.au",
        "canstar.com.au",
        "tiktok.com"
      ],
      "source_classes": [
        {
          "domain": "wa.homebuyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "affordableliving.com.au",
          "class": "brand-source"
        },
        {
          "domain": "b1homes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "easystarthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blueprinthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wacountrybuilders.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "directory"
        },
        {
          "domain": "tiktok.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-builder-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B3",
      "prompt": "affordable home builder Perth first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://wa.homebuyers.com.au/",
        "https://www.affordableliving.com.au/",
        "https://b1homes.com.au/",
        "https://www.easystarthomes.com.au/",
        "https://www.blueprinthomes.com.au/",
        "https://homegroup.com.au/perth",
        "https://homegroup.com.au/articles/first-home-buyers-guide-perth-2026",
        "https://wa.homebuyers.com.au/first-home-owner-grant-wa/"
      ],
      "cited_domains": [
        "wa.homebuyers.com.au",
        "affordableliving.com.au",
        "b1homes.com.au",
        "easystarthomes.com.au",
        "blueprinthomes.com.au",
        "homegroup.com.au"
      ],
      "source_classes": [
        {
          "domain": "wa.homebuyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "affordableliving.com.au",
          "class": "brand-source"
        },
        {
          "domain": "b1homes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "easystarthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blueprinthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-builder-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B3",
      "prompt": "affordable home builder Perth first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "$10,000 grant"
      ],
      "brands_recommended": [
        "$10,000 grant"
      ],
      "brand_order": [
        "$10,000 grant"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://wa.homebuyers.com.au/",
        "https://www.affordableliving.com.au/",
        "https://www.wowhomes.com.au/",
        "https://b1homes.com.au/",
        "https://www.easystarthomes.com.au/",
        "https://www.wacountrybuilders.com.au/first-home-buyers/",
        "https://www.tiktok.com/@build.your.first.home.ac/video/7483064750310427922"
      ],
      "cited_domains": [
        "wa.homebuyers.com.au",
        "affordableliving.com.au",
        "wowhomes.com.au",
        "b1homes.com.au",
        "easystarthomes.com.au",
        "wacountrybuilders.com.au",
        "tiktok.com"
      ],
      "source_classes": [
        {
          "domain": "wa.homebuyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "affordableliving.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "b1homes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "easystarthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wacountrybuilders.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tiktok.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-builder-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B3",
      "prompt": "affordable home builder Perth first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "First Homebuilders",
        "WOW Homes",
        "Homebuyers Centre WA",
        "First Home Owners Centre",
        "B1 Homes",
        "Affordable Living Homes"
      ],
      "brands_recommended": [
        "First Homebuilders",
        "WOW Homes",
        "Homebuyers Centre WA",
        "First Home Owners Centre",
        "B1 Homes",
        "Affordable Living Homes"
      ],
      "brand_order": [
        "First Homebuilders",
        "WOW Homes",
        "Homebuyers Centre WA",
        "First Home Owners Centre",
        "B1 Homes",
        "Affordable Living Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wa.gov.au/government/publications/about-the-first-home-owner-grant?utm_source=chatgpt.com",
        "https://www.wa.gov.au/government/announcements/2026-27-housing-taxation-package?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wa.gov.au"
      ],
      "source_classes": [
        {
          "domain": "wa.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-builder-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B3",
      "prompt": "affordable home builder Perth first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Homebuyers Centre WA",
        "First Homebuilders",
        "Future First Homes",
        "Winning Homes IQ - House and Land Packages",
        "B1 Homes",
        "Celebration Homes",
        "House & Land Co",
        "Ideal Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "First Homes Perth",
        "WA Building Company",
        "First Home Owners Centre",
        "Winning Homes IQ"
      ],
      "brands_recommended": [
        "Homebuyers Centre WA",
        "First Homebuilders",
        "Future First Homes",
        "Winning Homes IQ - House and Land Packages",
        "B1 Homes",
        "Celebration Homes",
        "House & Land Co",
        "Ideal Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "First Homes Perth",
        "WA Building Company",
        "First Home Owners Centre",
        "Winning Homes IQ"
      ],
      "brand_order": [
        "Homebuyers Centre WA",
        "First Homebuilders",
        "Future First Homes",
        "Winning Homes IQ - House and Land Packages",
        "B1 Homes",
        "Celebration Homes",
        "House & Land Co",
        "Ideal Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "First Homes Perth",
        "WA Building Company",
        "First Home Owners Centre",
        "Winning Homes IQ"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://wa.homebuyers.com.au/house-and-land-packages-under-750000/?utm_source=chatgpt.com",
        "https://wa.homebuyers.com.au/?utm_source=chatgpt.com",
        "https://www.firsthomebuilders.com.au/terms-conditions?utm_source=chatgpt.com",
        "https://houseandland.co/house-and-land-available-packages/?utm_source=chatgpt.com",
        "https://www.thepropertyplug.com.au/house-and-land/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wa.homebuyers.com.au",
        "firsthomebuilders.com.au",
        "houseandland.co",
        "thepropertyplug.com.au"
      ],
      "source_classes": [
        {
          "domain": "wa.homebuyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "firsthomebuilders.com.au",
          "class": "brand-source"
        },
        {
          "domain": "houseandland.co",
          "class": "brand-source"
        },
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-builder-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B3",
      "prompt": "affordable home builder Perth first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Homebuyers Centre WA",
        "First Homebuilders",
        "WOW Homes",
        "New Choice Homes",
        "First Home Owners Centre",
        "Affordable Living Homes",
        "Future First Homes",
        "Home Group",
        "First Homes Perth",
        "Celebration Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "Move Homes",
        "Winning Homes IQ"
      ],
      "brands_recommended": [
        "Homebuyers Centre WA",
        "First Homebuilders",
        "WOW Homes",
        "New Choice Homes",
        "First Home Owners Centre",
        "Affordable Living Homes",
        "Future First Homes",
        "Home Group",
        "First Homes Perth",
        "Celebration Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "Move Homes",
        "Winning Homes IQ"
      ],
      "brand_order": [
        "Homebuyers Centre WA",
        "First Homebuilders",
        "WOW Homes",
        "New Choice Homes",
        "First Home Owners Centre",
        "Affordable Living Homes",
        "Future First Homes",
        "Home Group",
        "First Homes Perth",
        "Celebration Homes",
        "Homebuilders IQ - Perth",
        "La Vida Homes",
        "Move Homes",
        "Winning Homes IQ"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://wa.homebuyers.com.au/?utm_source=chatgpt.com",
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=chatgpt.com",
        "https://www.wa.gov.au/government/media-statements/Cook%20Labor%20Government/%24297-million-tax-package-to-deliver-for-WA-first-home-buyers-20260507?utm_source=chatgpt.com",
        "https://www.ourstatebudget.wa.gov.au/2026-27/budget-papers/2026-27-wa-state-budget-bp1.pdf?utm_source=chatgpt.com",
        "https://www.ourstatebudget.wa.gov.au/2026-27/housing.html?utm_source=chatgpt.com",
        "https://www.wa.gov.au/organisation/department-of-housing-and-works/home-ownership-options?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wa.homebuyers.com.au",
        "wowhomes.com.au",
        "wa.gov.au",
        "ourstatebudget.wa.gov.au"
      ],
      "source_classes": [
        {
          "domain": "wa.homebuyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "ourstatebudget.wa.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-builder-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B3",
      "prompt": "affordable home builder Perth first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Popular Affordable Builders in Perth"
      ],
      "brands_recommended": [
        "Popular Affordable Builders in Perth"
      ],
      "brand_order": [
        "Popular Affordable Builders in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://homebuildersiq.com.au/affordable-home-builders-perth/#:~:text=CALL%20OR%20TEXT%20US%200404%20095%20311.,During%20Build.%20Complete%20House%20And%20Land%20Packages.",
        "https://b1homes.com.au/#:~:text=B1%20Homes%20is%20Perth's%20trusted%20builder%20for,Place%20For%20First%20Home%20Buyers%20To%20Start.",
        "https://b1homes.com.au/#:~:text=Offering%20house%20and%20land%20packages%2C%20turnkey%20packages%2C,you%20back%20from%20owning%20your%20dream%20home!",
        "https://www.affordableliving.com.au/#:~:text=Affordable%20Living%20Homes%20is%20Perth's%20leader%20in,and%20start%20your%20home%20owning%20journey%20today.",
        "https://www.easystarthomes.com.au/",
        "https://homegroup.com.au/articles/building-your-first-home-in-perth-best-growth-suburbs-in-2026#:~:text=With%20median%20house%20prices%20typically%20in%20the,Beach%20and%20Butler%20Beach%20are%20minutes%20away.",
        "https://www.wa.gov.au/government/publications/about-the-first-home-owner-grant#:~:text=The%20first%20home%20owner%20grant%20(FHOG)%20is,a%20home%20that%20has%20undergone%20substantial%20renovations.",
        "https://lavidahomes.com.au/finance-savings/first-home-owner-grant-wa/#:~:text=Good%20news%20though%2C%20the%20WA%20Gov%20has,around%20%2417%2C765%20compared%20to%20the%20standard%20rate.",
        "https://lavidahomes.com.au/finance-savings/first-home-owner-grant-wa/#:~:text=Between%20the%20%2410%2C000%20First%20Home%20Owner%20Grant%2C,first%20home%20buyers%20in%20Perth%20right%20now.",
        "https://lavidahomes.com.au/finance-savings/first-home-owner-grant-wa/#:~:text=If%20your%20deposit%20is%20tight%2C%20Keystart%20is,for%20buyers%20who%20need%20it%20the%20most.",
        "https://homegroup.com.au/articles/first-home-buyers-guide-perth-2026#:~:text=*%20Step%202%3A%20Secure%20Pre-Approval%20(2-4%20weeks),(1-3%20months)%20Now%20the%20exciting%20part%20begins."
      ],
      "cited_domains": [
        "homebuildersiq.com.au",
        "b1homes.com.au",
        "affordableliving.com.au",
        "easystarthomes.com.au",
        "homegroup.com.au",
        "wa.gov.au",
        "lavidahomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "homebuildersiq.com.au",
          "class": "brand-source"
        },
        {
          "domain": "b1homes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "affordableliving.com.au",
          "class": "brand-source"
        },
        {
          "domain": "easystarthomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "lavidahomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-builder-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B3",
      "prompt": "affordable home builder Perth first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Popular Affordable Builders in Perth"
      ],
      "brands_recommended": [
        "Popular Affordable Builders in Perth"
      ],
      "brand_order": [
        "Popular Affordable Builders in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://b1homes.com.au/#:~:text=B1%20Homes%20is%20Perth's%20trusted%20builder%20for,Place%20For%20First%20Home%20Buyers%20To%20Start.",
        "https://www.affordableliving.com.au/#:~:text=Rent%20Trap!%20Did%20you%20know%20that%20the,with%20repayments%20from%20just%20%24449%20per%20week!*",
        "https://www.newchoicehomes.com.au/#:~:text=Perth%20Home%20Builder%20With%20Better%20Choices%20-,choices%20with%20our%20variety%20of%20home%20designs.",
        "https://www.mortgagechoice.com.au/guides/first-home-owner-grant/fhog-wa/#:~:text=First%20Home%20Owner%20Grant%20(FHOG)%20WA.%20The,call%20back.%20WA%20First%20home%20buyer%20grants.",
        "https://www.launchfinance.com.au/best-suburbs-first-home-buyers-perth#:~:text=*%20%E2%80%BA%20WA%20Stamp%20Duty%20Exemption%3A%20zero,from%20%24750%2C000%20in%20the%202026-27%20WA%20Budget).",
        "https://www.launchfinance.com.au/best-suburbs-first-home-buyers-perth#:~:text=Your%20choice%20depends%20on%20lifestyle%20preferences%20and,first%20home%20buyer%20benefits%20in%20Perth%3F%20Yes.",
        "https://www.launchfinance.com.au/best-suburbs-first-home-buyers-perth#:~:text=Growth%20corridors%20like%20Baldivis%2C%20Ellenbrook%2C%20and%20Harrisdale,offer%20lifestyle%20benefits%20and%20proven%20rental%20demand."
      ],
      "cited_domains": [
        "b1homes.com.au",
        "affordableliving.com.au",
        "newchoicehomes.com.au",
        "mortgagechoice.com.au",
        "launchfinance.com.au"
      ],
      "source_classes": [
        {
          "domain": "b1homes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "affordableliving.com.au",
          "class": "brand-source"
        },
        {
          "domain": "newchoicehomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-builder-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B3",
      "prompt": "affordable home builder Perth first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Affordable Living Homes",
        "B1 Homes"
      ],
      "brands_recommended": [
        "Affordable Living Homes",
        "B1 Homes"
      ],
      "brand_order": [
        "Affordable Living Homes",
        "B1 Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.affordableliving.com.au/#:~:text=That's%20almost%20%2431%2C200%20per%20year%20or%20%24156%2C000,if%20you%20qualify.%20Govt%20grants%20still%20available.",
        "https://b1homes.com.au/#:~:text=First%20Home%20Builders%20%7C%20First%20Home%20Buyers,designs%20tailored%20for%20the%20current%20Perth%20market.",
        "https://www.firsthomebuilders.com.au/#:~:text=First%20Home%20Builders%20%7C%20Perth's%20First%20Home,be%20able%20to%20secure%20finance%3F%20Think%20again!",
        "https://www.affordableliving.com.au/#:~:text=Affordable%20Living%20Homes%20is%20Perth's%20leader%20in,and%20start%20your%20home%20owning%20journey%20today."
      ],
      "cited_domains": [
        "affordableliving.com.au",
        "b1homes.com.au",
        "firsthomebuilders.com.au"
      ],
      "source_classes": [
        {
          "domain": "affordableliving.com.au",
          "class": "brand-source"
        },
        {
          "domain": "b1homes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "firsthomebuilders.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-builder-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B4",
      "prompt": "which Perth builders have the best reputation",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/"
      ],
      "cited_domains": [
        "reddit.com",
        "wowhomes.com.au",
        "homebuilding.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-builder-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B4",
      "prompt": "which Perth builders have the best reputation",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "Beaumonde Homes",
        "Novus Homes",
        "Norde Homes",
        "Established & Major Project Builders",
        "Premium & Luxury Builders"
      ],
      "brands_recommended": [
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "Beaumonde Homes",
        "Novus Homes",
        "Norde Homes",
        "Established & Major Project Builders",
        "Premium & Luxury Builders"
      ],
      "brand_order": [
        "Summit Homes Group",
        "Blueprint Homes",
        "Webb & Brown-Neaves",
        "Beaumonde Homes",
        "Novus Homes",
        "Norde Homes",
        "Established & Major Project Builders",
        "Premium & Luxury Builders"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.summithomes.com.au/",
        "https://www.wbhomes.com.au/",
        "https://www.reddit.com/r/perth/comments/1tyfns8/recommended_house_builders_in_perth/"
      ],
      "cited_domains": [
        "reddit.com",
        "summithomes.com.au",
        "wbhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-builder-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B4",
      "prompt": "which Perth builders have the best reputation",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Averna Homes",
        "Humphrey Homes",
        "Homebuyers Centre WA"
      ],
      "brands_recommended": [
        "Averna Homes",
        "Humphrey Homes",
        "Homebuyers Centre WA"
      ],
      "brand_order": [
        "Averna Homes",
        "Humphrey Homes",
        "Homebuyers Centre WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program/perth-award-winners-2025?srsltid=AfmBOorPag9q4i-W7BMUiHiUZhnMxWPNz08Z3dHe8qLfLC22GWB2gzMa",
        "https://www.perthnow.com.au/news/business/property/wa-builders-pick-up-prizes-in-national-home-of-the-year-awards-c-22173280",
        "https://customhomesonline.com.au/luxury-custom-homes-cottesloe/",
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program/western-australia-award-winners-2025/home-of-the-year/home-of-the-year",
        "https://soho.ai/articles/top-10-home-builders-in-perth",
        "https://giorgi.co/giorgi-named-perth-home-of-the-year-2025/"
      ],
      "cited_domains": [
        "hia.com.au",
        "perthnow.com.au",
        "customhomesonline.com.au",
        "soho.ai",
        "giorgi.co"
      ],
      "source_classes": [
        {
          "domain": "hia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthnow.com.au",
          "class": "publisher"
        },
        {
          "domain": "customhomesonline.com.au",
          "class": "brand-source"
        },
        {
          "domain": "soho.ai",
          "class": "third-party"
        },
        {
          "domain": "giorgi.co",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-builder-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B4",
      "prompt": "which Perth builders have the best reputation",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "WOW Homes",
        "Webb & Brown-Neaves",
        "Oswald Homes"
      ],
      "brands_recommended": [
        "WOW Homes",
        "Webb & Brown-Neaves",
        "Oswald Homes"
      ],
      "brand_order": [
        "WOW Homes",
        "Webb & Brown-Neaves",
        "Oswald Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.wbhomes.com.au/",
        "https://www.oswaldhomes.com.au/"
      ],
      "cited_domains": [
        "wowhomes.com.au",
        "wbhomes.com.au",
        "oswaldhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oswaldhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-builder-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B4",
      "prompt": "which Perth builders have the best reputation",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Home Group",
        "Blueprint Homes"
      ],
      "brands_recommended": [
        "Home Group",
        "Blueprint Homes"
      ],
      "brand_order": [
        "Home Group",
        "Blueprint Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.summithomes.com.au/",
        "https://www.newchoicehomes.com.au/",
        "https://www.wowhomes.com.au/best-home-builder-perth/",
        "https://www.wbhomes.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "summithomes.com.au",
        "newchoicehomes.com.au",
        "wowhomes.com.au",
        "wbhomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "newchoicehomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-builder-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B4",
      "prompt": "which Perth builders have the best reputation",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Home Group",
        "Summit Homes Group",
        "Reputable Builders in Perth"
      ],
      "brands_recommended": [
        "Home Group",
        "Summit Homes Group",
        "Reputable Builders in Perth"
      ],
      "brand_order": [
        "Home Group",
        "Summit Homes Group",
        "Reputable Builders in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lhfd7m/reliable_builders_in_perth_2025_whos_good_lately/",
        "https://www.canstar.com.au/home-loans/home-builders-perth/",
        "https://www.summithomes.com.au/",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/"
      ],
      "cited_domains": [
        "reddit.com",
        "canstar.com.au",
        "summithomes.com.au",
        "homebuilding.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-builder-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B4",
      "prompt": "which Perth builders have the best reputation",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Easystart Homes",
        "WA Building Company",
        "Homebuilders IQ - Perth",
        "Green-Shore Builders Perth",
        "Coast Homes WA",
        "Builders Collective AU",
        "Norde Homes",
        "Webb & Brown-Neaves",
        "Celebration Homes",
        "Summit Homes Group",
        "Dale Alcock Homes"
      ],
      "brands_recommended": [
        "Easystart Homes",
        "WA Building Company",
        "Homebuilders IQ - Perth",
        "Green-Shore Builders Perth",
        "Coast Homes WA",
        "Builders Collective AU",
        "Norde Homes",
        "Webb & Brown-Neaves",
        "Celebration Homes",
        "Summit Homes Group",
        "Dale Alcock Homes"
      ],
      "brand_order": [
        "Easystart Homes",
        "WA Building Company",
        "Homebuilders IQ - Perth",
        "Green-Shore Builders Perth",
        "Coast Homes WA",
        "Builders Collective AU",
        "Norde Homes",
        "Webb & Brown-Neaves",
        "Celebration Homes",
        "Summit Homes Group",
        "Dale Alcock Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/c/home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.wbhomes.com.au/awards/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/builders/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/builders/cannington?utm_source=chatgpt.com",
        "https://www.thepropertyplug.com.au/best-home-builders/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/builders?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/project-home-builders?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/home-builders?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/webb-brown-neaves?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/bgc-residential?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/ventura-homes?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/custom-home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/ventura-homes-wa-perth-metro?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/project-home-builders/l/western-australia_au?utm_source=chatgpt.com",
        "https://besthomebuilders.au/best-home-builders-perth/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/builders/wa/perth?utm_source=chatgpt.com",
        "https://www.wowhomes.com.au/best-home-builder-perth/?utm_source=chatgpt.com",
        "https://traderefer.au/top/building/wa/perth?utm_source=chatgpt.com",
        "https://www.justozz.com.au/best-home-builders-in-perth/?utm_source=chatgpt.com",
        "https://www.wbhomes.com.au/?utm_source=chatgpt.com",
        "https://www.houzz.com.au/professionals/design-and-construction-firms/webb-and-brown-neaves-pfvwau-pf~1326544616?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/webb-brown-neaves-170858799051145?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "wbhomes.com.au",
        "starworks.com.au",
        "thepropertyplug.com.au",
        "wordofmouth.com.au",
        "besthomebuilders.au",
        "hipages.com.au",
        "wowhomes.com.au",
        "traderefer.au",
        "justozz.com.au",
        "houzz.com.au",
        "reviews.birdeye.com"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "besthomebuilders.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "traderefer.au",
          "class": "brand-source"
        },
        {
          "domain": "justozz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "houzz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-builder-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B4",
      "prompt": "which Perth builders have the best reputation",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Webb & Brown-Neaves",
        "Dale Alcock Homes",
        "Celebration Homes",
        "Home Group",
        "Coast Homes WA",
        "Trio Homes",
        "WOW Homes",
        "Domination Homes",
        "Homebuilders IQ - Perth",
        "New Homes WA",
        "JFK Custom Homes",
        "New Choice Homes",
        "Matched Homes",
        "Custombuilt Homes",
        "JAV Custom Homes",
        "Humphrey Homes",
        "Australian Emerging Builder",
        "Established project builder"
      ],
      "brands_recommended": [
        "Webb & Brown-Neaves",
        "Dale Alcock Homes",
        "Celebration Homes",
        "Home Group",
        "Coast Homes WA",
        "Trio Homes",
        "WOW Homes",
        "Domination Homes",
        "Homebuilders IQ - Perth",
        "New Homes WA",
        "JFK Custom Homes",
        "New Choice Homes",
        "Matched Homes",
        "Custombuilt Homes",
        "JAV Custom Homes",
        "Humphrey Homes",
        "Australian Emerging Builder",
        "Established project builder"
      ],
      "brand_order": [
        "Webb & Brown-Neaves",
        "Dale Alcock Homes",
        "Celebration Homes",
        "Home Group",
        "Coast Homes WA",
        "Trio Homes",
        "WOW Homes",
        "Domination Homes",
        "Homebuilders IQ - Perth",
        "New Homes WA",
        "JFK Custom Homes",
        "New Choice Homes",
        "Matched Homes",
        "Custombuilt Homes",
        "JAV Custom Homes",
        "Humphrey Homes",
        "Australian Emerging Builder",
        "Established project builder"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/webb-brown-neaves?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/dale-alcock?utm_source=chatgpt.com",
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program/perth-housing-awards?utm_source=chatgpt.com",
        "https://hia.com.au/our-industry/newsroom/hia-awards/2026/04/western-australian-builders-win-national-housing-awards?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "hia.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "hia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-builder-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B4",
      "prompt": "which Perth builders have the best reputation",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Homebuilders IQ - Perth",
        "New Gen Homes",
        "WOW Homes",
        "Webb & Brown-Neaves",
        "Domination Homes",
        "Chross Homes & Development",
        "JFK Custom Homes",
        "Builders Collective AU",
        "Custombuilt Homes",
        "Stannard Homes",
        "Coast Homes WA",
        "Evolution Custom Homes",
        "Nulook Homes",
        "Dale Alcock Homes",
        "Ross North Homes",
        "Tenfold Homes",
        "2026 HIA Australian Emerging Builder"
      ],
      "brands_recommended": [
        "Homebuilders IQ - Perth",
        "New Gen Homes",
        "WOW Homes",
        "Webb & Brown-Neaves",
        "Domination Homes",
        "Chross Homes & Development",
        "JFK Custom Homes",
        "Builders Collective AU",
        "Custombuilt Homes",
        "Stannard Homes",
        "Coast Homes WA",
        "Evolution Custom Homes",
        "Nulook Homes",
        "Dale Alcock Homes",
        "Ross North Homes",
        "Tenfold Homes",
        "2026 HIA Australian Emerging Builder"
      ],
      "brand_order": [
        "Homebuilders IQ - Perth",
        "New Gen Homes",
        "WOW Homes",
        "Webb & Brown-Neaves",
        "Domination Homes",
        "Chross Homes & Development",
        "JFK Custom Homes",
        "Builders Collective AU",
        "Custombuilt Homes",
        "Stannard Homes",
        "Coast Homes WA",
        "Evolution Custom Homes",
        "Nulook Homes",
        "Dale Alcock Homes",
        "Ross North Homes",
        "Tenfold Homes",
        "2026 HIA Australian Emerging Builder"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.dalealcock.com.au/about-us/our-awards/?utm_source=chatgpt.com",
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program/perth-award-winners-2021/display-home?utm_source=chatgpt.com",
        "https://www.wbhomes.com.au/awards/?utm_source=chatgpt.com",
        "https://www.rossnorthhomes.com.au/why-ross-north/?utm_source=chatgpt.com",
        "https://hia.com.au/our-industry/newsroom/hia-awards/2026/04/western-australian-builders-win-national-housing-awards?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/builders/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "dalealcock.com.au",
        "hia.com.au",
        "wbhomes.com.au",
        "rossnorthhomes.com.au",
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "dalealcock.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wbhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rossnorthhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-builder-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B4",
      "prompt": "which Perth builders have the best reputation",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%201978%20%7C%20Homes%20Built%3A%20Over%2085%2C000.,they're%20one%20of%20WA's%20most%20trusted%20builders.",
        "https://www.wowhomes.com.au/best-home-builder-perth/#:~:text=Summit%20is%20one%20of%20WA's%20largest%20and,the%20field%20on%20heritage%20and%20homes%20built.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%201978%20%7C%20Homes%20Built%3A%20Over%2045%2C000.,Them%3A%20Known%20for%20flexibility%20and%20design%20innovation.",
        "https://www.wowhomes.com.au/best-home-builder-perth/#:~:text=Homebuyers%20Centre%20has%20focused%20on%20first%20home,giving%20it%20in-house%20finance%20through%20Resolve%20Finance.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%202002%20%7C%20Homes%20Built%3A%2010%2C000%2B%20Specialty%3A,for%20first-home%20buyers%20looking%20for%20long-term%20value.",
        "https://www.wowhomes.com.au/best-home-builder-perth/#:~:text=Easystart%20is%20powered%20by%20the%20Summit%20Homes,is%20exactly%20the%20certainty%20criterion%206%20rewards.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%201993.%20Specialty%3A%20Luxury%20homes%2C%20narrow-lot%20specialists.,who%20want%20transparent%20pricing%20and%20luxury%20design.",
        "https://www.houzz.com/professionals/home-builders/perth-08-au-probr0-bo~t_11823~r_2063523#:~:text=Read%20More.%207%2F326%20Hay%20St%2C%20Perth%2C%20WA,passion%20for%20excellence%20in%20design%20and%20craftsmanship"
      ],
      "cited_domains": [
        "homebuilding.com.au",
        "wowhomes.com.au",
        "houzz.com"
      ],
      "source_classes": [
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wowhomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "houzz.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-builder-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B4",
      "prompt": "which Perth builders have the best reputation",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Tips for Evaluating Perth Builders"
      ],
      "brands_recommended": [
        "Tips for Evaluating Perth Builders"
      ],
      "brand_order": [
        "Tips for Evaluating Perth Builders"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%201978%20%7C%20Homes%20Built%3A%20Over%2085%2C000.,they're%20one%20of%20WA's%20most%20trusted%20builders.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=Customers%20talk%20about%20getting%20great%20value%20for,budget%2C%20Summit%20Homes%20is%20a%20strong%20contender.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Can%20I%20get%20a%20fixed-price%20contract%3F%20Yes.,aligns%20with%20your%20goals%2C%20timeline%2C%20and%20budget.",
        "https://b1homes.com.au/who-is-the-best-first-home-builder-in-perth-a-2026-buyers-guide/#:~:text=B1%20Homes%20is%20backed%20by%20Sumitomo%20Forestry,A%20focus%20on%20quality%2C%20sustainability%2C%20and%20process.",
        "https://hia.com.au/our-industry/newsroom/economic-research-and-forecasting/2025/09/wa-deliver-as-hia-announces-top-100-australian-builders#:~:text=In%20second%20place%2C%20ABN%20Group%20delivered%203%2C530,rounded%20out%20the%20top%20five%20with%201%2C048.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Established%3A%201978%20%7C%20Homes%20Built%3A%20Over%2045%2C000.,Them%3A%20Known%20for%20flexibility%20and%20design%20innovation.",
        "https://www.missljbeauty.com/2026/04/best-home-builders-in-perth-reviewed.html#:~:text=If%20you%20are%20looking%20to%20get%20the,quality%20craftsmanship%20and%20a%20seamless%20building%20experience.",
        "https://www.thepropertyplug.com.au/best-home-builders/perth/#:~:text=Those%20are%20reputation%20signals%2C%20not%20price%20signals.,is%20the%20most%20expensive%20home%20of%20all."
      ],
      "cited_domains": [
        "homebuilding.com.au",
        "missljbeauty.com",
        "b1homes.com.au",
        "hia.com.au",
        "thepropertyplug.com.au"
      ],
      "source_classes": [
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "missljbeauty.com",
          "class": "third-party"
        },
        {
          "domain": "b1homes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-builder-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B4",
      "prompt": "which Perth builders have the best reputation",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Dale Alcock Homes",
        "Webb & Brown-Neaves"
      ],
      "brands_recommended": [
        "Dale Alcock Homes",
        "Webb & Brown-Neaves"
      ],
      "brand_order": [
        "Dale Alcock Homes",
        "Webb & Brown-Neaves"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://thepropertyplug.com.au/best-home-builders/perth/#:~:text=There%20is%20no%20single%20best%20home%20builder,home%20suited%20every%20buyer.%20It%20does%20not.",
        "https://www.summithomes.com.au/#:~:text=At%20Summit%2C%20we%20believe%20your%20home%20should,grows%20with%20you%20for%20years%20to%20come.",
        "https://www.summithomes.com.au/#:~:text=The%20Summit%20Guarantee.%20At%20Summit%20Homes%20Group%2C,peace%20of%20mind%20through%20our%20comprehensive%20guarantees.",
        "https://www.homebuilding.com.au/top-10-home-builders-in-perth-whos-leading-the-way/#:~:text=Can%20I%20get%20a%20fixed-price%20contract%3F%20Yes.,and%20in-house%20finance%20support%20for%20new%20buyers.",
        "https://maughanbuilding.com.au/luxury-home-builder/perths-most-luxurious/#:~:text=The%20two%20big%20heavy%20weights%20in%20the,mass%2C%20very%20distinguishable%20by%20their%20monolithic%20structure.",
        "https://maughanbuilding.com.au/luxury-home-builder/perths-most-luxurious/#:~:text=Zorzi%20homes%20back%20in%20the%2090's%20and,market.%20And%20quite%20successfully%20in%20my%20opinion.",
        "https://maughanbuilding.com.au/luxury-home-builder/perths-most-luxurious/#:~:text=The%20two%20big%20heavy%20weights%20in%20the,mass%2C%20very%20distinguishable%20by%20their%20monolithic%20structure.",
        "https://homebuilderpro-wa.lovable.app/guides/best-builders-perth#:~:text=Volume%20builders%20offer%20the%20shortest%20path%20to,allowances%20for%20wind%20region%20and%20BAL%20ratings.",
        "https://thepropertyplug.com.au/best-home-builders/perth/#:~:text=Slope%2C%20soil%20and%20frontage%20move%20siteworks%20by,design%2C%20land%20and%20finance%20as%20one%20number."
      ],
      "cited_domains": [
        "thepropertyplug.com.au",
        "summithomes.com.au",
        "homebuilding.com.au",
        "maughanbuilding.com.au",
        "homebuilderpro-wa.lovable.app"
      ],
      "source_classes": [
        {
          "domain": "thepropertyplug.com.au",
          "class": "directory"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "maughanbuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homebuilderpro-wa.lovable.app",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-builder-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B5",
      "prompt": "builder Perth for a home extension and renovation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Amerex Renovations",
        "Green-Shore Builders Perth",
        "Notable Perth Renovation and Extension Builders"
      ],
      "brands_recommended": [
        "Amerex Renovations",
        "Green-Shore Builders Perth",
        "Notable Perth Renovation and Extension Builders"
      ],
      "brand_order": [
        "Amerex Renovations",
        "Green-Shore Builders Perth",
        "Notable Perth Renovation and Extension Builders"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.amerex.com.au/",
        "https://greenshorebuilders.com.au/",
        "https://www.amerex.com.au/awards/",
        "https://hia.com.au/awards-and-events/awards/western-australian-awards-program/perth-housing-awards?srsltid=AfmBOoogRjRn8k3NmPfREtKROGhF7NEYvfrTkQ2WeNF3eHytyfZgupLG"
      ],
      "cited_domains": [
        "amerex.com.au",
        "greenshorebuilders.com.au",
        "hia.com.au"
      ],
      "source_classes": [
        {
          "domain": "amerex.com.au",
          "class": "brand-source"
        },
        {
          "domain": "greenshorebuilders.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hia.com.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-builder-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B5",
      "prompt": "builder Perth for a home extension and renovation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.amerex.com.au/",
        "https://www.amerex.com.au/awards/",
        "https://www.addstyle.net/industry-awards/"
      ],
      "cited_domains": [
        "amerex.com.au",
        "addstyle.net"
      ],
      "source_classes": [
        {
          "domain": "amerex.com.au",
          "class": "brand-source"
        },
        {
          "domain": "addstyle.net",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-builder-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B5",
      "prompt": "builder Perth for a home extension and renovation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.amerex.com.au/",
        "https://nextlevelextensions.com.au/",
        "https://sertoriohomes.com.au/"
      ],
      "cited_domains": [
        "amerex.com.au",
        "nextlevelextensions.com.au",
        "sertoriohomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "amerex.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nextlevelextensions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sertoriohomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-builder-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B5",
      "prompt": "builder Perth for a home extension and renovation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1bsoioq/home_extension_perth/",
        "https://www.amerex.com.au/",
        "https://www.summithomes.com.au/renovations/ground-floor-extensions/",
        "https://nextlevelextensions.com.au/",
        "https://www.summithomes.com.au/renovations/",
        "https://www.venaso.com.au/home-extensions-perth/",
        "https://site.co-architecture.com/advice/home-renovation-cost-perth/"
      ],
      "cited_domains": [
        "reddit.com",
        "amerex.com.au",
        "summithomes.com.au",
        "nextlevelextensions.com.au",
        "venaso.com.au",
        "site.co-architecture.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "amerex.com.au",
          "class": "brand-source"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nextlevelextensions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "venaso.com.au",
          "class": "brand-source"
        },
        {
          "domain": "site.co-architecture.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-builder-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B5",
      "prompt": "builder Perth for a home extension and renovation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-builder-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B5",
      "prompt": "builder Perth for a home extension and renovation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.amerex.com.au/",
        "https://www.summithomes.com.au/renovations/ground-floor-extensions/",
        "https://www.reddit.com/r/perth/comments/1bsoioq/home_extension_perth/",
        "https://greenshorebuilders.com.au/",
        "https://www.summithomes.com.au/renovations/",
        "https://sertoriohomes.com.au/"
      ],
      "cited_domains": [
        "amerex.com.au",
        "summithomes.com.au",
        "reddit.com",
        "greenshorebuilders.com.au",
        "sertoriohomes.com.au"
      ],
      "source_classes": [
        {
          "domain": "amerex.com.au",
          "class": "brand-source"
        },
        {
          "domain": "summithomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "greenshorebuilders.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sertoriohomes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-builder-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B5",
      "prompt": "builder Perth for a home extension and renovation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Amerex Renovations",
        "Cambridge Renovations",
        "AAS Renovations",
        "Mounts Bay Co Home Renovators",
        "Springate Homes & Renovations",
        "Perway Construction Services",
        "Addstyle Master Builders",
        "Homebuilders IQ - Perth",
        "Lloyd McKeeman Homes",
        "Evolve Builders"
      ],
      "brands_recommended": [
        "Amerex Renovations",
        "Cambridge Renovations",
        "AAS Renovations",
        "Mounts Bay Co Home Renovators",
        "Springate Homes & Renovations",
        "Perway Construction Services",
        "Addstyle Master Builders",
        "Homebuilders IQ - Perth",
        "Lloyd McKeeman Homes",
        "Evolve Builders"
      ],
      "brand_order": [
        "Amerex Renovations",
        "Cambridge Renovations",
        "AAS Renovations",
        "Mounts Bay Co Home Renovators",
        "Springate Homes & Renovations",
        "Perway Construction Services",
        "Addstyle Master Builders",
        "Homebuilders IQ - Perth",
        "Lloyd McKeeman Homes",
        "Evolve Builders"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.houzz.com.au/professionals/home-builders/amerex-renovations-pfvwau-pf~1989717704?utm_source=chatgpt.com",
        "https://hipages.com.au/find/home_renovations/wa/perth?utm_source=chatgpt.com",
        "https://evolvebuilders.com.au/reviews/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/home_extensions/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/home_extensions/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/builders_renovation/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/home_extensions/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/home_extensions/wa?utm_source=chatgpt.com",
        "https://www.houzz.com.au/professionals/home-builders/perth-home-extensions-pfvwau-pf~916482780?utm_source=chatgpt.com",
        "https://www.houzz.com.au/professionals/design-and-construction-firms/go2-homes-pfvwau-pf~1956948669?utm_source=chatgpt.com",
        "https://www.houzz.com.au/professionals/home-builders/element-construction-wa-pty-ltd-pfvwau-pf~1795230090?utm_source=chatgpt.com",
        "https://www.homestars.com/home-constructions-renovations/renovation-company-pros/perth?internalNavigation=true&utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/builders?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "houzz.com.au",
        "hipages.com.au",
        "evolvebuilders.com.au",
        "homestars.com",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "houzz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "evolvebuilders.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homestars.com",
          "class": "third-party"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-builder-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B5",
      "prompt": "builder Perth for a home extension and renovation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Amerex Renovations",
        "Cambridge Renovations",
        "Kev Renovations – Luxury Home Extensions & Bathrooms, WA",
        "Addstyle Master Builders",
        "Mounts Bay Co Home Renovators",
        "Smith & Sons Renovations & Extensions Perth South Metro",
        "IQ Construction",
        "Green-Shore Builders Perth",
        "WOW Homes",
        "Sertorio Homes",
        "Homebuilders IQ - Perth",
        "Nexus Homes Group"
      ],
      "brands_recommended": [
        "Amerex Renovations",
        "Cambridge Renovations",
        "Kev Renovations – Luxury Home Extensions & Bathrooms, WA",
        "Addstyle Master Builders",
        "Mounts Bay Co Home Renovators",
        "Smith & Sons Renovations & Extensions Perth South Metro",
        "IQ Construction",
        "Green-Shore Builders Perth",
        "WOW Homes",
        "Sertorio Homes",
        "Homebuilders IQ - Perth",
        "Nexus Homes Group"
      ],
      "brand_order": [
        "Amerex Renovations",
        "Cambridge Renovations",
        "Kev Renovations – Luxury Home Extensions & Bathrooms, WA",
        "Addstyle Master Builders",
        "Mounts Bay Co Home Renovators",
        "Smith & Sons Renovations & Extensions Perth South Metro",
        "IQ Construction",
        "Green-Shore Builders Perth",
        "WOW Homes",
        "Sertorio Homes",
        "Homebuilders IQ - Perth",
        "Nexus Homes Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.amerex.com.au/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/home_extensions/wa/perth?utm_source=chatgpt.com",
        "https://www.smithandsons.com.au/home-renovation-builders/home-renovations-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "amerex.com.au",
        "hipages.com.au",
        "smithandsons.com.au"
      ],
      "source_classes": [
        {
          "domain": "amerex.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "smithandsons.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-builder-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B5",
      "prompt": "builder Perth for a home extension and renovation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Addstyle Master Builders",
        "Amerex Renovations",
        "Cambridge Renovations",
        "Core WA - Home Renovation and Second Storey Extension Specialist",
        "Springate Homes & Renovations",
        "Kev Renovations – Luxury Home Extensions & Bathrooms, WA",
        "Mounts Bay Co Home Renovators",
        "AAS Renovations",
        "Home Building",
        "Green-Shore Builders Perth",
        "Sertorio Homes",
        "Nexus Homes Group",
        "OZ HOME BUILDING & CONSTRUCTION",
        "Lloyd McKeeman Homes"
      ],
      "brands_recommended": [
        "Addstyle Master Builders",
        "Amerex Renovations",
        "Cambridge Renovations",
        "Core WA - Home Renovation and Second Storey Extension Specialist",
        "Springate Homes & Renovations",
        "Kev Renovations – Luxury Home Extensions & Bathrooms, WA",
        "Mounts Bay Co Home Renovators",
        "AAS Renovations",
        "Home Building",
        "Green-Shore Builders Perth",
        "Sertorio Homes",
        "Nexus Homes Group",
        "OZ HOME BUILDING & CONSTRUCTION",
        "Lloyd McKeeman Homes"
      ],
      "brand_order": [
        "Addstyle Master Builders",
        "Amerex Renovations",
        "Cambridge Renovations",
        "Core WA - Home Renovation and Second Storey Extension Specialist",
        "Springate Homes & Renovations",
        "Kev Renovations – Luxury Home Extensions & Bathrooms, WA",
        "Mounts Bay Co Home Renovators",
        "AAS Renovations",
        "Home Building",
        "Green-Shore Builders Perth",
        "Sertorio Homes",
        "Nexus Homes Group",
        "OZ HOME BUILDING & CONSTRUCTION",
        "Lloyd McKeeman Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.homebuilding.com.au/home-additions-in-perth-a-complete-guide/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/builders_renovation/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/home_renovations/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "homebuilding.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "homebuilding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-builder-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B5",
      "prompt": "builder Perth for a home extension and renovation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Addstyle Master Builders",
        "Amerex Renovations",
        "Sertorio Homes"
      ],
      "brands_recommended": [
        "Addstyle Master Builders",
        "Amerex Renovations",
        "Sertorio Homes"
      ],
      "brand_order": [
        "Addstyle Master Builders",
        "Amerex Renovations",
        "Sertorio Homes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.addstyle.net/#:~:text=Led%20by%20a%20mission%20for%20'quality%20without,quality%2C%20value%20for%20money%20and%20customer%20service.",
        "https://www.amerex.com.au/#:~:text=Near%20the%20CBD%3A%20Highgate%2C%20South%20Perth%2C%20Como%2C,helping%20Perth%20homeowners%20love%20where%20they%20live.",
        "https://sertoriohomes.com.au/#:~:text=Premium%20Home%20Renovations%20Perth%20%7C%20Award-Winning%20Designs,exceed%20expectations.%20Book%20a%20FREE%20Discovery%20Session.",
        "https://nextlevelextensions.com.au/"
      ],
      "cited_domains": [
        "addstyle.net",
        "amerex.com.au",
        "sertoriohomes.com.au",
        "nextlevelextensions.com.au"
      ],
      "source_classes": [
        {
          "domain": "addstyle.net",
          "class": "brand-source"
        },
        {
          "domain": "amerex.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sertoriohomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nextlevelextensions.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-builder-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B5",
      "prompt": "builder Perth for a home extension and renovation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Notable Perth Extension & Renovation Builders"
      ],
      "brands_recommended": [
        "Notable Perth Extension & Renovation Builders"
      ],
      "brand_order": [
        "Notable Perth Extension & Renovation Builders"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.addstyle.net/",
        "https://sertoriohomes.com.au/#:~:text=Premium%20Home%20Renovations%20Perth%20%7C%20Award-Winning%20Designs,exceed%20expectations.%20Book%20a%20FREE%20Discovery%20Session.",
        "https://hipages.com.au/find/home_extensions/wa/perth#:~:text=Cannot%20recommend%20Kev%20and%20his%20team%20any,30%20years%20of%20experience%20in%20the%20industry%2C",
        "https://www.addstyle.net/#:~:text=Award%20Winning%20Perth%20Home%20Renovations%20Builder.%20From,most%20awarded%20home%20renovation%20builders%20in%20Perth."
      ],
      "cited_domains": [
        "addstyle.net",
        "sertoriohomes.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "addstyle.net",
          "class": "brand-source"
        },
        {
          "domain": "sertoriohomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-builder-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "builder-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-builder-B5",
      "prompt": "builder Perth for a home extension and renovation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Builder",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Specialist vs"
      ],
      "brands_recommended": [
        "Specialist vs"
      ],
      "brand_order": [
        "Specialist vs"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.addstyle.net/#:~:text=Home%20Renovations%20Perth%20%7C%20Addstyle%20Master%20Builders.,the%20leading%20home%20renovations%20builder%20in%20Perth.",
        "https://www.addstyle.net/#:~:text=*%20Alfresco%20%26%20Outdoor%20Rooms.%20*%20Granny,and%20interiors%20advice%2C%20to%20demolition%20and%20construction.",
        "https://www.addstyle.net/#:~:text=*%20Alfresco%20%26%20Outdoor%20Rooms.%20*%20Granny,and%20interiors%20advice%2C%20to%20demolition%20and%20construction.",
        "https://www.amerex.com.au/#:~:text=We're%20proud%20to%20be%20seven%20time%20winners,in%20WA%20has%20EVER%20won%20this%20award.",
        "https://www.amerex.com.au/#:~:text=Amerex%20Renovations%3A%20Perth%20Builder%20specialising%20in%20Second,Today%20on%20(08)%209227%201822%20Contact%20Us.",
        "https://sertoriohomes.com.au/#:~:text=At%20Sertorio%20Homes%2C%20we%20design%20and%20build,like%20home%20from%20day%20one.%20Granny%20Flats.",
        "https://nextlevelextensions.com.au/"
      ],
      "cited_domains": [
        "addstyle.net",
        "amerex.com.au",
        "sertoriohomes.com.au",
        "nextlevelextensions.com.au"
      ],
      "source_classes": [
        {
          "domain": "addstyle.net",
          "class": "brand-source"
        },
        {
          "domain": "amerex.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sertoriohomes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nextlevelextensions.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-builder-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A1",
      "prompt": "best buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Property Wizards Buyer's Agents",
        "W Buyers Agents",
        "Rise Property Buyers",
        "LORVEN BUYERS AGENCY",
        "Property Buyers Services",
        "You&Me Personalised Property Services",
        "Perth Buyers Agents",
        "ENRICH Property - Buyers Agency",
        "Pentony Buyers Agent Perth",
        "Selling Perth Real Estate",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Buyers Agency Co",
        "Buyer's Agent Online",
        "Inhabit Property",
        "Perth Property Buyers",
        "For Sale By Owner",
        "Highly Rated Perth Buyer's Agencies"
      ],
      "brands_recommended": [
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Property Wizards Buyer's Agents",
        "W Buyers Agents",
        "Rise Property Buyers",
        "LORVEN BUYERS AGENCY",
        "Property Buyers Services",
        "You&Me Personalised Property Services",
        "Perth Buyers Agents",
        "ENRICH Property - Buyers Agency",
        "Pentony Buyers Agent Perth",
        "Selling Perth Real Estate",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Buyers Agency Co",
        "Buyer's Agent Online",
        "Inhabit Property",
        "Perth Property Buyers",
        "For Sale By Owner",
        "Highly Rated Perth Buyer's Agencies"
      ],
      "brand_order": [
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Property Wizards Buyer's Agents",
        "W Buyers Agents",
        "Rise Property Buyers",
        "LORVEN BUYERS AGENCY",
        "Property Buyers Services",
        "You&Me Personalised Property Services",
        "Perth Buyers Agents",
        "ENRICH Property - Buyers Agency",
        "Pentony Buyers Agent Perth",
        "Selling Perth Real Estate",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Buyers Agency Co",
        "Buyer's Agent Online",
        "Inhabit Property",
        "Perth Property Buyers",
        "For Sale By Owner",
        "Highly Rated Perth Buyer's Agencies"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKZmJqRnpPV296GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsZlpIWXdZbWh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU5EUTNNRGhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eFkyWnRlSFIzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU4zRjVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReWJIZDRjM2cxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1bWRIa3dabmMwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwcWJERjVkM1J3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpSNWEyNW5kR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeFl6UnRhamx1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNek1IUndkamwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVptbzJlWHBvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkd04zRnVOSEJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWVHaHNhR2R1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMVpuSmtabmgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNGVuQTJkMnR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzME5IWjNjWG80GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWNYUnVjWGhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwelp6Qm5kSFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwMmJXNXRjbDh4GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-buyers_agent-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A1",
      "prompt": "best buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth",
        "LORVEN BUYERS AGENCY",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "You&Me Personalised Property Services",
        "Property Buyers Services",
        "Buyers Agency Co",
        "Perth Buyers Agents",
        "Pentony Buyers Agent Perth",
        "Buyer's Agent Online",
        "Selling Perth Real Estate",
        "Inhabit Property",
        "ENRICH Property - Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Perth Property Buyers",
        "beagl buyer's agency",
        "Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth",
        "LORVEN BUYERS AGENCY",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "You&Me Personalised Property Services",
        "Property Buyers Services",
        "Buyers Agency Co",
        "Perth Buyers Agents",
        "Pentony Buyers Agent Perth",
        "Buyer's Agent Online",
        "Selling Perth Real Estate",
        "Inhabit Property",
        "ENRICH Property - Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Perth Property Buyers",
        "beagl buyer's agency",
        "Resolve Property Solutions"
      ],
      "brand_order": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth",
        "LORVEN BUYERS AGENCY",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "You&Me Personalised Property Services",
        "Property Buyers Services",
        "Buyers Agency Co",
        "Perth Buyers Agents",
        "Pentony Buyers Agent Perth",
        "Buyer's Agent Online",
        "Selling Perth Real Estate",
        "Inhabit Property",
        "ENRICH Property - Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Perth Property Buyers",
        "beagl buyer's agency",
        "Resolve Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsZlpIWXdZbWh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKZmJqRnpPV296GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1bWRIa3dabmMwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReWJIZDRjM2cxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU4zRjVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eFkyWnRlSFIzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwcWJERjVkM1J3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU5EUTNNRGhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeFl6UnRhamx1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpSNWEyNW5kR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNGVuQTJkMnR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNek1IUndkamwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkd04zRnVOSEJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzME5IWjNjWG80GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWVHaHNhR2R1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWNYUnVjWGhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVptbzJlWHBvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdacU5Xd3hNMnRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMVpuSmtabmgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwelp6Qm5kSFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhodWRtMHpOWHAwGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-buyers_agent-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A1",
      "prompt": "best buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Buyers Advocate Perth",
        "LORVEN BUYERS AGENCY",
        "Property Wizards Buyer's Agents",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "You&Me Personalised Property Services",
        "Pentony Buyers Agent Perth",
        "Property Buyers Services",
        "Perth Buyers Agents",
        "Buyers Agency Co",
        "Selling Perth Real Estate",
        "Buyer's Agent Online",
        "Inhabit Property",
        "ENRICH Property - Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Perth Property Buyers",
        "BuyerX Perth",
        "beagl buyer's agency"
      ],
      "brands_recommended": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Buyers Advocate Perth",
        "LORVEN BUYERS AGENCY",
        "Property Wizards Buyer's Agents",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "You&Me Personalised Property Services",
        "Pentony Buyers Agent Perth",
        "Property Buyers Services",
        "Perth Buyers Agents",
        "Buyers Agency Co",
        "Selling Perth Real Estate",
        "Buyer's Agent Online",
        "Inhabit Property",
        "ENRICH Property - Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Perth Property Buyers",
        "BuyerX Perth",
        "beagl buyer's agency"
      ],
      "brand_order": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Buyers Advocate Perth",
        "LORVEN BUYERS AGENCY",
        "Property Wizards Buyer's Agents",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "You&Me Personalised Property Services",
        "Pentony Buyers Agent Perth",
        "Property Buyers Services",
        "Perth Buyers Agents",
        "Buyers Agency Co",
        "Selling Perth Real Estate",
        "Buyer's Agent Online",
        "Inhabit Property",
        "ENRICH Property - Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Perth Property Buyers",
        "BuyerX Perth",
        "beagl buyer's agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsZlpIWXdZbWh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKZmJqRnpPV296GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1bWRIa3dabmMwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReWJIZDRjM2cxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eFkyWnRlSFIzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwcWJERjVkM1J3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU4zRjVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU5EUTNNRGhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeFl6UnRhamx1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkd04zRnVOSEJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpSNWEyNW5kR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNek1IUndkamwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNGVuQTJkMnR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWVHaHNhR2R1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzME5IWjNjWG80GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWNYUnVjWGhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVptbzJlWHBvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdacU5Xd3hNMnRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMVpuSmtabmgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwelp6Qm5kSFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3ellqUnpYMm96GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhodWRtMHpOWHAwGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-buyers_agent-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A1",
      "prompt": "best buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Property Wizards Buyer's Agents"
      ],
      "brands_recommended": [
        "Property Wizards Buyer's Agents"
      ],
      "brand_order": [
        "Property Wizards Buyer's Agents"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://perthbuyersagents.com.au/",
        "https://youandmepps.com.au/buyers-agents-perth/",
        "https://www.vervebuyersagency.com/",
        "https://propertywizards.com.au/property-wizards-the-best-buyers-agent-in-perth-celebrates-back-to-back-victory-at-reiwa-awards-for-excellence/",
        "https://momentumwealth.com.au/services/buyers-agent-perth/",
        "https://buyersagentperth.net.au/",
        "https://beagl.au/",
        "https://risingreturns.com.au/best-buyers-agents-perth/",
        "https://propertywizards.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "perthbuyersagents.com.au",
        "youandmepps.com.au",
        "vervebuyersagency.com",
        "propertywizards.com.au",
        "momentumwealth.com.au",
        "buyersagentperth.net.au",
        "beagl.au",
        "risingreturns.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "beagl.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-buyers_agent-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A1",
      "prompt": "best buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Property Wizards Buyer's Agents"
      ],
      "brands_recommended": [
        "Property Wizards Buyer's Agents"
      ],
      "brand_order": [
        "Property Wizards Buyer's Agents"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://perthbuyersagents.com.au/",
        "https://youandmepps.com.au/buyers-agents-perth/",
        "https://www.vervebuyersagency.com/",
        "https://propertywizards.com.au/property-wizards-the-best-buyers-agent-in-perth-celebrates-back-to-back-victory-at-reiwa-awards-for-excellence/",
        "https://momentumwealth.com.au/services/buyers-agent-perth/",
        "https://buyersagentperth.net.au/",
        "https://beagl.au/",
        "https://risingreturns.com.au/best-buyers-agents-perth/",
        "https://propertywizards.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "perthbuyersagents.com.au",
        "youandmepps.com.au",
        "vervebuyersagency.com",
        "propertywizards.com.au",
        "momentumwealth.com.au",
        "buyersagentperth.net.au",
        "beagl.au",
        "risingreturns.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "beagl.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-buyers_agent-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A1",
      "prompt": "best buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Property Wizards Buyer's Agents"
      ],
      "brands_recommended": [
        "Property Wizards Buyer's Agents"
      ],
      "brand_order": [
        "Property Wizards Buyer's Agents"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://perthbuyersagents.com.au/",
        "https://youandmepps.com.au/buyers-agents-perth/",
        "https://www.vervebuyersagency.com/",
        "https://propertywizards.com.au/property-wizards-the-best-buyers-agent-in-perth-celebrates-back-to-back-victory-at-reiwa-awards-for-excellence/",
        "https://momentumwealth.com.au/services/buyers-agent-perth/",
        "https://buyersagentperth.net.au/",
        "https://beagl.au/",
        "https://risingreturns.com.au/best-buyers-agents-perth/",
        "https://propertywizards.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "perthbuyersagents.com.au",
        "youandmepps.com.au",
        "vervebuyersagency.com",
        "propertywizards.com.au",
        "momentumwealth.com.au",
        "buyersagentperth.net.au",
        "beagl.au",
        "risingreturns.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "beagl.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-buyers_agent-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A1",
      "prompt": "best buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Resolve Property Solutions"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Resolve Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://topbuyers.com.au/buyer-agents/perth/?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/buyers-agents/perth?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/agents/in/perth?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/reviews/wa?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/buyers-advocate-perth/reviews?utm_source=chatgpt.com",
        "https://www.realestate.com.au/find-agent/perth-wa/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/find-agent/in-perthcity?utm_source=chatgpt.com",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=chatgpt.com",
        "https://reiwa.com.au/agent-finder/?utm_source=chatgpt.com",
        "https://solvaproperty.com.au/buyers-agents/wa/perth/best?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/real-estate-agents/l/western-australia_au?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au",
        "topbuyers.com.au",
        "buyersagents.com.au",
        "realestate.com.au",
        "whichrealestateagent.com.au",
        "reiwa.com.au",
        "solvaproperty.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "topbuyers.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "solvaproperty.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-buyers_agent-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A1",
      "prompt": "best buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth",
        "Verve Buyers Agency",
        "LORVEN BUYERS AGENCY",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Pentony Buyers Agent Perth",
        "Selling Perth Real Estate",
        "Property Buyers Services",
        "Claudette Swift Buyers Agent Perth",
        "BuyerX Perth",
        "Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth",
        "Verve Buyers Agency",
        "LORVEN BUYERS AGENCY",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Pentony Buyers Agent Perth",
        "Selling Perth Real Estate",
        "Property Buyers Services",
        "Claudette Swift Buyers Agent Perth",
        "BuyerX Perth",
        "Resolve Property Solutions"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth",
        "Verve Buyers Agency",
        "LORVEN BUYERS AGENCY",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Pentony Buyers Agent Perth",
        "Selling Perth Real Estate",
        "Property Buyers Services",
        "Claudette Swift Buyers Agent Perth",
        "BuyerX Perth",
        "Resolve Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/reviews/wa?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/buyers-advocate-perth/reviews?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-buyers_agent-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A1",
      "prompt": "best buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Buyer Tenant Agency",
        "Rise Property Buyers",
        "Verve Buyers Agency",
        "Property Wizards Buyer's Agents"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Buyer Tenant Agency",
        "Rise Property Buyers",
        "Verve Buyers Agency",
        "Property Wizards Buyer's Agents"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Buyer Tenant Agency",
        "Rise Property Buyers",
        "Verve Buyers Agency",
        "Property Wizards Buyer's Agents"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://rebaa.com.au/location/wa/?utm_source=chatgpt.com",
        "https://www.dvbuyersagency.com.au/?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=chatgpt.com",
        "https://solvaproperty.com.au/buyers-agents/wa/perth/best?utm_source=chatgpt.com",
        "https://reiwa.com.au/agent-finder/?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/reviews/wa?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/buyers-advocate-perth/reviews?utm_source=chatgpt.com",
        "https://rebaa.com.au/location/perth-north-east/?utm_source=chatgpt.com",
        "https://rebaa.com.au/?utm_source=chatgpt.com",
        "https://rebaa.com.au/location/perth-inner/?utm_source=chatgpt.com",
        "https://risingreturns.com.au/best-buyers-agents-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "rebaa.com.au",
        "dvbuyersagency.com.au",
        "propertygo.com.au",
        "whichrealestateagent.com.au",
        "solvaproperty.com.au",
        "reiwa.com.au",
        "risingreturns.com.au"
      ],
      "source_classes": [
        {
          "domain": "rebaa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dvbuyersagency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "solvaproperty.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-buyers_agent-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A1",
      "prompt": "best buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/",
        "https://momentumwealth.com.au/services/buyers-agent-perth/"
      ],
      "cited_domains": [
        "whichrealestateagent.com.au",
        "momentumwealth.com.au"
      ],
      "source_classes": [
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-buyers_agent-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A1",
      "prompt": "best buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions",
        "Capital Property Advisor",
        "Rise Property Buyers",
        "Key Services & Expectations"
      ],
      "brands_recommended": [
        "Resolve Property Solutions",
        "Capital Property Advisor",
        "Rise Property Buyers",
        "Key Services & Expectations"
      ],
      "brand_order": [
        "Resolve Property Solutions",
        "Capital Property Advisor",
        "Rise Property Buyers",
        "Key Services & Expectations"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Most%20Perth%20advocates%20charge%20either%20a%20fixed,for%20auctions%20at%20a%20lower%20flat%20rate."
      ],
      "cited_domains": [
        "whichrealestateagent.com.au"
      ],
      "source_classes": [
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-buyers_agent-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A1",
      "prompt": "best buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Notable Buyer’s Agencies in Perth"
      ],
      "brands_recommended": [
        "Notable Buyer’s Agencies in Perth"
      ],
      "brand_order": [
        "Notable Buyer’s Agencies in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Best%20Buyers%20Agents%20in%20Perth%20(2026)%20%E2%80%93,Wealth%20sources%20both%20residential%20and%20commercial%20property.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,established%20suburbs%20and%20strategic%20acquisition%20opportunities.%203.",
        "https://beagl.au/testimonials/#:~:text=%22This%20was%20my%20second%20time%20using%20Beagl,recommend%20them%20if%20you're%20buying%20in%20WA.%22",
        "https://beagl.au/testimonials/#:~:text=%22We%20were%20referred%20to%20Beagl%20and%20the,have%20done%20it%20without%20the%20Beagl%20team.%22",
        "https://www.buyersadvocateperth.com.au/reviews/#:~:text=Ray%20and%20Lisa%20were%20absolutely%20outstanding.%20This,position%20ourselves%20strategically%20in%20a%20competitive%20market.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Rising%20Returns%20blends%20suburb%20analytics%2C%20inspections%2C%20negotiation%2C,11%2B%20years%20turning%20data%20into%20profitable%20acquisitions.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Most%20Perth%20advocates%20charge%20either%20a%20fixed,for%20auctions%20at%20a%20lower%20flat%20rate."
      ],
      "cited_domains": [
        "whichrealestateagent.com.au",
        "risingreturns.com.au",
        "beagl.au",
        "buyersadvocateperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beagl.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-buyers_agent-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A2",
      "prompt": "top buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth",
        "Rise Property Buyers",
        "You&Me Personalised Property Services",
        "LORVEN BUYERS AGENCY",
        "Property Buyers Services",
        "Pentony Buyers Agent Perth",
        "Perth Buyers Agents",
        "Buyer's Agent Online",
        "Selling Perth Real Estate",
        "Buyers Agency Co",
        "Inhabit Property",
        "DV Buyers Agency - Perth Buyer's Agents",
        "ENRICH Property - Buyers Agency",
        "beagl buyer's agency",
        "Perth Property Buyers"
      ],
      "brands_recommended": [
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth",
        "Rise Property Buyers",
        "You&Me Personalised Property Services",
        "LORVEN BUYERS AGENCY",
        "Property Buyers Services",
        "Pentony Buyers Agent Perth",
        "Perth Buyers Agents",
        "Buyer's Agent Online",
        "Selling Perth Real Estate",
        "Buyers Agency Co",
        "Inhabit Property",
        "DV Buyers Agency - Perth Buyer's Agents",
        "ENRICH Property - Buyers Agency",
        "beagl buyer's agency",
        "Perth Property Buyers"
      ],
      "brand_order": [
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth",
        "Rise Property Buyers",
        "You&Me Personalised Property Services",
        "LORVEN BUYERS AGENCY",
        "Property Buyers Services",
        "Pentony Buyers Agent Perth",
        "Perth Buyers Agents",
        "Buyer's Agent Online",
        "Selling Perth Real Estate",
        "Buyers Agency Co",
        "Inhabit Property",
        "DV Buyers Agency - Perth Buyer's Agents",
        "ENRICH Property - Buyers Agency",
        "beagl buyer's agency",
        "Perth Property Buyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKZmJqRnpPV296GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsZlpIWXdZbWh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU5EUTNNRGhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReWJIZDRjM2cxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU4zRjVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eFkyWnRlSFIzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1bWRIa3dabmMwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeFl6UnRhamx1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwcWJERjVkM1J3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpSNWEyNW5kR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkd04zRnVOSEJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNek1IUndkamwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzME5IWjNjWG80GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWVHaHNhR2R1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNGVuQTJkMnR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWNYUnVjWGhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMVpuSmtabmgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVptbzJlWHBvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhodWRtMHpOWHAwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwelp6Qm5kSFI2GAo",
        "https://www.reddit.com/r/AusPropertyChat/comments/1garhot/any_recommendations_for_buyers_agents_in_perth/"
      ],
      "cited_domains": [
        "google.com",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-buyers_agent-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A2",
      "prompt": "top buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions",
        "Buyers Agency Co"
      ],
      "brands_recommended": [
        "Resolve Property Solutions",
        "Buyers Agency Co"
      ],
      "brand_order": [
        "Resolve Property Solutions",
        "Buyers Agency Co"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://youandmepps.com.au/buyers-agents-perth/",
        "https://cohenhandler.com.au/perth/"
      ],
      "cited_domains": [
        "top10realestateagent.com.au",
        "youandmepps.com.au",
        "cohenhandler.com.au"
      ],
      "source_classes": [
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cohenhandler.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-buyers_agent-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A2",
      "prompt": "top buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions",
        "Verve Buyers Agency",
        "Rise Property Buyers"
      ],
      "brands_recommended": [
        "Resolve Property Solutions",
        "Verve Buyers Agency",
        "Rise Property Buyers"
      ],
      "brand_order": [
        "Resolve Property Solutions",
        "Verve Buyers Agency",
        "Rise Property Buyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://reiwa.com.au/news/reiwa-s-2025-awards-for-excellence-honour-standout-performers-in-wa-real-estate/",
        "https://risingreturns.com.au/best-buyers-agents-perth/"
      ],
      "cited_domains": [
        "reddit.com",
        "top10realestateagent.com.au",
        "reiwa.com.au",
        "risingreturns.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-buyers_agent-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A2",
      "prompt": "top buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Property Wizards Buyer's Agents"
      ],
      "brands_recommended": [
        "Property Wizards Buyer's Agents"
      ],
      "brand_order": [
        "Property Wizards Buyer's Agents"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://perthbuyersagents.com.au/",
        "https://youandmepps.com.au/buyers-agents-perth/",
        "https://www.vervebuyersagency.com/",
        "https://propertywizards.com.au/property-wizards-the-best-buyers-agent-in-perth-celebrates-back-to-back-victory-at-reiwa-awards-for-excellence/",
        "https://momentumwealth.com.au/services/buyers-agent-perth/",
        "https://buyersagentperth.net.au/",
        "https://beagl.au/",
        "https://risingreturns.com.au/best-buyers-agents-perth/",
        "https://propertywizards.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "perthbuyersagents.com.au",
        "youandmepps.com.au",
        "vervebuyersagency.com",
        "propertywizards.com.au",
        "momentumwealth.com.au",
        "buyersagentperth.net.au",
        "beagl.au",
        "risingreturns.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "beagl.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-buyers_agent-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A2",
      "prompt": "top buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Property Wizards Buyer's Agents"
      ],
      "brands_recommended": [
        "Property Wizards Buyer's Agents"
      ],
      "brand_order": [
        "Property Wizards Buyer's Agents"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://perthbuyersagents.com.au/",
        "https://youandmepps.com.au/buyers-agents-perth/",
        "https://www.vervebuyersagency.com/",
        "https://propertywizards.com.au/property-wizards-the-best-buyers-agent-in-perth-celebrates-back-to-back-victory-at-reiwa-awards-for-excellence/",
        "https://momentumwealth.com.au/services/buyers-agent-perth/",
        "https://buyersagentperth.net.au/",
        "https://beagl.au/",
        "https://risingreturns.com.au/best-buyers-agents-perth/",
        "https://propertywizards.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "perthbuyersagents.com.au",
        "youandmepps.com.au",
        "vervebuyersagency.com",
        "propertywizards.com.au",
        "momentumwealth.com.au",
        "buyersagentperth.net.au",
        "beagl.au",
        "risingreturns.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "beagl.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-buyers_agent-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A2",
      "prompt": "top buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Property Wizards Buyer's Agents"
      ],
      "brands_recommended": [
        "Property Wizards Buyer's Agents"
      ],
      "brand_order": [
        "Property Wizards Buyer's Agents"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://perthbuyersagents.com.au/",
        "https://youandmepps.com.au/buyers-agents-perth/",
        "https://www.vervebuyersagency.com/",
        "https://propertywizards.com.au/property-wizards-the-best-buyers-agent-in-perth-celebrates-back-to-back-victory-at-reiwa-awards-for-excellence/",
        "https://momentumwealth.com.au/services/buyers-agent-perth/",
        "https://buyersagentperth.net.au/",
        "https://beagl.au/",
        "https://risingreturns.com.au/best-buyers-agents-perth/",
        "https://propertywizards.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "perthbuyersagents.com.au",
        "youandmepps.com.au",
        "vervebuyersagency.com",
        "propertywizards.com.au",
        "momentumwealth.com.au",
        "buyersagentperth.net.au",
        "beagl.au",
        "risingreturns.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "beagl.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-buyers_agent-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A2",
      "prompt": "top buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "You&Me Personalised Property Services",
        "Property Wizards Buyer's Agents",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "W Buyers Agents"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "You&Me Personalised Property Services",
        "Property Wizards Buyer's Agents",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "W Buyers Agents"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "You&Me Personalised Property Services",
        "Property Wizards Buyer's Agents",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "W Buyers Agents"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://reiwa.com.au/real-estate-agents/accreditation/?accreditationcategory=accreditedbuyersagentspecialinformation&isactiveinsuburb=true&sortby=soldcount&sortdirection=desc&utm_source=chatgpt.com",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=chatgpt.com",
        "https://topbuyers.com.au/buyer-agents/perth/?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/buyers-agents/perth?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/agents/in/perth?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/reviews/wa?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/buyers-advocate-perth/reviews?utm_source=chatgpt.com",
        "https://risingreturns.com.au/best-buyers-agents-perth/?utm_source=chatgpt.com",
        "https://solvaproperty.com.au/buyers-agents/wa/perth/best?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/real-estate-agents/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.momentummedia.com.au/buyers-agent-awards/winners/2026-winners-and-finalists?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au",
        "reiwa.com.au",
        "whichrealestateagent.com.au",
        "topbuyers.com.au",
        "buyersagents.com.au",
        "risingreturns.com.au",
        "solvaproperty.com.au",
        "productreview.com.au",
        "momentummedia.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "topbuyers.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        },
        {
          "domain": "solvaproperty.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "momentummedia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-buyers_agent-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A2",
      "prompt": "top buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "Rise Property Buyers",
        "Verve Buyers Agency",
        "Property Wizards Buyer's Agents",
        "Buyers Agency Co",
        "LORVEN BUYERS AGENCY",
        "Buyers Advocate Perth",
        "W Buyers Agents",
        "Property Buyers Services",
        "Capital Property Advisory",
        "Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "Rise Property Buyers",
        "Verve Buyers Agency",
        "Property Wizards Buyer's Agents",
        "Buyers Agency Co",
        "LORVEN BUYERS AGENCY",
        "Buyers Advocate Perth",
        "W Buyers Agents",
        "Property Buyers Services",
        "Capital Property Advisory",
        "Resolve Property Solutions"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "Rise Property Buyers",
        "Verve Buyers Agency",
        "Property Wizards Buyer's Agents",
        "Buyers Agency Co",
        "LORVEN BUYERS AGENCY",
        "Buyers Advocate Perth",
        "W Buyers Agents",
        "Property Buyers Services",
        "Capital Property Advisory",
        "Resolve Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/reviews/wa?utm_source=chatgpt.com",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au",
        "whichrealestateagent.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-buyers_agent-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A2",
      "prompt": "top buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Rise Property Buyers",
        "Property Wizards Buyer's Agents",
        "Verve Buyers Agency",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Buyers Advocate Perth",
        "LORVEN BUYERS AGENCY",
        "Buyer Tenant Agency",
        "W Buyers Agents",
        "BuyerX Perth",
        "Acquire Buyers Agency",
        "Capital Property Advisory",
        "Resolve Property Solutions",
        "DV Buyers Agency"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Rise Property Buyers",
        "Property Wizards Buyer's Agents",
        "Verve Buyers Agency",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Buyers Advocate Perth",
        "LORVEN BUYERS AGENCY",
        "Buyer Tenant Agency",
        "W Buyers Agents",
        "BuyerX Perth",
        "Acquire Buyers Agency",
        "Capital Property Advisory",
        "Resolve Property Solutions",
        "DV Buyers Agency"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Rise Property Buyers",
        "Property Wizards Buyer's Agents",
        "Verve Buyers Agency",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Buyers Advocate Perth",
        "LORVEN BUYERS AGENCY",
        "Buyer Tenant Agency",
        "W Buyers Agents",
        "BuyerX Perth",
        "Acquire Buyers Agency",
        "Capital Property Advisory",
        "Resolve Property Solutions",
        "DV Buyers Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://reiwa.com.au/real-estate-agents/accreditation/?accreditationcategory=accreditedbuyersagentspecialinformation&isactiveinsuburb=true&sortby=soldcount&sortdirection=desc&utm_source=chatgpt.com",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=chatgpt.com",
        "https://solvaproperty.com.au/buyers-agents/wa/perth/best?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au",
        "reiwa.com.au",
        "whichrealestateagent.com.au",
        "solvaproperty.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "solvaproperty.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-buyers_agent-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A2",
      "prompt": "top buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Many%20Perth%20advocates%20specialise%20in%20investment%20strategy%3A,services%20post-settlement%2C%20giving%20investors%20an%20end-to-end%20solution.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,purchase.%20Expert%20buying%20strategy%20and%20negotiation%20support.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Founded%20in%20Double%20Bay%20in%202009%2C%20Cohen,day%20and%20CBD%20commercial%20suites%20the%20next.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=CPA%20blends%20buyer%20advocacy%20with%20qualified%20investment,chasing%20interstate%20diversification%20backed%20by%20granular%20research.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Top%20pick%20for%20investors%20focused%20on%20measurable,Perth%20investors%20who%20want%20numbers%2C%20not%20noise.",
        "https://best10realestateagents.com.au/perth/best-buyers-agents-perth/#:~:text=*%20Trevor%20Dunkley%20%E2%80%93%20Property%20Wizards%20(Subiaco)"
      ],
      "cited_domains": [
        "whichrealestateagent.com.au",
        "risingreturns.com.au",
        "best10realestateagents.com.au"
      ],
      "source_classes": [
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        },
        {
          "domain": "best10realestateagents.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-buyers_agent-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A2",
      "prompt": "top buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Prominent Buyer's Agencies in Perth"
      ],
      "brands_recommended": [
        "Prominent Buyer's Agencies in Perth"
      ],
      "brand_order": [
        "Prominent Buyer's Agencies in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=7.%20House%20Finder%20%E2%80%93%20Off-Market%20%26%20Value-Add,with%20an%20emphasis%20on%20quality%20and%20value.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Momentum%20Wealth%20is%20a%20long-standing%20WA%20property,purchase%20and%20building%20a%20portfolio%20over%20time.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,purchase.%20Expert%20buying%20strategy%20and%20negotiation%20support.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Founded%20in%20Double%20Bay%20in%202009%2C%20Cohen,day%20and%20CBD%20commercial%20suites%20the%20next.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Top%20pick%20for%20investors%20focused%20on%20measurable,Perth%20investors%20who%20want%20numbers%2C%20not%20noise.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=*%20Verve%20Buyers%20Agency%20%E2%80%93%20Subiaco-Based%2C%20End-to-End%20Acquisition.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Most%20Perth%20advocates%20charge%20either%20a%20fixed,for%20auctions%20at%20a%20lower%20flat%20rate."
      ],
      "cited_domains": [
        "risingreturns.com.au",
        "whichrealestateagent.com.au"
      ],
      "source_classes": [
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-buyers_agent-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A2",
      "prompt": "top buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Top%20pick%20for%20investors%20focused%20on%20measurable,Perth%20investors%20who%20want%20numbers%2C%20not%20noise.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Momentum%20Wealth%20is%20a%20long-standing%20WA%20property,and%20property%20management%20services%20under%20one%20roof.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,purchase.%20Expert%20buying%20strategy%20and%20negotiation%20support.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Top%20pick%20for%20investors%20focused%20on%20measurable,Perth%20investors%20who%20want%20numbers%2C%20not%20noise.",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html#:~:text=Adam%20Nyeholt%20%E2%80%93%20Rise%20Property%20Buyers%20Perth,property%20investment.%20*%20High%20End%20luxury%20home.",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html#:~:text=Our%20mission%20is%20to%20help%20you%20buy,prices%20to%20complex%20negotiations%20and%20hidden%20risks.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Yes.%20Most%20agencies%2C%20including%20Rising%20Returns%2C%20prefer,to%20have%20finance%20pre-approval%20before%20progressing%20seriously."
      ],
      "cited_domains": [
        "risingreturns.com.au",
        "top10realestateagent.com.au"
      ],
      "source_classes": [
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-buyers_agent-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A3",
      "prompt": "recommended buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://risingreturns.com.au/best-buyers-agents-perth/"
      ],
      "cited_domains": [
        "reddit.com",
        "top10realestateagent.com.au",
        "risingreturns.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-buyers_agent-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A3",
      "prompt": "recommended buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://risingreturns.com.au/best-buyers-agents-perth/"
      ],
      "cited_domains": [
        "reddit.com",
        "top10realestateagent.com.au",
        "risingreturns.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-buyers_agent-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A3",
      "prompt": "recommended buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "LORVEN BUYERS AGENCY",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Rise Property Buyers",
        "Property Buyers Services",
        "ENRICH Property - Buyers Agency",
        "You&Me Personalised Property Services",
        "Perth Buyers Agents",
        "Pentony Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Buyer's Agent Online",
        "Buyers Agency Co",
        "Selling Perth Real Estate",
        "Claudette Swift Buyers Agent Perth",
        "Perth Property Buyers",
        "Inhabit Property"
      ],
      "brands_recommended": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "LORVEN BUYERS AGENCY",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Rise Property Buyers",
        "Property Buyers Services",
        "ENRICH Property - Buyers Agency",
        "You&Me Personalised Property Services",
        "Perth Buyers Agents",
        "Pentony Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Buyer's Agent Online",
        "Buyers Agency Co",
        "Selling Perth Real Estate",
        "Claudette Swift Buyers Agent Perth",
        "Perth Property Buyers",
        "Inhabit Property"
      ],
      "brand_order": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "LORVEN BUYERS AGENCY",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Rise Property Buyers",
        "Property Buyers Services",
        "ENRICH Property - Buyers Agency",
        "You&Me Personalised Property Services",
        "Perth Buyers Agents",
        "Pentony Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Buyer's Agent Online",
        "Buyers Agency Co",
        "Selling Perth Real Estate",
        "Claudette Swift Buyers Agent Perth",
        "Perth Property Buyers",
        "Inhabit Property"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsZlpIWXdZbWh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKZmJqRnpPV296GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwcWJERjVkM1J3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReWJIZDRjM2cxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU4zRjVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eFkyWnRlSFIzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU5EUTNNRGhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1bWRIa3dabmMwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpSNWEyNW5kR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVptbzJlWHBvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeFl6UnRhamx1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNek1IUndkamwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkd04zRnVOSEJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMVpuSmtabmgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzME5IWjNjWG80GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNGVuQTJkMnR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWVHaHNhR2R1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdacU5Xd3hNMnRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwelp6Qm5kSFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWNYUnVjWGhpGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-buyers_agent-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A3",
      "prompt": "recommended buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://momentumwealth.com.au/services/buyers-agent-perth/",
        "https://youandmepps.com.au/buyers-agents-perth/",
        "https://www.vervebuyersagency.com/",
        "https://www.buyersagents.com.au/buyers-agents/perth",
        "https://beagl.au/",
        "https://propertywizards.com.au/",
        "https://www.youtube.com/watch?v=7OW882xeu-E&t=9"
      ],
      "cited_domains": [
        "reddit.com",
        "momentumwealth.com.au",
        "youandmepps.com.au",
        "vervebuyersagency.com",
        "buyersagents.com.au",
        "beagl.au",
        "propertywizards.com.au",
        "youtube.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beagl.au",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-buyers_agent-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A3",
      "prompt": "recommended buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly Recommended Perth Buyers Agencies"
      ],
      "brands_recommended": [
        "Highly Recommended Perth Buyers Agencies"
      ],
      "brand_order": [
        "Highly Recommended Perth Buyers Agencies"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://youandmepps.com.au/buyers-agents-perth/",
        "https://propertywizards.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsZlpIWXdZbWh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKZmJqRnpPV296GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReWJIZDRjM2cxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwcWJERjVkM1J3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU5EUTNNRGhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eFkyWnRlSFIzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU4zRjVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1bWRIa3dabmMwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWVHaHNhR2R1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeFl6UnRhamx1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkd04zRnVOSEJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpSNWEyNW5kR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMVpuSmtabmgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVptbzJlWHBvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNek1IUndkamwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWNYUnVjWGhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNGVuQTJkMnR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzME5IWjNjWG80GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkaWFqZHlhblkxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhONVkyczJaSGczGAo"
      ],
      "cited_domains": [
        "youandmepps.com.au",
        "propertywizards.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-buyers_agent-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A3",
      "prompt": "recommended buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Buyers Advocate Perth"
      ],
      "brands_recommended": [
        "Buyers Advocate Perth"
      ],
      "brand_order": [
        "Buyers Advocate Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://www.buyersadvocateperth.com.au/",
        "https://cohenhandler.com.au/perth/",
        "https://www.vervebuyersagency.com/",
        "https://momentumwealth.com.au/services/buyers-agent-perth/",
        "https://beagl.au/",
        "https://propertywizards.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "buyersadvocateperth.com.au",
        "cohenhandler.com.au",
        "vervebuyersagency.com",
        "momentumwealth.com.au",
        "beagl.au",
        "propertywizards.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cohenhandler.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beagl.au",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-buyers_agent-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A3",
      "prompt": "recommended buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "Buyer Tenant Agency"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "Buyer Tenant Agency"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "Buyer Tenant Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/buyers-advocate-perth/reviews?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-buyers_agent-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A3",
      "prompt": "recommended buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Rise Property Buyers"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Rise Property Buyers"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Rise Property Buyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-buyers_agent-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A3",
      "prompt": "recommended buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Property Wizards Buyer's Agents",
        "W Buyers Agents",
        "Rise Property Buyers"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Property Wizards Buyer's Agents",
        "W Buyers Agents",
        "Rise Property Buyers"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Property Wizards Buyer's Agents",
        "W Buyers Agents",
        "Rise Property Buyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/reviews/wa?utm_source=chatgpt.com",
        "https://topbuyers.com.au/buyer-agents/perth/?utm_source=chatgpt.com",
        "https://solvaproperty.com.au/buyers-agents/wa/perth/best?utm_source=chatgpt.com",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=chatgpt.com",
        "https://reiwa.com.au/agent-finder/?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/buyers-agents/perth?utm_source=chatgpt.com",
        "https://risingreturns.com.au/best-buyers-agents-perth/?utm_source=chatgpt.com",
        "https://perthbuyersagents.com.au/our-fees/?utm_source=chatgpt.com",
        "https://agentbridge.com.au/resources/buyers-agents-in-wa?utm_source=chatgpt.com",
        "https://whatsthedamage.com.au/buyers-agent-cost-perth/?utm_source=chatgpt.com",
        "https://buyersagentperth.net.au/buyers-agent-perth-fees-pricing/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au",
        "topbuyers.com.au",
        "solvaproperty.com.au",
        "whichrealestateagent.com.au",
        "reiwa.com.au",
        "buyersagents.com.au",
        "risingreturns.com.au",
        "perthbuyersagents.com.au",
        "agentbridge.com.au",
        "whatsthedamage.com.au",
        "buyersagentperth.net.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "topbuyers.com.au",
          "class": "directory"
        },
        {
          "domain": "solvaproperty.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "agentbridge.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-buyers_agent-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A3",
      "prompt": "recommended buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Which%20buyer's%20agent%20gets%20the%20most%20off-market,finance%20pre-approval%20before%20engaging%20an%20agent%3F%20Yes.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Best%20Buyers%20Agents%20in%20Perth%20(2026)%20%E2%80%93,Wealth%20sources%20both%20residential%20and%20commercial%20property.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Perth%20focus%3A%20lifestyle%20suburbs%2C%20family%20areas%2C%20and,investment-grade%20properties%20with%20growth%20and%20rental%20potential.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Founded%20in%20Double%20Bay%20in%202009%2C%20Cohen,day%20and%20CBD%20commercial%20suites%20the%20next.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=CPA%20blends%20buyer%20advocacy%20with%20qualified%20investment,chasing%20interstate%20diversification%20backed%20by%20granular%20research.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,purchase.%20Expert%20buying%20strategy%20and%20negotiation%20support.",
        "https://best10realestateagents.com.au/perth/best-buyers-agents-perth/#:~:text=Ray%20has%20also%20assisted%20numerous%20home%20buyers,dream%20family%20home%20in%20their%20desired%20neighbourhood.",
        "https://best10realestateagents.com.au/perth/best-buyers-agents-perth/#:~:text=*%20Trevor%20Dunkley%20%E2%80%93%20Property%20Wizards%20(Subiaco)",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Most%20Perth%20advocates%20charge%20either%20a%20fixed,for%20auctions%20at%20a%20lower%20flat%20rate."
      ],
      "cited_domains": [
        "risingreturns.com.au",
        "whichrealestateagent.com.au",
        "best10realestateagents.com.au"
      ],
      "source_classes": [
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "best10realestateagents.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-buyers_agent-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A3",
      "prompt": "recommended buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Buyers%20Agency%20Australia%20has%20a%20dedicated%20Perth,Perth%20focus%3A%20value-%20and%20growth-oriented%20acquisitions.%205.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Best%20Buyers%20Agents%20in%20Perth%20(2026)%20%E2%80%93,Wealth%20sources%20both%20residential%20and%20commercial%20property.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,purchase.%20Expert%20buying%20strategy%20and%20negotiation%20support.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Top%20pick%20for%20investors%20focused%20on%20measurable,Perth%20investors%20who%20want%20numbers%2C%20not%20noise.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Founded%20in%20Double%20Bay%20in%202009%2C%20Cohen,day%20and%20CBD%20commercial%20suites%20the%20next.",
        "https://best10realestateagents.com.au/perth/best-buyers-agents-perth/",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Most%20Perth%20advocates%20charge%20either%20a%20fixed,for%20auctions%20at%20a%20lower%20flat%20rate.",
        "https://www.buyersagents.com.au/buyers-agents/perth#:~:text=A%20buyers%20agent%20who%20knows%20Cottesloe%20is,patterns%2C%20and%20development%20activity%20into%20their%20advice."
      ],
      "cited_domains": [
        "risingreturns.com.au",
        "whichrealestateagent.com.au",
        "best10realestateagents.com.au",
        "buyersagents.com.au"
      ],
      "source_classes": [
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "best10realestateagents.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-buyers_agent-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A3",
      "prompt": "recommended buyers agent Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Prominent Perth Buyer's Agencies"
      ],
      "brands_recommended": [
        "Prominent Perth Buyer's Agencies"
      ],
      "brand_order": [
        "Prominent Perth Buyer's Agencies"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Buyers%20Agency%20Australia%20has%20a%20dedicated%20Perth,Perth%20focus%3A%20value-%20and%20growth-oriented%20acquisitions.%205.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Best%20Buyers%20Agents%20in%20Perth%20(2026)%20%E2%80%93,Wealth%20sources%20both%20residential%20and%20commercial%20property.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,purchase.%20Expert%20buying%20strategy%20and%20negotiation%20support.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Rising%20Returns%20blends%20suburb%20analytics%2C%20inspections%2C%20negotiation%2C,Perth%20investors%20who%20want%20numbers%2C%20not%20noise.",
        "https://best10realestateagents.com.au/perth/best-buyers-agents-perth/",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Founded%20in%20Double%20Bay%20in%202009%2C%20Cohen,day%20and%20CBD%20commercial%20suites%20the%20next.",
        "https://www.buyersagents.com.au/buyers-agents/perth#:~:text=We%20are%20not%20a%20simple%20list%3B%20we,from%20real%2C%20legitimate%20clients.%20*%20Professional%20standing.",
        "https://www.buyersagents.com.au/buyers-agents/perth#:~:text=A%20buyers%20agent%20who%20knows%20Cottesloe%20is,patterns%2C%20and%20development%20activity%20into%20their%20advice.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Most%20Perth%20advocates%20charge%20either%20a%20fixed,for%20auctions%20at%20a%20lower%20flat%20rate."
      ],
      "cited_domains": [
        "risingreturns.com.au",
        "whichrealestateagent.com.au",
        "best10realestateagents.com.au",
        "buyersagents.com.au"
      ],
      "source_classes": [
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "best10realestateagents.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-buyers_agent-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A4",
      "prompt": "who is the best buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "You&Me Personalised Property Services",
        "W Buyers Agents",
        "Perth Buyers Agents",
        "Property Buyers Services",
        "Buyers Agency Co",
        "Pentony Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "LORVEN BUYERS AGENCY",
        "Perth Property Buyers",
        "ENRICH Property - Buyers Agency",
        "Buyer's Agent Online",
        "Claudette Swift Buyers Agent Perth",
        "beagl buyer's agency",
        "The West Buyers Agency"
      ],
      "brands_recommended": [
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "You&Me Personalised Property Services",
        "W Buyers Agents",
        "Perth Buyers Agents",
        "Property Buyers Services",
        "Buyers Agency Co",
        "Pentony Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "LORVEN BUYERS AGENCY",
        "Perth Property Buyers",
        "ENRICH Property - Buyers Agency",
        "Buyer's Agent Online",
        "Claudette Swift Buyers Agent Perth",
        "beagl buyer's agency",
        "The West Buyers Agency"
      ],
      "brand_order": [
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "You&Me Personalised Property Services",
        "W Buyers Agents",
        "Perth Buyers Agents",
        "Property Buyers Services",
        "Buyers Agency Co",
        "Pentony Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "LORVEN BUYERS AGENCY",
        "Perth Property Buyers",
        "ENRICH Property - Buyers Agency",
        "Buyer's Agent Online",
        "Claudette Swift Buyers Agent Perth",
        "beagl buyer's agency",
        "The West Buyers Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://www.buyersagents.com.au/buyers-agents/perth",
        "https://risingreturns.com.au/best-buyers-agents-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKZmJqRnpPV296GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsZlpIWXdZbWh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU5EUTNNRGhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eFkyWnRlSFIzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU4zRjVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1bWRIa3dabmMwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeFl6UnRhamx1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReWJIZDRjM2cxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNek1IUndkamwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpSNWEyNW5kR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNGVuQTJkMnR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkd04zRnVOSEJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMVpuSmtabmgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwcWJERjVkM1J3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwelp6Qm5kSFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVptbzJlWHBvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzME5IWjNjWG80GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdacU5Xd3hNMnRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhodWRtMHpOWHAwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d2RtSTVPRGR5GAo"
      ],
      "cited_domains": [
        "top10realestateagent.com.au",
        "buyersagents.com.au",
        "risingreturns.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-buyers_agent-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A4",
      "prompt": "who is the best buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "W Buyers Agents",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Rise Property Buyers",
        "Property Wizards Buyer's Agents",
        "Perth Buyers Agents",
        "You&Me Personalised Property Services",
        "LORVEN BUYERS AGENCY",
        "Buyers Agency Co",
        "Property Buyers Services",
        "Pentony Buyers Agent Perth",
        "Buyer's Agent Online",
        "DV Buyers Agency - Perth Buyer's Agents",
        "ENRICH Property - Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "Perth Property Buyers",
        "Selling Perth Real Estate",
        "beagl buyer's agency"
      ],
      "brands_recommended": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "W Buyers Agents",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Rise Property Buyers",
        "Property Wizards Buyer's Agents",
        "Perth Buyers Agents",
        "You&Me Personalised Property Services",
        "LORVEN BUYERS AGENCY",
        "Buyers Agency Co",
        "Property Buyers Services",
        "Pentony Buyers Agent Perth",
        "Buyer's Agent Online",
        "DV Buyers Agency - Perth Buyer's Agents",
        "ENRICH Property - Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "Perth Property Buyers",
        "Selling Perth Real Estate",
        "beagl buyer's agency"
      ],
      "brand_order": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "W Buyers Agents",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Rise Property Buyers",
        "Property Wizards Buyer's Agents",
        "Perth Buyers Agents",
        "You&Me Personalised Property Services",
        "LORVEN BUYERS AGENCY",
        "Buyers Agency Co",
        "Property Buyers Services",
        "Pentony Buyers Agent Perth",
        "Buyer's Agent Online",
        "DV Buyers Agency - Perth Buyer's Agents",
        "ENRICH Property - Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "Perth Property Buyers",
        "Selling Perth Real Estate",
        "beagl buyer's agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertywizards.com.au/property-wizards-the-best-buyers-agent-in-perth-celebrates-back-to-back-victory-at-reiwa-awards-for-excellence/",
        "https://risingreturns.com.au/best-buyers-agents-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsZlpIWXdZbWh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKZmJqRnpPV296GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReWJIZDRjM2cxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU5EUTNNRGhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eFkyWnRlSFIzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1bWRIa3dabmMwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU4zRjVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNek1IUndkamwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeFl6UnRhamx1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwcWJERjVkM1J3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNGVuQTJkMnR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpSNWEyNW5kR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkd04zRnVOSEJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzME5IWjNjWG80GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMVpuSmtabmgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVptbzJlWHBvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdacU5Xd3hNMnRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwelp6Qm5kSFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWVHaHNhR2R1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhodWRtMHpOWHAwGAo"
      ],
      "cited_domains": [
        "propertywizards.com.au",
        "risingreturns.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-buyers_agent-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A4",
      "prompt": "who is the best buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://risingreturns.com.au/best-buyers-agents-perth/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html"
      ],
      "cited_domains": [
        "risingreturns.com.au",
        "top10realestateagent.com.au"
      ],
      "source_classes": [
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-buyers_agent-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A4",
      "prompt": "who is the best buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://youandmepps.com.au/buyers-agents-perth/",
        "https://www.vervebuyersagency.com/",
        "https://rebaa.com.au/location/wa/",
        "https://momentumwealth.com.au/services/buyers-agent-perth/",
        "https://propertywizards.com.au/property-wizards-the-best-buyers-agent-in-perth-celebrates-back-to-back-victory-at-reiwa-awards-for-excellence/",
        "https://risingreturns.com.au/best-buyers-agents-perth/"
      ],
      "cited_domains": [
        "top10realestateagent.com.au",
        "youandmepps.com.au",
        "vervebuyersagency.com",
        "rebaa.com.au",
        "momentumwealth.com.au",
        "propertywizards.com.au",
        "risingreturns.com.au"
      ],
      "source_classes": [
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "rebaa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-buyers_agent-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A4",
      "prompt": "who is the best buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Rising Returns",
        "Top 10 Real Estate Agent"
      ],
      "brands_recommended": [
        "Rising Returns",
        "Top 10 Real Estate Agent"
      ],
      "brand_order": [
        "Rising Returns",
        "Top 10 Real Estate Agent"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://cohenhandler.com.au/perth/",
        "https://youandmepps.com.au/buyers-agents-perth/",
        "https://www.vervebuyersagency.com/",
        "https://google.com.au/goto?url=CAEScgHrOzAVKyvLJ2QfopRlH-Yj-Jy6UO3F3-jSRaKSmROun8I9hMEQPWGMnnil9h3N2YCeOgjN8pXWP7mqOJJxKOxUEpT24qRQy6VgSLWDcpqWZzA0BczbMcaO7guxeBSLaa96S-jynxuyP4GNloqhjrmy8A",
        "https://propertywizards.com.au/property-wizards-the-best-buyers-agent-in-perth-celebrates-back-to-back-victory-at-reiwa-awards-for-excellence/",
        "https://risingreturns.com.au/best-buyers-agents-perth/"
      ],
      "cited_domains": [
        "top10realestateagent.com.au",
        "cohenhandler.com.au",
        "youandmepps.com.au",
        "vervebuyersagency.com",
        "google.com.au",
        "propertywizards.com.au",
        "risingreturns.com.au"
      ],
      "source_classes": [
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "cohenhandler.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "google.com.au",
          "class": "platform-owned"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-buyers_agent-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A4",
      "prompt": "who is the best buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://cohenhandler.com.au/perth/",
        "https://www.vervebuyersagency.com/",
        "https://propertywizards.com.au/property-wizards-the-best-buyers-agent-in-perth-celebrates-back-to-back-victory-at-reiwa-awards-for-excellence/",
        "https://propertywizards.com.au/",
        "https://www.claudetteswift.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "top10realestateagent.com.au",
        "cohenhandler.com.au",
        "vervebuyersagency.com",
        "propertywizards.com.au",
        "claudetteswift.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cohenhandler.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "claudetteswift.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-buyers_agent-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A4",
      "prompt": "who is the best buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Verve Buyers Agency",
        "Resolve Property Solutions",
        "DV Buyers Agency"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Verve Buyers Agency",
        "Resolve Property Solutions",
        "DV Buyers Agency"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Verve Buyers Agency",
        "Resolve Property Solutions",
        "DV Buyers Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/reviews/wa?utm_source=chatgpt.com",
        "https://www.momentummedia.com.au/buyers-agent-awards/winners/2026-winners-and-finalists?utm_source=chatgpt.com",
        "https://topbuyers.com.au/buyer-agents/perth/?utm_source=chatgpt.com",
        "https://reiwa.com.au/agent-finder/?utm_source=chatgpt.com",
        "https://reiwa.com.au/news/wa-takes-home-four-awards-at-2026-national-awards-for-excellence/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/professionals/perth?utm_source=chatgpt.com",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=chatgpt.com",
        "https://www.realestate.com.au/find-agent/perth-wa/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/real-estate-agents/l/western-australia_au?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/buyers-advocate-perth/reviews?utm_source=chatgpt.com",
        "https://risingreturns.com.au/best-buyers-agents-perth/?utm_source=chatgpt.com",
        "https://bestmelb.com/?srsltid=AfmBOooc_31urGBGhDXKjiNqJNjFihIK6O3PfmjvO-RsVtNqtfGebSTT&utm_source=chatgpt.com",
        "https://propertywizards.com.au/best-buyers-agents-australia-reia-awards-2025/?utm_source=chatgpt.com",
        "https://dictionary.cambridge.org/dictionary/english/best?utm_source=chatgpt.com",
        "https://www.bestandless.com.au/?srsltid=AfmBOorWoytlGIeQMrdooyOpyrHGAA2xT4ivlPq2nloo4BlA2Jhs0-bL&utm_source=chatgpt.com",
        "https://www.propertybuyer.com.au/about/awards?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/buyers-agents/perth?utm_source=chatgpt.com",
        "https://perthbuyersagents.com.au/?utm_source=chatgpt.com",
        "https://www.buyersadvocateperth.com.au/?utm_source=chatgpt.com",
        "https://www.buyersadvocateperth.com.au/reviews/?utm_source=chatgpt.com",
        "https://www.merriam-webster.com/dictionary/best?utm_source=chatgpt.com",
        "https://www.best.com.au/?utm_source=chatgpt.com",
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/?utm_source=chatgpt.com",
        "https://www.collinsdictionary.com/dictionary/english/best?utm_source=chatgpt.com",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html?utm_source=chatgpt.com",
        "https://cohenhandler.com.au/perth/?utm_source=chatgpt.com",
        "https://en.wikipedia.org/wiki/Best?utm_source=chatgpt.com",
        "https://www.youtube.com/shorts/3GSsdVAGOnE?utm_source=chatgpt.com",
        "https://www.vocabulary.com/dictionary/best?utm_source=chatgpt.com",
        "https://www.amazon.com.au/Best/dp/B07NRHGJ4F?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au",
        "momentummedia.com.au",
        "topbuyers.com.au",
        "reiwa.com.au",
        "starworks.com.au",
        "whichrealestateagent.com.au",
        "realestate.com.au",
        "productreview.com.au",
        "risingreturns.com.au",
        "bestmelb.com",
        "propertywizards.com.au",
        "dictionary.cambridge.org",
        "bestandless.com.au",
        "propertybuyer.com.au",
        "buyersagents.com.au",
        "perthbuyersagents.com.au",
        "buyersadvocateperth.com.au",
        "merriam-webster.com",
        "best.com.au",
        "reddit.com",
        "collinsdictionary.com",
        "top10realestateagent.com.au",
        "cohenhandler.com.au",
        "en.wikipedia.org",
        "youtube.com",
        "vocabulary.com",
        "amazon.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "momentummedia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "topbuyers.com.au",
          "class": "directory"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        },
        {
          "domain": "bestmelb.com",
          "class": "directory"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dictionary.cambridge.org",
          "class": "third-party"
        },
        {
          "domain": "bestandless.com.au",
          "class": "directory"
        },
        {
          "domain": "propertybuyer.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "merriam-webster.com",
          "class": "third-party"
        },
        {
          "domain": "best.com.au",
          "class": "directory"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "collinsdictionary.com",
          "class": "third-party"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "cohenhandler.com.au",
          "class": "brand-source"
        },
        {
          "domain": "en.wikipedia.org",
          "class": "third-party"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        },
        {
          "domain": "vocabulary.com",
          "class": "third-party"
        },
        {
          "domain": "amazon.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-buyers_agent-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A4",
      "prompt": "who is the best buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "Buyer Tenant Agency",
        "Momentum Media",
        "Verve Buyers Agency",
        "LORVEN BUYERS AGENCY",
        "Buyers Advocate Perth",
        "W Buyers Agents",
        "Acquire Buyers Agency",
        "Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "Buyer Tenant Agency",
        "Momentum Media",
        "Verve Buyers Agency",
        "LORVEN BUYERS AGENCY",
        "Buyers Advocate Perth",
        "W Buyers Agents",
        "Acquire Buyers Agency",
        "Resolve Property Solutions"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "Buyer Tenant Agency",
        "Momentum Media",
        "Verve Buyers Agency",
        "LORVEN BUYERS AGENCY",
        "Buyers Advocate Perth",
        "W Buyers Agents",
        "Acquire Buyers Agency",
        "Resolve Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/reviews/wa?utm_source=chatgpt.com",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=chatgpt.com",
        "https://www.momentummedia.com.au/buyers-agent-awards/winners/2026-winners-and-finalists?utm_source=chatgpt.com",
        "https://reiwa.com.au/agent-finder/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au",
        "whichrealestateagent.com.au",
        "momentummedia.com.au",
        "reiwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "momentummedia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-buyers_agent-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A4",
      "prompt": "who is the best buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Property Wizards Buyer's Agents",
        "Resolve Property Solutions",
        "DV Buyers Agency"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Property Wizards Buyer's Agents",
        "Resolve Property Solutions",
        "DV Buyers Agency"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Property Wizards Buyer's Agents",
        "Resolve Property Solutions",
        "DV Buyers Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reiwa.com.au/news/reiwa-s-2025-awards-for-excellence-honour-standout-performers-in-wa-real-estate/?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/buyers-advocate-perth/reviews?utm_source=chatgpt.com",
        "https://realestatebusiness.com.au/reb-awards/winners/2026-winners-and-finalists?utm_source=chatgpt.com",
        "https://realestatebusiness.com.au/reb-awards/winners/2025-winner-and-finalists?utm_source=chatgpt.com",
        "https://www.realestatebusiness.com.au/reb-awards/winners/2024-winners-and-finalists?utm_source=chatgpt.com",
        "https://www.buyersadvocateperth.com.au/reviews/?utm_source=chatgpt.com",
        "https://www.buyersadvocateperth.com.au/best-buyers-agent-perth/?utm_source=chatgpt.com",
        "https://www.buyersadvocateperth.com.au/about/?utm_source=chatgpt.com",
        "https://www.propertybuyer.com.au/about/awards?utm_source=chatgpt.com",
        "https://www.propertybuyer.com.au/about/awards-old?utm_source=chatgpt.com",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/buyers-advocate-perth-169648334372856?utm_source=chatgpt.com",
        "https://reiwa.com.au/agent-finder/?utm_source=chatgpt.com",
        "https://reiwa.com.au/news/the-west-s-best-celebrated-at-2025-reiwa.com-awards/?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/reviews/wa?utm_source=chatgpt.com",
        "https://www.momentummedia.com.au/buyers-agent-awards/winners/2026-winners-and-finalists?utm_source=chatgpt.com",
        "https://www.momentummedia.com.au/insights/winners-unveiled-for-reb-awards-2025?utm_source=chatgpt.com",
        "https://topbuyers.com.au/buyer-agents/perth/?utm_source=chatgpt.com",
        "https://solvaproperty.com.au/buyers-agents/wa/perth/best?utm_source=chatgpt.com",
        "https://risingreturns.com.au/best-buyers-agents-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reiwa.com.au",
        "propertygo.com.au",
        "realestatebusiness.com.au",
        "buyersadvocateperth.com.au",
        "propertybuyer.com.au",
        "whichrealestateagent.com.au",
        "reviews.birdeye.com",
        "momentummedia.com.au",
        "topbuyers.com.au",
        "solvaproperty.com.au",
        "risingreturns.com.au"
      ],
      "source_classes": [
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "realestatebusiness.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertybuyer.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "momentummedia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "topbuyers.com.au",
          "class": "directory"
        },
        {
          "domain": "solvaproperty.com.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-buyers_agent-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A4",
      "prompt": "who is the best buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Best%20Buyers%20Agents%20in%20Perth%20(2026)%20%E2%80%93,Wealth%20sources%20both%20residential%20and%20commercial%20property.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Best%20Buyers%20Agents%20in%20Perth%20(2026)%20%E2%80%93,Wealth%20sources%20both%20residential%20and%20commercial%20property.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=CPA%20blends%20buyer%20advocacy%20with%20qualified%20investment,chasing%20interstate%20diversification%20backed%20by%20granular%20research.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=CPA%20blends%20buyer%20advocacy%20with%20qualified%20investment,chasing%20interstate%20diversification%20backed%20by%20granular%20research.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Rising%20Returns%20blends%20suburb%20analytics%2C%20inspections%2C%20negotiation%2C,11%2B%20years%20turning%20data%20into%20profitable%20acquisitions.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Rising%20Returns%20blends%20suburb%20analytics%2C%20inspections%2C%20negotiation%2C,11%2B%20years%20turning%20data%20into%20profitable%20acquisitions.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,established%20suburbs%20and%20strategic%20acquisition%20opportunities.%203.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,established%20suburbs%20and%20strategic%20acquisition%20opportunities.%203.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Founded%20in%20Double%20Bay%20in%202009%2C%20Cohen,day%20and%20CBD%20commercial%20suites%20the%20next.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Founded%20in%20Double%20Bay%20in%202009%2C%20Cohen,day%20and%20CBD%20commercial%20suites%20the%20next.",
        "https://beagl.au/testimonials/#:~:text=%E2%98%85%E2%98%85%E2%98%85%E2%98%85%E2%98%85%20%22Could%20not%20recommend%20highly%20enough!%20Barry,went%20very%20smooth%20right%20through%20to%20settlement.",
        "https://beagl.au/testimonials/#:~:text=%22In%20navigating%20the%20challenging%20landscape%20of%20the,consistently%20available%20whenever%20we%20sought%20their%20assistance.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Most%20Perth%20advocates%20charge%20either%20a%20fixed,for%20auctions%20at%20a%20lower%20flat%20rate."
      ],
      "cited_domains": [
        "whichrealestateagent.com.au",
        "risingreturns.com.au",
        "beagl.au"
      ],
      "source_classes": [
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        },
        {
          "domain": "beagl.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-buyers_agent-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A4",
      "prompt": "who is the best buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://risingreturns.com.au/best-buyers-agents-perth/?utm_source=gemini#:~:text=7.%20House%20Finder%20%E2%80%93%20Off-Market%20%26%20Value-Add,with%20an%20emphasis%20on%20quality%20and%20value.",
        "https://risingreturns.com.au/best-buyers-agents-perth/?utm_source=gemini#:~:text=Perth%20focus%3A%20lifestyle%20suburbs%2C%20family%20areas%2C%20and,investment-grade%20properties%20with%20growth%20and%20rental%20potential.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=gemini#:~:text=Best%20Buyers%20Agents%20in%20Perth%20(2026)%20%E2%80%93,Wealth%20sources%20both%20residential%20and%20commercial%20property.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=gemini#:~:text=Founded%20in%20Double%20Bay%20in%202009%2C%20Cohen,day%20and%20CBD%20commercial%20suites%20the%20next.",
        "https://risingreturns.com.au/best-buyers-agents-perth/?utm_source=gemini#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,purchase.%20Expert%20buying%20strategy%20and%20negotiation%20support.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=gemini#:~:text=CPA%20blends%20buyer%20advocacy%20with%20qualified%20investment,chasing%20interstate%20diversification%20backed%20by%20granular%20research.",
        "https://risingreturns.com.au/best-buyers-agents-perth/?utm_source=gemini#:~:text=Top%20pick%20for%20investors%20focused%20on%20measurable,Perth%20investors%20who%20want%20numbers%2C%20not%20noise.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=gemini#:~:text=Most%20Perth%20advocates%20charge%20either%20a%20fixed,success%20fee%20payable%20only%20when%20you%20buy."
      ],
      "cited_domains": [
        "risingreturns.com.au",
        "whichrealestateagent.com.au"
      ],
      "source_classes": [
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-buyers_agent-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A4",
      "prompt": "who is the best buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-buyers_agent-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A5",
      "prompt": "recommend a good buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "W Buyers Agents",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Rise Property Buyers",
        "LORVEN BUYERS AGENCY",
        "Property Wizards Buyer's Agents",
        "You&Me Personalised Property Services",
        "Perth Buyers Agents",
        "Property Buyers Services",
        "Buyers Agency Co",
        "Pentony Buyers Agent Perth",
        "Buyer's Agent Online",
        "DV Buyers Agency - Perth Buyer's Agents",
        "ENRICH Property - Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "Perth Property Buyers",
        "Selling Perth Real Estate",
        "beagl buyer's agency"
      ],
      "brands_recommended": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "W Buyers Agents",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Rise Property Buyers",
        "LORVEN BUYERS AGENCY",
        "Property Wizards Buyer's Agents",
        "You&Me Personalised Property Services",
        "Perth Buyers Agents",
        "Property Buyers Services",
        "Buyers Agency Co",
        "Pentony Buyers Agent Perth",
        "Buyer's Agent Online",
        "DV Buyers Agency - Perth Buyer's Agents",
        "ENRICH Property - Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "Perth Property Buyers",
        "Selling Perth Real Estate",
        "beagl buyer's agency"
      ],
      "brand_order": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "W Buyers Agents",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Rise Property Buyers",
        "LORVEN BUYERS AGENCY",
        "Property Wizards Buyer's Agents",
        "You&Me Personalised Property Services",
        "Perth Buyers Agents",
        "Property Buyers Services",
        "Buyers Agency Co",
        "Pentony Buyers Agent Perth",
        "Buyer's Agent Online",
        "DV Buyers Agency - Perth Buyer's Agents",
        "ENRICH Property - Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "Perth Property Buyers",
        "Selling Perth Real Estate",
        "beagl buyer's agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsZlpIWXdZbWh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKZmJqRnpPV296GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReWJIZDRjM2cxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU5EUTNNRGhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eFkyWnRlSFIzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1bWRIa3dabmMwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwcWJERjVkM1J3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU4zRjVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeFl6UnRhamx1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNek1IUndkamwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpSNWEyNW5kR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNGVuQTJkMnR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkd04zRnVOSEJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzME5IWjNjWG80GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMVpuSmtabmgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVptbzJlWHBvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdacU5Xd3hNMnRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwelp6Qm5kSFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWVHaHNhR2R1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhodWRtMHpOWHAwGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-buyers_agent-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A5",
      "prompt": "recommend a good buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html"
      ],
      "cited_domains": [
        "top10realestateagent.com.au"
      ],
      "source_classes": [
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-buyers_agent-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A5",
      "prompt": "recommend a good buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "LORVEN BUYERS AGENCY",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Property Wizards Buyer's Agents",
        "You&Me Personalised Property Services",
        "Perth Buyers Agents",
        "Pentony Buyers Agent Perth",
        "Property Buyers Services",
        "Buyers Agency Co",
        "Buyer's Agent Online",
        "DV Buyers Agency - Perth Buyer's Agents",
        "ENRICH Property - Buyers Agency",
        "Perth Property Buyers",
        "Claudette Swift Buyers Agent Perth",
        "The West Buyers Agency",
        "beagl buyer's agency"
      ],
      "brands_recommended": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "LORVEN BUYERS AGENCY",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Property Wizards Buyer's Agents",
        "You&Me Personalised Property Services",
        "Perth Buyers Agents",
        "Pentony Buyers Agent Perth",
        "Property Buyers Services",
        "Buyers Agency Co",
        "Buyer's Agent Online",
        "DV Buyers Agency - Perth Buyer's Agents",
        "ENRICH Property - Buyers Agency",
        "Perth Property Buyers",
        "Claudette Swift Buyers Agent Perth",
        "The West Buyers Agency",
        "beagl buyer's agency"
      ],
      "brand_order": [
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "LORVEN BUYERS AGENCY",
        "Rise Property Buyers",
        "W Buyers Agents",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Property Wizards Buyer's Agents",
        "You&Me Personalised Property Services",
        "Perth Buyers Agents",
        "Pentony Buyers Agent Perth",
        "Property Buyers Services",
        "Buyers Agency Co",
        "Buyer's Agent Online",
        "DV Buyers Agency - Perth Buyer's Agents",
        "ENRICH Property - Buyers Agency",
        "Perth Property Buyers",
        "Claudette Swift Buyers Agent Perth",
        "The West Buyers Agency",
        "beagl buyer's agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://risingreturns.com.au/best-buyers-agents-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsZlpIWXdZbWh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKZmJqRnpPV296GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwcWJERjVkM1J3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1bWRIa3dabmMwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReWJIZDRjM2cxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU5EUTNNRGhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eFkyWnRlSFIzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU4zRjVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeFl6UnRhamx1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNek1IUndkamwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkd04zRnVOSEJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpSNWEyNW5kR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNGVuQTJkMnR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzME5IWjNjWG80GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMVpuSmtabmgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVptbzJlWHBvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwelp6Qm5kSFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdacU5Xd3hNMnRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d2RtSTVPRGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhodWRtMHpOWHAwGAo"
      ],
      "cited_domains": [
        "risingreturns.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-buyers_agent-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A5",
      "prompt": "recommend a good buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Recommended Agencies"
      ],
      "brands_recommended": [
        "Recommended Agencies"
      ],
      "brand_order": [
        "Recommended Agencies"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://momentumwealth.com.au/services/buyers-agent-perth/",
        "https://www.vervebuyersagency.com/",
        "https://beagl.au/"
      ],
      "cited_domains": [
        "top10realestateagent.com.au",
        "momentumwealth.com.au",
        "vervebuyersagency.com",
        "beagl.au"
      ],
      "source_classes": [
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "beagl.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-buyers_agent-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A5",
      "prompt": "recommend a good buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Beagl"
      ],
      "brands_recommended": [
        "Beagl"
      ],
      "brand_order": [
        "Beagl"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://www.buyersadvocateperth.com.au/",
        "https://www.vervebuyersagency.com/",
        "https://beagl.au/",
        "https://www.buyersagents.com.au/buyers-agents/perth"
      ],
      "cited_domains": [
        "reddit.com",
        "top10realestateagent.com.au",
        "buyersadvocateperth.com.au",
        "vervebuyersagency.com",
        "beagl.au",
        "buyersagents.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "beagl.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-buyers_agent-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A5",
      "prompt": "recommend a good buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://www.vervebuyersagency.com/",
        "https://momentumwealth.com.au/services/buyers-agent-perth/",
        "https://beagl.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "top10realestateagent.com.au",
        "vervebuyersagency.com",
        "momentumwealth.com.au",
        "beagl.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beagl.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-buyers_agent-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A5",
      "prompt": "recommend a good buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "Resolve Property Solutions",
        "Full-service buyer’s agency"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "Resolve Property Solutions",
        "Full-service buyer’s agency"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "Resolve Property Solutions",
        "Full-service buyer’s agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/reviews/wa?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/professionals/perth?utm_source=chatgpt.com",
        "https://www.realestate.com.au/find-agent/perth-wa/?utm_source=chatgpt.com",
        "https://topbuyers.com.au/buyer-agents/perth/?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/buyers-advocate-perth/reviews?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/real-estate-agents/l/western-australia_au?utm_source=chatgpt.com",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/buyers-agents/perth?utm_source=chatgpt.com",
        "https://reiwa.com.au/agent-finder/?utm_source=chatgpt.com",
        "https://risingreturns.com.au/best-buyers-agents-perth/?utm_source=chatgpt.com",
        "https://solvaproperty.com.au/buyers-agents/wa/perth/best?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au",
        "starworks.com.au",
        "realestate.com.au",
        "topbuyers.com.au",
        "productreview.com.au",
        "whichrealestateagent.com.au",
        "buyersagents.com.au",
        "reiwa.com.au",
        "risingreturns.com.au",
        "solvaproperty.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "topbuyers.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        },
        {
          "domain": "solvaproperty.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-buyers_agent-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A5",
      "prompt": "recommend a good buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "Property Wizards Buyer's Agents",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "Selling Perth Real Estate",
        "LORVEN BUYERS AGENCY",
        "Buyers Advocate Perth",
        "W Buyers Agents",
        "Claudette Swift Buyers Agent Perth",
        "Acquire Buyers Agency",
        "BuyerX Perth",
        "Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "Property Wizards Buyer's Agents",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "Selling Perth Real Estate",
        "LORVEN BUYERS AGENCY",
        "Buyers Advocate Perth",
        "W Buyers Agents",
        "Claudette Swift Buyers Agent Perth",
        "Acquire Buyers Agency",
        "BuyerX Perth",
        "Resolve Property Solutions"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "Property Wizards Buyer's Agents",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "Selling Perth Real Estate",
        "LORVEN BUYERS AGENCY",
        "Buyers Advocate Perth",
        "W Buyers Agents",
        "Claudette Swift Buyers Agent Perth",
        "Acquire Buyers Agency",
        "BuyerX Perth",
        "Resolve Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/reviews/wa?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/buyers-agents/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au",
        "buyersagents.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-buyers_agent-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A5",
      "prompt": "recommend a good buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "Property Wizards Buyer's Agents",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "Buyers Advocate Perth",
        "LORVEN BUYERS AGENCY",
        "W Buyers Agents",
        "BuyerX Perth",
        "Acquire Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "Property Wizards Buyer's Agents",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "Buyers Advocate Perth",
        "LORVEN BUYERS AGENCY",
        "W Buyers Agents",
        "BuyerX Perth",
        "Acquire Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "Resolve Property Solutions"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyer Tenant Agency",
        "Property Wizards Buyer's Agents",
        "Verve Buyers Agency",
        "Rise Property Buyers",
        "Buyers Advocate Perth",
        "LORVEN BUYERS AGENCY",
        "W Buyers Agents",
        "BuyerX Perth",
        "Acquire Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "Resolve Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://solvaproperty.com.au/buyers-agents/wa/perth/best?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au",
        "solvaproperty.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "solvaproperty.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-buyers_agent-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A5",
      "prompt": "recommend a good buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-buyers_agent-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A5",
      "prompt": "recommend a good buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=It%20suits%20buyers%20who%20want%20a%20straightforward,focus%3A%20citywide%2C%20from%20entry-level%20buyers%20to%20upgraders.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Perth%20focus%3A%20lifestyle%20suburbs%2C%20family%20areas%2C%20and,investment-grade%20properties%20with%20growth%20and%20rental%20potential.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Many%20Perth%20advocates%20specialise%20in%20investment%20strategy%3A,services%20post-settlement%2C%20giving%20investors%20an%20end-to-end%20solution.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,service.%20Strong%20local%20knowledge%20and%20off-market%20access.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,service.%20Strong%20local%20knowledge%20and%20off-market%20access.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,service.%20Strong%20local%20knowledge%20and%20off-market%20access.",
        "https://best10realestateagents.com.au/perth/best-buyers-agents-perth/#:~:text=Armed%20with%20a%20profound%20knowledge%20of%20the,Ray%20crafts%20custom%20solutions%20for%20each%20client.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Top%20pick%20for%20investors%20focused%20on%20measurable,Perth%20investors%20who%20want%20numbers%2C%20not%20noise.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Top%20pick%20for%20investors%20focused%20on%20measurable,Perth%20investors%20who%20want%20numbers%2C%20not%20noise.",
        "https://www.buyersagents.com.au/buyers-agents/perth#:~:text=A%20buyers%20agent%20who%20knows%20Cottesloe%20is,patterns%2C%20and%20development%20activity%20into%20their%20advice.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Most%20Perth%20advocates%20charge%20either%20a%20fixed,for%20auctions%20at%20a%20lower%20flat%20rate."
      ],
      "cited_domains": [
        "whichrealestateagent.com.au",
        "risingreturns.com.au",
        "best10realestateagents.com.au",
        "buyersagents.com.au"
      ],
      "source_classes": [
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        },
        {
          "domain": "best10realestateagents.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-buyers_agent-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-A5",
      "prompt": "recommend a good buyers agent in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.claudetteswift.com.au/#:~:text=Luxury%20Home%20and%20Lifestyle%20Property%20Buyers%20into,you%20rely%20on%20to%20boost%20your%20benefits%3F",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Many%20Perth%20advocates%20specialise%20in%20investment%20strategy%3A,services%20post-settlement%2C%20giving%20investors%20an%20end-to-end%20solution.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Top%20pick%20for%20investors%20focused%20on%20measurable,Perth%20investors%20who%20want%20numbers%2C%20not%20noise.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=CPA%20blends%20buyer%20advocacy%20with%20qualified%20investment,chasing%20interstate%20diversification%20backed%20by%20granular%20research.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,established%20suburbs%20and%20strategic%20acquisition%20opportunities.%203.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,established%20suburbs%20and%20strategic%20acquisition%20opportunities.%203.",
        "https://best10realestateagents.com.au/perth/best-buyers-agents-perth/#:~:text=*%20Trevor%20Dunkley%20%E2%80%93%20Property%20Wizards%20(Subiaco)",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=*%20Verve%20Buyers%20Agency%20%E2%80%93%20Subiaco-Based%2C%20End-to-End%20Acquisition.",
        "https://www.claudetteswift.com.au/#:~:text=Trust%20Claudette%20Swift's%2032%20years%20of%20WA%20real%20estate%20experience%20and%20expertise.%20Read%20More.",
        "https://best10realestateagents.com.au/perth/best-buyers-agents-perth/#:~:text=Armed%20with%20a%20profound%20knowledge%20of%20the,Ray%20crafts%20custom%20solutions%20for%20each%20client.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Most%20Perth%20advocates%20charge%20either%20a%20fixed,for%20auctions%20at%20a%20lower%20flat%20rate."
      ],
      "cited_domains": [
        "claudetteswift.com.au",
        "whichrealestateagent.com.au",
        "risingreturns.com.au",
        "best10realestateagents.com.au"
      ],
      "source_classes": [
        {
          "domain": "claudetteswift.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        },
        {
          "domain": "best10realestateagents.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-buyers_agent-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B1",
      "prompt": "best buyers agent in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.buyersadvocateperth.com.au/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://www.buyersagents.com.au/buyers-agents/perth",
        "https://www.buyersadvocateperth.com.au/reviews/",
        "https://beagl.au/testimonials/"
      ],
      "cited_domains": [
        "buyersadvocateperth.com.au",
        "top10realestateagent.com.au",
        "buyersagents.com.au",
        "beagl.au"
      ],
      "source_classes": [
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beagl.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-buyers_agent-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B1",
      "prompt": "best buyers agent in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://www.buyersadvocateperth.com.au/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://cohenhandler.com.au/perth/",
        "https://risingreturns.com.au/best-buyers-agents-perth/"
      ],
      "cited_domains": [
        "reddit.com",
        "buyersadvocateperth.com.au",
        "top10realestateagent.com.au",
        "cohenhandler.com.au",
        "risingreturns.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "cohenhandler.com.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-buyers_agent-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B1",
      "prompt": "best buyers agent in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "Perth Buyers Agents",
        "Property Buyers Services",
        "Pentony Buyers Agent Perth",
        "You&Me Personalised Property Services",
        "LORVEN BUYERS AGENCY",
        "Claudette Swift Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Buyer's Agent Online",
        "ENRICH Property - Buyers Agency",
        "Buyers Agency Co",
        "Perth Property Buyers",
        "BuyerX Perth",
        "Jenkin Property Solutions"
      ],
      "brands_recommended": [
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "Perth Buyers Agents",
        "Property Buyers Services",
        "Pentony Buyers Agent Perth",
        "You&Me Personalised Property Services",
        "LORVEN BUYERS AGENCY",
        "Claudette Swift Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Buyer's Agent Online",
        "ENRICH Property - Buyers Agency",
        "Buyers Agency Co",
        "Perth Property Buyers",
        "BuyerX Perth",
        "Jenkin Property Solutions"
      ],
      "brand_order": [
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "Perth Buyers Agents",
        "Property Buyers Services",
        "Pentony Buyers Agent Perth",
        "You&Me Personalised Property Services",
        "LORVEN BUYERS AGENCY",
        "Claudette Swift Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Buyer's Agent Online",
        "ENRICH Property - Buyers Agency",
        "Buyers Agency Co",
        "Perth Property Buyers",
        "BuyerX Perth",
        "Jenkin Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://risingreturns.com.au/best-buyers-agents-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKZmJqRnpPV296GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsZlpIWXdZbWh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU5EUTNNRGhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eFkyWnRlSFIzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReWJIZDRjM2cxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU4zRjVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1bWRIa3dabmMwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNek1IUndkamwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpSNWEyNW5kR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkd04zRnVOSEJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeFl6UnRhamx1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwcWJERjVkM1J3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdacU5Xd3hNMnRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMVpuSmtabmgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzME5IWjNjWG80GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVptbzJlWHBvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNGVuQTJkMnR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwelp6Qm5kSFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3ellqUnpYMm96GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSeWF6TXhjRzFxGAo"
      ],
      "cited_domains": [
        "reddit.com",
        "top10realestateagent.com.au",
        "risingreturns.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-buyers_agent-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B1",
      "prompt": "best buyers agent in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://youandmepps.com.au/buyers-agents-perth/",
        "https://www.vervebuyersagency.com/",
        "https://www.livingproperty.com.au/buyers-agent-perth"
      ],
      "cited_domains": [
        "reddit.com",
        "top10realestateagent.com.au",
        "youandmepps.com.au",
        "vervebuyersagency.com",
        "livingproperty.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "livingproperty.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-buyers_agent-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B1",
      "prompt": "best buyers agent in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Living Property Buyers Advocates"
      ],
      "brands_recommended": [
        "Living Property Buyers Advocates"
      ],
      "brand_order": [
        "Living Property Buyers Advocates"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://www.vervebuyersagency.com/",
        "https://www.livingproperty.com.au/buyers-agent-perth"
      ],
      "cited_domains": [
        "reddit.com",
        "top10realestateagent.com.au",
        "vervebuyersagency.com",
        "livingproperty.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "livingproperty.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-buyers_agent-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B1",
      "prompt": "best buyers agent in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://cohenhandler.com.au/perth/",
        "https://perthbuyersagents.com.au/",
        "https://www.vervebuyersagency.com/",
        "https://beagl.au/",
        "https://www.livingproperty.com.au/buyers-agent-perth"
      ],
      "cited_domains": [
        "reddit.com",
        "top10realestateagent.com.au",
        "cohenhandler.com.au",
        "perthbuyersagents.com.au",
        "vervebuyersagency.com",
        "beagl.au",
        "livingproperty.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cohenhandler.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "beagl.au",
          "class": "brand-source"
        },
        {
          "domain": "livingproperty.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-buyers_agent-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B1",
      "prompt": "best buyers agent in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Property Wizards Buyer's Agents",
        "W Buyers Agents",
        "Verve Buyers Agency",
        "Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Property Wizards Buyer's Agents",
        "W Buyers Agents",
        "Verve Buyers Agency",
        "Resolve Property Solutions"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "Property Wizards Buyer's Agents",
        "W Buyers Agents",
        "Verve Buyers Agency",
        "Resolve Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://topbuyers.com.au/buyer-agents/perth/?utm_source=chatgpt.com",
        "https://www.buyersadvocateperth.com.au/reviews/?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/reviews/wa?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/buyers-agents/perth?utm_source=chatgpt.com",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/buyers-advocate-perth/reviews?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/aussie-homes-buyers-agents?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/homebuyers-centre-western-australia?utm_source=chatgpt.com",
        "https://www.comparemyagents.com.au/buyers-agents/resolve-property-solutions?utm_source=chatgpt.com",
        "https://solvaproperty.com.au/buyers-agents/wa/perth/best?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/buyers-advocate-perth-169648334372856?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au",
        "topbuyers.com.au",
        "buyersadvocateperth.com.au",
        "buyersagents.com.au",
        "whichrealestateagent.com.au",
        "productreview.com.au",
        "comparemyagents.com.au",
        "solvaproperty.com.au",
        "reviews.birdeye.com"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "topbuyers.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "comparemyagents.com.au",
          "class": "directory"
        },
        {
          "domain": "solvaproperty.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-buyers_agent-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B1",
      "prompt": "best buyers agent in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Buyers Advocate Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Verve Buyers Agency",
        "Capital Property Advisory",
        "Pentony Buyers Agent Perth",
        "Auction Bidding Service Perth",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Resolve Property Solutions",
        "DV Buyers Agency"
      ],
      "brands_recommended": [
        "Buyers Advocate Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Verve Buyers Agency",
        "Capital Property Advisory",
        "Pentony Buyers Agent Perth",
        "Auction Bidding Service Perth",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Resolve Property Solutions",
        "DV Buyers Agency"
      ],
      "brand_order": [
        "Buyers Advocate Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Verve Buyers Agency",
        "Capital Property Advisory",
        "Pentony Buyers Agent Perth",
        "Auction Bidding Service Perth",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Resolve Property Solutions",
        "DV Buyers Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://resolvepropertysolutions.com.au/first-home-buyers/?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/resolve-property-solutions?utm_source=chatgpt.com",
        "https://resolvepropertysolutions.com.au/?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://solvaproperty.com.au/buyers-agents/wa/perth/best?utm_source=chatgpt.com",
        "https://www.comparemyagents.com.au/buyers-agents/resolve-property-solutions?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/resolve-property-solutions/reviews?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/buyers-advocate-perth/reviews?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/reviews/wa?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/buyers-agents/perth?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/agents/in/perth?utm_source=chatgpt.com",
        "https://resolvepropertysolutions.com.au/about/?utm_source=chatgpt.com",
        "https://resolvepropertysolutions.com.au/?utm_source=chatgpt.com",
        "https://resolvepropertysolutions.com.au/interstate-buyers/?utm_source=chatgpt.com",
        "https://resolvepropertysolutions.com.au/home-owners/?utm_source=chatgpt.com",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=chatgpt.com",
        "https://buyersagentperth.net.au/buyers-agent-perth-fees-pricing/?utm_source=chatgpt.com",
        "https://www.buyersadvocateperth.com.au/reviews/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/buyers-advocate-perth-169648334372856?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/homebuyers-centre-western-australia?utm_source=chatgpt.com",
        "https://www.dvbuyersagency.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "resolvepropertysolutions.com.au",
        "propertygo.com.au",
        "solvaproperty.com.au",
        "comparemyagents.com.au",
        "buyersagents.com.au",
        "whichrealestateagent.com.au",
        "buyersagentperth.net.au",
        "buyersadvocateperth.com.au",
        "reviews.birdeye.com",
        "productreview.com.au",
        "dvbuyersagency.com.au"
      ],
      "source_classes": [
        {
          "domain": "resolvepropertysolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "solvaproperty.com.au",
          "class": "brand-source"
        },
        {
          "domain": "comparemyagents.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "dvbuyersagency.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-buyers_agent-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B1",
      "prompt": "best buyers agent in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Buyers Advocate Perth",
        "Buyer Tenant Agency",
        "You&Me Personalised Property Services",
        "Perth Property Buyers",
        "Property Wizards Buyer's Agents"
      ],
      "brands_recommended": [
        "Buyers Advocate Perth",
        "Buyer Tenant Agency",
        "You&Me Personalised Property Services",
        "Perth Property Buyers",
        "Property Wizards Buyer's Agents"
      ],
      "brand_order": [
        "Buyers Advocate Perth",
        "Buyer Tenant Agency",
        "You&Me Personalised Property Services",
        "Perth Property Buyers",
        "Property Wizards Buyer's Agents"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reviews.birdeye.com/buyers-advocate-perth-169648334372856?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/reviews/wa?utm_source=chatgpt.com",
        "https://topbuyers.com.au/buyer-agents/perth/?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/buyers-agents/perth?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/agents/in/perth?utm_source=chatgpt.com",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=chatgpt.com",
        "https://solvaproperty.com.au/buyers-agents/wa/perth/best?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/buyers-advocate-perth/reviews?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/real-estate-agents/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/homebuyers-centre-western-australia?utm_source=chatgpt.com",
        "https://www.buyersadvocateperth.com.au/reviews/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reviews.birdeye.com",
        "propertygo.com.au",
        "topbuyers.com.au",
        "buyersagents.com.au",
        "whichrealestateagent.com.au",
        "solvaproperty.com.au",
        "productreview.com.au",
        "buyersadvocateperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "topbuyers.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "solvaproperty.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-buyers_agent-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B1",
      "prompt": "best buyers agent in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions",
        "Verve Buyers Agency",
        "Buyers Advocate Perth"
      ],
      "brands_recommended": [
        "Resolve Property Solutions",
        "Verve Buyers Agency",
        "Buyers Advocate Perth"
      ],
      "brand_order": [
        "Resolve Property Solutions",
        "Verve Buyers Agency",
        "Buyers Advocate Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,purchase.%20Expert%20buying%20strategy%20and%20negotiation%20support.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=*%20Verve%20Buyers%20Agency%20%E2%80%93%20Subiaco-Based%2C%20End-to-End%20Acquisition.",
        "https://best10realestateagents.com.au/perth/best-buyers-agents-perth/#:~:text=Drawing%20on%20more%20than%20twenty%20years%20of,offers%20a%20unique%20and%20valuable%20skill%20set.",
        "https://best10realestateagents.com.au/perth/best-buyers-agents-perth/#:~:text=Fast%20action%2C%20diligent%20inquiry%20and%20a%20calm,ensure%20the%20best%20outcomes%20for%20SUBPRO%20clients."
      ],
      "cited_domains": [
        "risingreturns.com.au",
        "best10realestateagents.com.au"
      ],
      "source_classes": [
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        },
        {
          "domain": "best10realestateagents.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-buyers_agent-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B1",
      "prompt": "best buyers agent in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Is%20It%20Important%20to%20Hire%20a%20Buyer's,of%20available%20homes%20in%20Perth's%20western%20suburbs.",
        "https://www.buyersagents.com.au/buyers-agents/perth#:~:text=From%20soil%20conditions%20and%20building%20quality%20in,reviewing%20contracts%2C%20and%20managing%20the%20process%20efficiently.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Momentum%20Wealth%20is%20a%20long-standing%20WA%20property,and%20property%20management%20services%20under%20one%20roof.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,established%20suburbs%20and%20strategic%20acquisition%20opportunities.%203.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=CPA%20blends%20buyer%20advocacy%20with%20qualified%20investment,chasing%20interstate%20diversification%20backed%20by%20granular%20research.",
        "https://www.buyersagents.com.au/buyers-agents/perth#:~:text=A%20buyers%20agent%20who%20knows%20Cottesloe%20is,patterns%2C%20and%20development%20activity%20into%20their%20advice.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Most%20Perth%20advocates%20charge%20either%20a%20fixed,for%20auctions%20at%20a%20lower%20flat%20rate."
      ],
      "cited_domains": [
        "whichrealestateagent.com.au",
        "buyersagents.com.au",
        "risingreturns.com.au"
      ],
      "source_classes": [
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-buyers_agent-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B1",
      "prompt": "best buyers agent in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Is%20It%20Important%20to%20Hire%20a%20Buyer's,of%20available%20homes%20in%20Perth's%20western%20suburbs.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,established%20suburbs%20and%20strategic%20acquisition%20opportunities.%203.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,established%20suburbs%20and%20strategic%20acquisition%20opportunities.%203.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,established%20suburbs%20and%20strategic%20acquisition%20opportunities.%203.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Founded%20in%20Double%20Bay%20in%202009%2C%20Cohen,day%20and%20CBD%20commercial%20suites%20the%20next.",
        "https://cohenhandler.com.au/perth/#:~:text=When%20it%20comes%20to%20securing%20the%20perfect,information%20to%20make%20informed%20property%20purchasing%20decisions.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Engineers-turned-investors%20Adam%20and%20Karin%20Nyeholt%20keep%20their,network%20north%20and%20south%20of%20the%20river.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Engineers-turned-investors%20Adam%20and%20Karin%20Nyeholt%20keep%20their,network%20north%20and%20south%20of%20the%20river.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Engineers-turned-investors%20Adam%20and%20Karin%20Nyeholt%20keep%20their,network%20north%20and%20south%20of%20the%20river.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Best%20Buyers%20Agents%20in%20Perth%20(2026)%20%E2%80%93,Wealth%20sources%20both%20residential%20and%20commercial%20property.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Momentum%20Wealth%20is%20a%20long-standing%20WA%20property,and%20property%20management%20services%20under%20one%20roof.",
        "https://www.buyersagents.com.au/buyers-agents/perth#:~:text=As%20you%20browse%20buyersagents.com.au%2C%20look%20for%20these,commissions%20from%20sellers%2C%20developers%2C%20or%20selling%20agents.",
        "https://www.buyersagents.com.au/buyers-agents/perth#:~:text=A%20buyers%20agent%20who%20knows%20Cottesloe%20is,patterns%2C%20and%20development%20activity%20into%20their%20advice.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Most%20Perth%20advocates%20charge%20either%20a%20fixed,for%20auctions%20at%20a%20lower%20flat%20rate.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Most%20Perth%20advocates%20charge%20either%20a%20fixed,for%20auctions%20at%20a%20lower%20flat%20rate.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Is%20It%20Important%20to%20Hire%20a%20Buyer's,of%20available%20homes%20in%20Perth's%20western%20suburbs.",
        "https://www.buyersagents.com.au/buyers-agents/perth#:~:text=Premium%20properties%20in%20the%20western%20suburbs%20and,from%20expensive%20surprises.%20*%20Saving%20your%20time.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Rising%20Returns%20also%20focuses%20heavily%20on%20sourcing,to%20have%20finance%20pre-approval%20before%20progressing%20seriously.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Final%20Word%20%26%20Next%20Steps%20*%20Compare,let%20your%20advocate%20do%20the%20heavy%20lifting.",
        "https://www.buyersagents.com.au/buyers-agents/perth#:~:text=As%20you%20browse%20buyersagents.com.au%2C%20look%20for%20these,commissions%20from%20sellers%2C%20developers%2C%20or%20selling%20agents."
      ],
      "cited_domains": [
        "whichrealestateagent.com.au",
        "risingreturns.com.au",
        "cohenhandler.com.au",
        "buyersagents.com.au"
      ],
      "source_classes": [
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cohenhandler.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-buyers_agent-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B2",
      "prompt": "is a buyers agent worth it in Perth",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://perthbuyersagents.com.au/price-full/",
        "https://reiwa.com.au/the-wa-market/resources/articles/the-costs-of-a-buyer-s-agent-explained/",
        "https://www.realestate.com.au/news/pros-cons-and-risks-of-using-a-buyers-agent-to-purchase-property/",
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://acquirebuyersagency.com.au/blog/perth-buyers-agent-worth-it/"
      ],
      "cited_domains": [
        "perthbuyersagents.com.au",
        "reiwa.com.au",
        "realestate.com.au",
        "reddit.com",
        "acquirebuyersagency.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "acquirebuyersagency.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-buyers_agent-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B2",
      "prompt": "is a buyers agent worth it in Perth",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.facebook.com/groups/2143108239290810/posts/4341245736143705/",
        "https://www.realestate.com.au/news/pros-cons-and-risks-of-using-a-buyers-agent-to-purchase-property/",
        "https://whatsthedamage.com.au/buyers-agent-cost-perth/",
        "https://acquirebuyersagency.com.au/blog/perth-buyers-agent-worth-it/",
        "https://australianpropertyexperts.com.au/buyers-agent-perth/"
      ],
      "cited_domains": [
        "facebook.com",
        "realestate.com.au",
        "whatsthedamage.com.au",
        "acquirebuyersagency.com.au",
        "australianpropertyexperts.com.au"
      ],
      "source_classes": [
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "realestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "acquirebuyersagency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "australianpropertyexperts.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-buyers_agent-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B2",
      "prompt": "is a buyers agent worth it in Perth",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.facebook.com/groups/2143108239290810/posts/4341245736143705/",
        "https://acquirebuyersagency.com.au/blog/perth-buyers-agent-worth-it/",
        "https://perthbuyersagents.com.au/price-full/",
        "https://reiwa.com.au/the-wa-market/resources/articles/the-costs-of-a-buyer-s-agent-explained/"
      ],
      "cited_domains": [
        "facebook.com",
        "acquirebuyersagency.com.au",
        "perthbuyersagents.com.au",
        "reiwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "acquirebuyersagency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-buyers_agent-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B2",
      "prompt": "is a buyers agent worth it in Perth",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "time-poor",
        "Property Wizards Buyer's Agents"
      ],
      "brands_recommended": [
        "time-poor",
        "Property Wizards Buyer's Agents"
      ],
      "brand_order": [
        "time-poor",
        "Property Wizards Buyer's Agents"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/172nlxv/perth_buyers_agents/",
        "https://www.facebook.com/groups/2143108239290810/posts/4341245736143705/",
        "https://acquirebuyersagency.com.au/blog/perth-buyers-agent-worth-it/",
        "https://propertywizards.com.au/why-use-a-buyers-agent/",
        "https://reiwa.com.au/the-wa-market/resources/articles/the-costs-of-a-buyer-s-agent-explained/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://buyersagentseeker.com.au/perth-buyers-agents/"
      ],
      "cited_domains": [
        "reddit.com",
        "facebook.com",
        "acquirebuyersagency.com.au",
        "propertywizards.com.au",
        "reiwa.com.au",
        "top10realestateagent.com.au",
        "buyersagentseeker.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "acquirebuyersagency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagentseeker.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-buyers_agent-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B2",
      "prompt": "is a buyers agent worth it in Perth",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/172nlxv/perth_buyers_agents/",
        "https://www.facebook.com/groups/2143108239290810/posts/4341245736143705/",
        "https://acquirebuyersagency.com.au/blog/perth-buyers-agent-worth-it/",
        "https://www.buyersagents.com.au/buyers-agents/perth",
        "https://propertywizards.com.au/why-use-a-buyers-agent/",
        "https://reiwa.com.au/the-wa-market/resources/articles/the-costs-of-a-buyer-s-agent-explained/",
        "https://www.buyersadvocateperth.com.au/",
        "https://rebaa.com.au/location/wa/",
        "https://buyersagentseeker.com.au/perth-buyers-agents/",
        "https://www.loanmarket.com.au/news/pros-and-cons-buyers-agents/"
      ],
      "cited_domains": [
        "reddit.com",
        "facebook.com",
        "acquirebuyersagency.com.au",
        "buyersagents.com.au",
        "propertywizards.com.au",
        "reiwa.com.au",
        "buyersadvocateperth.com.au",
        "rebaa.com.au",
        "buyersagentseeker.com.au",
        "loanmarket.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "acquirebuyersagency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rebaa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentseeker.com.au",
          "class": "brand-source"
        },
        {
          "domain": "loanmarket.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-buyers_agent-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B2",
      "prompt": "is a buyers agent worth it in Perth",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Acquire Buyers Agency"
      ],
      "brands_recommended": [
        "Acquire Buyers Agency"
      ],
      "brand_order": [
        "Acquire Buyers Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/172nlxv/perth_buyers_agents/",
        "https://www.facebook.com/groups/2143108239290810/posts/4341245736143705/",
        "https://acquirebuyersagency.com.au/blog/perth-buyers-agent-worth-it/",
        "https://reiwa.com.au/the-wa-market/resources/articles/the-costs-of-a-buyer-s-agent-explained/",
        "https://propertywizards.com.au/why-use-a-buyers-agent/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://www.loanmarket.com.au/news/pros-and-cons-buyers-agents/"
      ],
      "cited_domains": [
        "reddit.com",
        "facebook.com",
        "acquirebuyersagency.com.au",
        "reiwa.com.au",
        "propertywizards.com.au",
        "top10realestateagent.com.au",
        "loanmarket.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "acquirebuyersagency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "brand-source"
        },
        {
          "domain": "loanmarket.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-buyers_agent-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B2",
      "prompt": "is a buyers agent worth it in Perth",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.theguardian.com/australia-news/live/2026/sep/01/nepal-tibet-flooding-missing-australians-penny-wong-anthony-albanese-pacific-islands-forum-liberal-national-coalition-one-nation-politics-reactions-ntwnfb?utm_source=chatgpt.com",
        "https://reiwa.com.au/the-wa-market/resources/articles/what-to-check-before-engaging-a-buyers-agent/?utm_source=chatgpt.com",
        "https://reiwa.com.au/news/buying-in-a-tight-market--why-some-buyers-use-a-buyer-s-agent/?utm_source=chatgpt.com",
        "https://reiwa.com.au/the-wa-market/resources/articles/the-costs-of-a-buyer-s-agent-explained/?utm_source=chatgpt.com",
        "https://reiwa.com.au/the-wa-market/resources/articles/is-your-buyer-s-agent-qualified-and-licensed/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "theguardian.com",
        "reiwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "theguardian.com",
          "class": "third-party"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-buyers_agent-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B2",
      "prompt": "is a buyers agent worth it in Perth",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Verve Buyers Agency",
        "Buyers Advocate Perth",
        "Buyer Tenant Agency",
        "W Buyers Agents",
        "LORVEN BUYERS AGENCY",
        "BuyerX Perth",
        "Claudette Swift Buyers Agent Perth",
        "Acquire Buyers Agency",
        "Rise Property Buyers",
        "Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Verve Buyers Agency",
        "Buyers Advocate Perth",
        "Buyer Tenant Agency",
        "W Buyers Agents",
        "LORVEN BUYERS AGENCY",
        "BuyerX Perth",
        "Claudette Swift Buyers Agent Perth",
        "Acquire Buyers Agency",
        "Rise Property Buyers",
        "Resolve Property Solutions"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Verve Buyers Agency",
        "Buyers Advocate Perth",
        "Buyer Tenant Agency",
        "W Buyers Agents",
        "LORVEN BUYERS AGENCY",
        "BuyerX Perth",
        "Claudette Swift Buyers Agent Perth",
        "Acquire Buyers Agency",
        "Rise Property Buyers",
        "Resolve Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wa.gov.au/government/announcements/the-commissioner-thinking-of-using-buyers-agent-follow-these-tips?utm_source=chatgpt.com",
        "https://www.consumerprotection.wa.gov.au/planning-buy-property?utm_source=chatgpt.com",
        "https://reiwa.com.au/the-wa-market/resources/articles/the-costs-of-a-buyer-s-agent-explained/?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/guides/buyers-agent-fees-by-state?utm_source=chatgpt.com",
        "https://reiwa.com.au/the-wa-market/resources/articles/what-to-check-before-engaging-a-buyers-agent/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wa.gov.au",
        "consumerprotection.wa.gov.au",
        "reiwa.com.au",
        "buyersagents.com.au"
      ],
      "source_classes": [
        {
          "domain": "wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "consumerprotection.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-buyers_agent-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B2",
      "prompt": "is a buyers agent worth it in Perth",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://reiwa.com.au/the-wa-market/perth-metro/?utm_source=chatgpt.com",
        "https://reiwa.com.au/news/perth-median-house-sale-price-on-track-to-reach--1-million-by-the-end-of-the-year/?utm_source=chatgpt.com",
        "https://www.wa.gov.au/government/announcements/the-commissioner-thinking-of-using-buyers-agent-follow-these-tips?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/guides/buyers-agent-cost?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/guides/buyers-agent-fees-by-state?utm_source=chatgpt.com",
        "https://reiwa.com.au/the-wa-market/resources/articles/is-your-buyer-s-agent-qualified-and-licensed/?utm_source=chatgpt.com",
        "https://www.wa.gov.au/organisation/service-delivery/real-estate-licensing-and-registration?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reiwa.com.au",
        "wa.gov.au",
        "buyersagents.com.au"
      ],
      "source_classes": [
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-buyers_agent-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B2",
      "prompt": "is a buyers agent worth it in Perth",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/172nlxv/perth_buyers_agents/#:~:text=Comments%20Section.%20pawksvolts.%20%E2%80%A2%203y%20ago.%20%E2%80%A2,details%20you%20manage%20to%20find%20out%20tho%3F",
        "https://www.buyersadvocateperth.com.au/reviews/#:~:text=However%2C%20with%20Ray%20I%20was%20surprised%20to,agents%20for%20me%20to%20use%2C%20conveyancers%2C%20insurers",
        "https://propertywizards.com.au/why-use-a-buyers-agent/#:~:text=The%20article%20explained%20that%20many%20buyers%20are,that%20relying%20on%20guesswork%20can%20be%20risky.",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html#:~:text=Some%20buyers%20go%20in%20thinking%20they'll%20figure,entirely%20on%20your%20side%20of%20the%20transaction.",
        "https://propertywizards.com.au/why-use-a-buyers-agent/#:~:text=That's%20where%20buyer's%20agents%20come%20in.%20Sellers,*%20First%2C%20you%20gain%20stronger%20negotiation%20power.",
        "https://www.reddit.com/r/perth/comments/172nlxv/perth_buyers_agents/#:~:text=Firstly%20you%20dont%20have%20access%20to%20the,the%20selling%20agents%20who%20have%20the%20listings.",
        "https://youandmepps.com.au/blog/buyers-advocates-in-wa-a-new-way-to-buy-real-estate-in-wa/#:~:text=Furthermore%2C%20buying%20a%20home%20is%20a%20time-consuming%20endeavour.",
        "https://www.buyersadvocateperth.com.au/reviews/#:~:text=They%20provided%20honest%2C%20objective%20advice%20at%20every,disciplined%2C%20data-backed%20approach%E2%80%94Ray%20and%20Lisa%20are%20exceptional.",
        "https://www.reddit.com/r/perth/comments/172nlxv/perth_buyers_agents/#:~:text=Lol%20location%20location%20location.%20softwetsnow.%20%E2%80%A2%203y,deals'%20nonsense%20people%20try%20to%20peddle%20you.",
        "https://www.reddit.com/r/perth/comments/172nlxv/perth_buyers_agents/#:~:text=Most%20of%20them%20wouldn't%20be%20that%20good,anyone%20promising%20fast%20returns%20is%20a%20liar."
      ],
      "cited_domains": [
        "reddit.com",
        "buyersadvocateperth.com.au",
        "propertywizards.com.au",
        "top10realestateagent.com.au",
        "youandmepps.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-buyers_agent-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B2",
      "prompt": "is a buyers agent worth it in Perth",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://precisionpropertybuyers.com.au/buyers-agent-fees/#:~:text=Auction%20bidding%20services%20are%20generally%20more%20affordable,successfully%20secured.%20How%20Buyer's%20Agent%20Fees%20Work.",
        "https://acquirebuyersagency.com.au/blog/why-hire-buyers-agent-perth/#:~:text=If%20you're%20buying%20an%20investment%2C%20we%20build,Perth%20who%20need%20eyes%20on%20the%20ground.",
        "https://acquirebuyersagency.com.au/blog/why-hire-buyers-agent-perth/#:~:text=Searching%20for%20property%20is%20time-consuming%20and%20often,your%20life%2C%20not%20endless%20property%20admin.%205.",
        "https://precisionpropertybuyers.com.au/buyers-agent-fees/#:~:text=This%20is%20the%20most%20expensive%20type%20of,about%20the%20kind%20of%20home%20you%20want.",
        "https://acquirebuyersagency.com.au/blog/perth-buyers-agent-worth-it/#:~:text=Some%20of%20the%20best%20properties%20never%20reach,and%20often%20securing%20a%20sharper%20price.%203.",
        "https://acquirebuyersagency.com.au/blog/perth-buyers-agent-worth-it/#:~:text=In%20a%20competitive%20suburb%20like%20Subiaco%2C%20Applecross,typical%20buyers%20agent%20fees%20in%20Perth.%202.",
        "https://youandmepps.com.au/blog/should-perth-buyers-use-a-buyers-agent/#:~:text=Filter%20through%20hundreds%20of%20listings%20to%20present,entire%20purchasing%20process%2C%20from%20offer%20to%20settlement."
      ],
      "cited_domains": [
        "precisionpropertybuyers.com.au",
        "acquirebuyersagency.com.au",
        "youandmepps.com.au"
      ],
      "source_classes": [
        {
          "domain": "precisionpropertybuyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "acquirebuyersagency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-buyers_agent-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B2",
      "prompt": "is a buyers agent worth it in Perth",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html#:~:text=Choosing%20the%20right%20buyer's%20agent%20in%20Perth,you%20the%20edge%20in%20a%20competitive%20market.",
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/#:~:text=Comments%20Section.%20elemist.%20%E2%80%A2%203y%20ago.%20I,make.%20diamondjo.%203y%20ago.%20Yes%2C%20good%20point.",
        "https://propertywizards.com.au/why-use-a-buyers-agent/#:~:text=The%20article%20explained%20that%20many%20buyers%20are,that%20relying%20on%20guesswork%20can%20be%20risky.",
        "https://acquirebuyersagency.com.au/blog/perth-buyers-agent-worth-it/#:~:text=Some%20of%20the%20best%20properties%20never%20reach,and%20often%20securing%20a%20sharper%20price.%203.",
        "https://reiwa.com.au/the-wa-market/resources/articles/what-s-the-role-of-a-buyer-s-agent-and-how-can-they-help-you-find-your-dream-home/#:~:text=Most%20of%20the%20time%20though%2C%20a%20buyer's,criteria%20before%20they%20hit%20the%20open%20market.",
        "https://acquirebuyersagency.com.au/blog/perth-buyers-agent-worth-it/#:~:text=In%20a%20competitive%20suburb%20like%20Subiaco%2C%20Applecross,typical%20buyers%20agent%20fees%20in%20Perth.%202.",
        "https://acquirebuyersagency.com.au/blog/perth-buyers-agent-worth-it/#:~:text=In%20a%20competitive%20suburb%20like%20Subiaco%2C%20Applecross,typical%20buyers%20agent%20fees%20in%20Perth.%202."
      ],
      "cited_domains": [
        "top10realestateagent.com.au",
        "reddit.com",
        "propertywizards.com.au",
        "acquirebuyersagency.com.au",
        "reiwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "top10realestateagent.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "acquirebuyersagency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-buyers_agent-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B3",
      "prompt": "most experienced buyers agent Perth property investors",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.buyersadvocateperth.com.au/",
        "https://www.vervebuyersagency.com/",
        "https://propertywizards.com.au/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://www.youtube.com/watch?v=QGGkgNDChHs&t=67"
      ],
      "cited_domains": [
        "buyersadvocateperth.com.au",
        "vervebuyersagency.com",
        "propertywizards.com.au",
        "top10realestateagent.com.au",
        "youtube.com"
      ],
      "source_classes": [
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-buyers_agent-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B3",
      "prompt": "most experienced buyers agent Perth property investors",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://www.buyersadvocateperth.com.au/",
        "https://propertywizards.com.au/",
        "https://www.vervebuyersagency.com/",
        "https://propertywizards.com.au/property-wizards-the-best-buyers-agent-in-perth-celebrates-back-to-back-victory-at-reiwa-awards-for-excellence/"
      ],
      "cited_domains": [
        "reddit.com",
        "top10realestateagent.com.au",
        "buyersadvocateperth.com.au",
        "propertywizards.com.au",
        "vervebuyersagency.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-buyers_agent-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B3",
      "prompt": "most experienced buyers agent Perth property investors",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://www.buyersadvocateperth.com.au/"
      ],
      "cited_domains": [
        "top10realestateagent.com.au",
        "buyersadvocateperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "top10realestateagent.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-buyers_agent-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B3",
      "prompt": "most experienced buyers agent Perth property investors",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-buyers_agent-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B3",
      "prompt": "most experienced buyers agent Perth property investors",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Property Wizards Buyer's Agents",
        "Momentum Wealth",
        "Cohen Handler Perth",
        "Verve Buyers Agency",
        "Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Property Wizards Buyer's Agents",
        "Momentum Wealth",
        "Cohen Handler Perth",
        "Verve Buyers Agency",
        "Resolve Property Solutions"
      ],
      "brand_order": [
        "Property Wizards Buyer's Agents",
        "Momentum Wealth",
        "Cohen Handler Perth",
        "Verve Buyers Agency",
        "Resolve Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://momentumwealth.com.au/services/buyers-agent-perth/",
        "https://cohenhandler.com.au/perth/",
        "https://propertywizards.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "top10realestateagent.com.au",
        "momentumwealth.com.au",
        "cohenhandler.com.au",
        "propertywizards.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "brand-source"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cohenhandler.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-buyers_agent-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B3",
      "prompt": "most experienced buyers agent Perth property investors",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-buyers_agent-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B3",
      "prompt": "most experienced buyers agent Perth property investors",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "You&Me Personalised Property Services",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "P16 investing - Buyers Agent Melbourne & Perth",
        "1 Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "You&Me Personalised Property Services",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "P16 investing - Buyers Agent Melbourne & Perth",
        "1 Resolve Property Solutions"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "You&Me Personalised Property Services",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "P16 investing - Buyers Agent Melbourne & Perth",
        "1 Resolve Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/reviews/wa?utm_source=chatgpt.com",
        "https://reiwa.com.au/real-estate-agency/buyers-advocate-perth-160583-0/?utm_source=chatgpt.com",
        "https://momentumwealth.com.au/services/buyers-agent-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au",
        "reiwa.com.au",
        "momentumwealth.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-buyers_agent-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B3",
      "prompt": "most experienced buyers agent Perth property investors",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Buyers Advocate Perth",
        "Perth Property Buyers",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "P16 investing - Buyers Agent Melbourne & Perth (Property Research, Advice and Aquisition)",
        "Selling Perth Real Estate",
        "BuyerX Perth",
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "Pentony Buyers Agent Perth",
        "W Buyers Agents",
        "Rise Property Buyers",
        "600 homes and investment properties",
        "Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Buyers Advocate Perth",
        "Perth Property Buyers",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "P16 investing - Buyers Agent Melbourne & Perth (Property Research, Advice and Aquisition)",
        "Selling Perth Real Estate",
        "BuyerX Perth",
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "Pentony Buyers Agent Perth",
        "W Buyers Agents",
        "Rise Property Buyers",
        "600 homes and investment properties",
        "Resolve Property Solutions"
      ],
      "brand_order": [
        "Buyers Advocate Perth",
        "Perth Property Buyers",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "P16 investing - Buyers Agent Melbourne & Perth (Property Research, Advice and Aquisition)",
        "Selling Perth Real Estate",
        "BuyerX Perth",
        "Verve Buyers Agency",
        "Buyer Tenant Agency",
        "Pentony Buyers Agent Perth",
        "W Buyers Agents",
        "Rise Property Buyers",
        "600 homes and investment properties",
        "Resolve Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.buyersadvocateperth.com.au/about/?utm_source=chatgpt.com",
        "https://reiwa.com.au/real-estate-agent/ray-chua-160583-0-64574/?utm_source=chatgpt.com",
        "https://www.perthpropertybuyers.com.au/?utm_source=chatgpt.com",
        "https://www.buyersadvocateperth.com.au/investment-property/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "buyersadvocateperth.com.au",
        "reiwa.com.au",
        "perthpropertybuyers.com.au"
      ],
      "source_classes": [
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "perthpropertybuyers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-buyers_agent-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B3",
      "prompt": "most experienced buyers agent Perth property investors",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "W Buyers Agents",
        "Buyers Advocate Perth",
        "Capital Property Advisory",
        "Verve Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "Strategic Property Group",
        "Property Buyers Services",
        "Rise Property Buyers",
        "Property Wizards Buyer's Agents",
        "Buyer Tenant Agency",
        "Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "W Buyers Agents",
        "Buyers Advocate Perth",
        "Capital Property Advisory",
        "Verve Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "Strategic Property Group",
        "Property Buyers Services",
        "Rise Property Buyers",
        "Property Wizards Buyer's Agents",
        "Buyer Tenant Agency",
        "Resolve Property Solutions"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "W Buyers Agents",
        "Buyers Advocate Perth",
        "Capital Property Advisory",
        "Verve Buyers Agency",
        "Claudette Swift Buyers Agent Perth",
        "Strategic Property Group",
        "Property Buyers Services",
        "Rise Property Buyers",
        "Property Wizards Buyer's Agents",
        "Buyer Tenant Agency",
        "Resolve Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/reviews/wa?utm_source=chatgpt.com",
        "https://au.trustpilot.com/review/stevewilliams.com?utm_source=chatgpt.com",
        "https://www.buyersadvocateperth.com.au/reviews/?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/buyers-advocate-perth/reviews?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au",
        "au.trustpilot.com",
        "buyersadvocateperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "au.trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "buyersadvocateperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-buyers_agent-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B3",
      "prompt": "most experienced buyers agent Perth property investors",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Capital Property Advisory",
        "Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Capital Property Advisory",
        "Resolve Property Solutions"
      ],
      "brand_order": [
        "Capital Property Advisory",
        "Resolve Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agentfinder.au/perth#:~:text=Top%20Buyer's%20Agents%20for%20Property%20Investors%20in,managing%20people%2C%20executing%20projects%2C%20and%20fostering%20creativity.",
        "https://propertywizards.com.au/#:~:text=Use%20our%20experience%20and%20inside%20knowledge%20of,Trevor%20Dunkley's%20REIWA%20Hall%20of%20Fame%20Induction.",
        "https://propertywizards.com.au/#:~:text=Our%20ServiceLearn%20More.%202%C3%97%20National%20Buyer's%20Agent,2%C3%97%20National%20Buyer's%20Agent%20of%20the%20Year.",
        "https://propertywizards.com.au/#:~:text=Created%20to%20serve%20Perth%20real%20estate%20home,as%20well%20as%20overseas%20and%20expat%20buyers.",
        "https://cpadvisory.com.au/#:~:text=Managing%20Director%20Matthew%20Hughes%20%E2%80%93%20named%202025,peak%20professional%20body%20for%20property%20investment%20advisers.",
        "https://cpadvisory.com.au/#:~:text=Australia's%20highest-rated%20buyer's%20agency.%20Led%20by%20Matthew,advisory%20model%20and%20proprietary%20CPAnalytics%E2%84%A2%20research%20platform.",
        "https://momentumwealth.com.au/",
        "https://agentfinder.au/perth#:~:text=With%20strong%20communication%20skills%2C%20empathy%2C%20and%20an,of%20high-income%20assets%20in%20potentially%20high-growth%20locations.",
        "https://agentfinder.au/perth#:~:text=With%20strong%20communication%20skills%2C%20empathy%2C%20and%20an,of%20high-income%20assets%20in%20potentially%20high-growth%20locations."
      ],
      "cited_domains": [
        "agentfinder.au",
        "propertywizards.com.au",
        "cpadvisory.com.au",
        "momentumwealth.com.au"
      ],
      "source_classes": [
        {
          "domain": "agentfinder.au",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cpadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-buyers_agent-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B3",
      "prompt": "most experienced buyers agent Perth property investors",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Capital Property Advisor",
        "Strategic Property Group"
      ],
      "brands_recommended": [
        "Capital Property Advisor",
        "Strategic Property Group"
      ],
      "brand_order": [
        "Capital Property Advisor",
        "Strategic Property Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://hudsonfinancialplanning.com.au/resources/education-reports/perth-buyers-agents-hudson-property/#:~:text=It%20is%20one%20of%20Australia's%20most%20trusted,unique%20rhythms%20of%20the%20Western%20Australian%20market.",
        "https://propertywizards.com.au/#:~:text=Created%20to%20serve%20Perth%20real%20estate%20home,as%20well%20as%20overseas%20and%20expat%20buyers.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Best%20Buyers%20Agents%20in%20Perth%20(2026)%20%E2%80%93,Wealth%20sources%20both%20residential%20and%20commercial%20property.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Best%20Buyers%20Agents%20in%20Perth%20(2026)%20%E2%80%93,Wealth%20sources%20both%20residential%20and%20commercial%20property.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=CPA%20blends%20buyer%20advocacy%20with%20qualified%20investment,chasing%20interstate%20diversification%20backed%20by%20granular%20research.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=CPA%20blends%20buyer%20advocacy%20with%20qualified%20investment,chasing%20interstate%20diversification%20backed%20by%20granular%20research.",
        "https://www.claudetteswift.com.au/#:~:text=Trust%20Claudette%20Swift's%2032%20years%20of%20WA%20real%20estate%20experience%20and%20expertise.%20Read%20More.",
        "https://www.claudetteswift.com.au/#:~:text=Buyers%2C%20however%2C%20often%20navigate%20this%20process%20alone%2C,value%20time%2C%20attention%2C%20specialist%20expertise%2C%20and%20professionalism.",
        "https://hudsonfinancialplanning.com.au/resources/education-reports/perth-buyers-agents-hudson-property/#:~:text=April%2025%2C%202025.%20Hudson%20Financial%20Planning.%20Your,Perth%20Property%20Specialists%3A%20Expertise%20You%20Can%20Trust.",
        "https://hudsonfinancialplanning.com.au/resources/education-reports/perth-buyers-agents-hudson-property/#:~:text=Enhanced%20property%20search%20plus%20detailed%20cashflow%20projections.,Perth%20buyers%20agents.%20Perth-Specific%20Tools%20%26%20Knowledge."
      ],
      "cited_domains": [
        "hudsonfinancialplanning.com.au",
        "propertywizards.com.au",
        "whichrealestateagent.com.au",
        "claudetteswift.com.au"
      ],
      "source_classes": [
        {
          "domain": "hudsonfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "claudetteswift.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-buyers_agent-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B3",
      "prompt": "most experienced buyers agent Perth property investors",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions",
        "Capital Property Advisor"
      ],
      "brands_recommended": [
        "Resolve Property Solutions",
        "Capital Property Advisor"
      ],
      "brand_order": [
        "Resolve Property Solutions",
        "Capital Property Advisor"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Best%20Buyers%20Agents%20in%20Perth%20(2026)%20%E2%80%93,Wealth%20sources%20both%20residential%20and%20commercial%20property.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Their%20proprietary%20suburb%20filters%20outperformed%20the%20wider,making%20the%20firm%20a%20genuine%20one-stop%20shop.",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html#:~:text=Trevor%20Dunkley%20%E2%80%93%20Property%20Wizards%20(Subiaco)%20*,developers%2C%20we%20know%20what%20your%20challenges%20are.",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html#:~:text=Trevor%20Dunkley%20%E2%80%93%20Property%20Wizards%20(Subiaco)%20*,developers%2C%20we%20know%20what%20your%20challenges%20are.",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html#:~:text=Trevor%20Dunkley%20%E2%80%93%20Property%20Wizards%20(Subiaco)%20*,developers%2C%20we%20know%20what%20your%20challenges%20are.",
        "https://agentfinder.au/perth#:~:text=Buyers%20Advocate.%20Full%20Service.%20*%20Roman%20Daszkiewicz.,identify%20favourable%20investment%20opportunities%20across%20the%20nation.",
        "https://agentfinder.au/perth#:~:text=With%20strong%20communication%20skills%2C%20empathy%2C%20and%20an,of%20high-income%20assets%20in%20potentially%20high-growth%20locations.",
        "https://agentfinder.au/perth#:~:text=Buyers%20Advocate.%20Full%20Service.%20*%20Roman%20Daszkiewicz.,identify%20favourable%20investment%20opportunities%20across%20the%20nation.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=CPA%20blends%20buyer%20advocacy%20with%20qualified%20investment,chasing%20interstate%20diversification%20backed%20by%20granular%20research.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=CPA%20blends%20buyer%20advocacy%20with%20qualified%20investment,chasing%20interstate%20diversification%20backed%20by%20granular%20research.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=CPA%20blends%20buyer%20advocacy%20with%20qualified%20investment,chasing%20interstate%20diversification%20backed%20by%20granular%20research.",
        "https://www.claudetteswift.com.au/#:~:text=Led%20by%20Claudette%20Swift%2C%20Claudette%20Swift%20Buyer's,strategist%2C%20coach%2C%20mentor%2C%20speaker%2C%20and%20media%20commentator.",
        "https://www.claudetteswift.com.au/#:~:text=Trust%20Claudette%20Swift's%2032%20years%20of%20WA%20real%20estate%20experience%20and%20expertise.%20Read%20More.",
        "https://www.claudetteswift.com.au/#:~:text=Claudette%20Swift%20is%20an%20award%20winning%20licensed,enter%20your%20property%20negotiations%20with%20an%20edge.",
        "https://hudsonfinancialplanning.com.au/resources/education-reports/perth-buyers-agents-hudson-property/#:~:text=Our%20Perth%20operations%20are%20led%20by%20seasoned,high-performing%20suburbs%20ahead%20of%20the%20broader%20market.",
        "https://hudsonfinancialplanning.com.au/resources/education-reports/perth-buyers-agents-hudson-property/#:~:text=Why%20Choose%20Hudson%20Over%20Other%20Perth%20Buyers,not%20a%20percentage%20of%20the%20purchase%20price."
      ],
      "cited_domains": [
        "whichrealestateagent.com.au",
        "top10realestateagent.com.au",
        "agentfinder.au",
        "claudetteswift.com.au",
        "hudsonfinancialplanning.com.au"
      ],
      "source_classes": [
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "brand-source"
        },
        {
          "domain": "agentfinder.au",
          "class": "brand-source"
        },
        {
          "domain": "claudetteswift.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hudsonfinancialplanning.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-buyers_agent-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B4",
      "prompt": "buyers agent Perth fees and who is best value",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://www.top10realestateagent.com.au/the-best-buyers-agents-in-perth.html",
        "https://perthbuyersagents.com.au/price-full/",
        "https://shanepatrick.com.au/buyers-agent-cost-perth",
        "https://propertygo.com.au/buyers-agent-fees-australia"
      ],
      "cited_domains": [
        "reddit.com",
        "top10realestateagent.com.au",
        "perthbuyersagents.com.au",
        "shanepatrick.com.au",
        "propertygo.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "top10realestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "shanepatrick.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-buyers_agent-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B4",
      "prompt": "buyers agent Perth fees and who is best value",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Property Buyers Services",
        "Rise Property Buyers",
        "You&Me Personalised Property Services",
        "LORVEN BUYERS AGENCY",
        "Perth Buyers Agents",
        "Pentony Buyers Agent Perth",
        "Buyer's Agent Online",
        "ENRICH Property - Buyers Agency",
        "Selling Perth Real Estate",
        "Claudette Swift Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Edge Property Solutions",
        "Buyers Agency Co",
        "BuyerX Perth"
      ],
      "brands_recommended": [
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Property Buyers Services",
        "Rise Property Buyers",
        "You&Me Personalised Property Services",
        "LORVEN BUYERS AGENCY",
        "Perth Buyers Agents",
        "Pentony Buyers Agent Perth",
        "Buyer's Agent Online",
        "ENRICH Property - Buyers Agency",
        "Selling Perth Real Estate",
        "Claudette Swift Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Edge Property Solutions",
        "Buyers Agency Co",
        "BuyerX Perth"
      ],
      "brand_order": [
        "Buyer Tenant Agency",
        "Verve Buyers Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Buyers Advocate Perth",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Property Buyers Services",
        "Rise Property Buyers",
        "You&Me Personalised Property Services",
        "LORVEN BUYERS AGENCY",
        "Perth Buyers Agents",
        "Pentony Buyers Agent Perth",
        "Buyer's Agent Online",
        "ENRICH Property - Buyers Agency",
        "Selling Perth Real Estate",
        "Claudette Swift Buyers Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Edge Property Solutions",
        "Buyers Agency Co",
        "BuyerX Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthbuyersagents.com.au/price-full/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKZmJqRnpPV296GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsZlpIWXdZbWh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU5EUTNNRGhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eFkyWnRlSFIzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReWJIZDRjM2cxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU4zRjVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpSNWEyNW5kR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1bWRIa3dabmMwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeFl6UnRhamx1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwcWJERjVkM1J3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNek1IUndkamwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkd04zRnVOSEJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzME5IWjNjWG80GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVptbzJlWHBvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWVHaHNhR2R1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdacU5Xd3hNMnRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMVpuSmtabmgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhONVkyczJaSGczGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNGVuQTJkMnR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3ellqUnpYMm96GAo"
      ],
      "cited_domains": [
        "perthbuyersagents.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-buyers_agent-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B4",
      "prompt": "buyers agent Perth fees and who is best value",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://perthbuyersagents.com.au/price-full/",
        "https://australianpropertyexperts.com.au/buyers-agent-fees/"
      ],
      "cited_domains": [
        "perthbuyersagents.com.au",
        "australianpropertyexperts.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "australianpropertyexperts.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-buyers_agent-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B4",
      "prompt": "buyers agent Perth fees and who is best value",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Property Home Base"
      ],
      "brands_recommended": [
        "Property Home Base"
      ],
      "brand_order": [
        "Property Home Base"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://whichrealestateagent.com.au/buyers-agent/fees/",
        "https://www.facebook.com/groups/2143108239290810/posts/4341245736143705/",
        "https://www.propertyhomebase.com.au/buyers-agents-fees",
        "https://buyersagentseeker.com.au/perth-buyers-agents/",
        "https://www.buyersagents.com.au/buyers-agents/perth",
        "https://buyersagentperth.net.au/buyers-agent-perth-fees-pricing/"
      ],
      "cited_domains": [
        "reddit.com",
        "whichrealestateagent.com.au",
        "facebook.com",
        "propertyhomebase.com.au",
        "buyersagentseeker.com.au",
        "buyersagents.com.au",
        "buyersagentperth.net.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "propertyhomebase.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentseeker.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-buyers_agent-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B4",
      "prompt": "buyers agent Perth fees and who is best value",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Property Home Base"
      ],
      "brands_recommended": [
        "Property Home Base"
      ],
      "brand_order": [
        "Property Home Base"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthbuyersagents.com.au/price-full/",
        "https://reiwa.com.au/the-wa-market/resources/articles/the-costs-of-a-buyer-s-agent-explained/",
        "https://www.facebook.com/groups/2143108239290810/posts/4341245736143705/",
        "https://www.propertyhomebase.com.au/buyers-agents-fees",
        "https://buyersagentseeker.com.au/perth-buyers-agents/",
        "https://www.buyersagents.com.au/buyers-agents/perth",
        "https://buyersagentperth.net.au/buyers-agent-perth-fees-pricing/"
      ],
      "cited_domains": [
        "perthbuyersagents.com.au",
        "reiwa.com.au",
        "facebook.com",
        "propertyhomebase.com.au",
        "buyersagentseeker.com.au",
        "buyersagents.com.au",
        "buyersagentperth.net.au"
      ],
      "source_classes": [
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "propertyhomebase.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentseeker.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-buyers_agent-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B4",
      "prompt": "buyers agent Perth fees and who is best value",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://perthbuyersagents.com.au/price-full/",
        "https://www.reddit.com/r/perth/comments/15qnmb7/looking_for_a_buyers_agent_experiences_and/",
        "https://whichrealestateagent.com.au/buyers-agent/fees/",
        "https://www.facebook.com/groups/2143108239290810/posts/4341245736143705/",
        "https://www.buyersagents.com.au/guides/buyers-agent-cost",
        "https://www.driftrealestate.com.au/buyers-agent-perth/our-services-and-fees",
        "https://www.buyersagents.com.au/buyers-agents/perth",
        "https://acquirebuyersagency.com.au/blog/perth-buyers-agent-worth-it/"
      ],
      "cited_domains": [
        "perthbuyersagents.com.au",
        "reddit.com",
        "whichrealestateagent.com.au",
        "facebook.com",
        "buyersagents.com.au",
        "driftrealestate.com.au",
        "acquirebuyersagency.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "driftrealestate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "acquirebuyersagency.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-buyers_agent-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B4",
      "prompt": "buyers agent Perth fees and who is best value",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Verve Buyers Agency",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Resolve Property Solutions",
        "DV Buyers Agency"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Verve Buyers Agency",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Resolve Property Solutions",
        "DV Buyers Agency"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Verve Buyers Agency",
        "Property Wizards Buyer's Agents",
        "Rise Property Buyers",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Resolve Property Solutions",
        "DV Buyers Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://whatsthedamage.com.au/buyers-agent-cost-perth/?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/guides/flat-fee-vs-percentage?utm_source=chatgpt.com",
        "https://buyersagentperth.net.au/buyers-agent-perth-fees-pricing/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "whatsthedamage.com.au",
        "buyersagents.com.au",
        "buyersagentperth.net.au"
      ],
      "source_classes": [
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-buyers_agent-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B4",
      "prompt": "buyers agent Perth fees and who is best value",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "You&Me Personalised Property Services",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Find and Sign Buyer Advocate - Perth Buyer's Agents",
        "Auction Bidding Service Perth",
        "Verve Buyers Agency",
        "Buyers Advocate Perth",
        "LORVEN BUYERS AGENCY",
        "Buyer Tenant Agency",
        "W Buyers Agents",
        "Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "You&Me Personalised Property Services",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Find and Sign Buyer Advocate - Perth Buyer's Agents",
        "Auction Bidding Service Perth",
        "Verve Buyers Agency",
        "Buyers Advocate Perth",
        "LORVEN BUYERS AGENCY",
        "Buyer Tenant Agency",
        "W Buyers Agents",
        "Resolve Property Solutions"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "You&Me Personalised Property Services",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Find and Sign Buyer Advocate - Perth Buyer's Agents",
        "Auction Bidding Service Perth",
        "Verve Buyers Agency",
        "Buyers Advocate Perth",
        "LORVEN BUYERS AGENCY",
        "Buyer Tenant Agency",
        "W Buyers Agents",
        "Resolve Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.buyersagents.com.au/guides/buyers-agent-cost?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/guides/buyers-agent-fees-by-state?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://buyersagentperth.net.au/buyers-agent-perth-fees-pricing/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "buyersagents.com.au",
        "propertygo.com.au",
        "buyersagentperth.net.au"
      ],
      "source_classes": [
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-buyers_agent-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B4",
      "prompt": "buyers agent Perth fees and who is best value",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "Verve Buyers Agency",
        "Find and Sign Buyer Advocate - Perth Buyer's Agents",
        "DV Buyers Agency - Perth Buyer's Agents"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "Verve Buyers Agency",
        "Find and Sign Buyer Advocate - Perth Buyer's Agents",
        "DV Buyers Agency - Perth Buyer's Agents"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Property Wizards Buyer's Agents",
        "Verve Buyers Agency",
        "Find and Sign Buyer Advocate - Perth Buyer's Agents",
        "DV Buyers Agency - Perth Buyer's Agents"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://whatsthedamage.com.au/buyers-agent-cost-perth/?utm_source=chatgpt.com",
        "https://solvaproperty.com.au/buyers-agents/wa/perth/best?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/resolve-property-solutions?utm_source=chatgpt.com",
        "https://resolvepropertysolutions.com.au/services/complete-buying-solution/?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/resolve-property-solutions/reviews?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://findandsignba.com.au/?utm_source=chatgpt.com",
        "https://www.dvbuyersagency.com.au/services?utm_source=chatgpt.com",
        "https://buyersagentperth.net.au/buyers-agent-perth-fees-pricing/?utm_source=chatgpt.com",
        "https://www.comparemyagents.com.au/buyers-agents/resolve-property-solutions?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/news/buyers-agent-fees-perth?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/guides/buyers-agent-cost?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/guides/buyers-agent-fees-by-state?utm_source=chatgpt.com",
        "https://www.buyersagents.com.au/news/buyers-agent-fees-australia?utm_source=chatgpt.com",
        "https://shanepatrick.com.au/buyers-agent-cost-perth?utm_source=chatgpt.com",
        "https://buyerx.com.au/?utm_source=chatgpt.com",
        "https://buyerx.com.au/team/perth-inner-western-suburbs-buyers-advocate/?utm_source=chatgpt.com",
        "https://buyerx.com.au/buyers-advocate/perth/?utm_source=chatgpt.com",
        "https://buyerx.com.au/sales-advisory/?utm_source=chatgpt.com",
        "https://buyerx.com.au/partner-with-buyerx/?utm_source=chatgpt.com",
        "https://buyerx.com.au/about/?utm_source=chatgpt.com",
        "https://buyerx.com.au/buyers-advocate/floreat/?utm_source=chatgpt.com",
        "https://buyerx.com.au/buyers-advocate/city-beach/?utm_source=chatgpt.com",
        "https://agentbridge.com.au/resources/buyers-agents-in-wa?utm_source=chatgpt.com",
        "https://www.buyersagentsaus.com.au/buyers-agent/resolve-property-solutions/?utm_source=chatgpt.com",
        "https://www.buyersagentsaus.com.au/buyers-agent/verve-buyers-agency/?utm_source=chatgpt.com",
        "https://www.buyersagentsaus.com.au/buyers-agent/buyerx/?utm_source=chatgpt.com",
        "https://www.buyersadvocate.com.au/about/what-is-a-buyers-advocate/?utm_source=chatgpt.com",
        "https://reiwa.com.au/the-wa-market/resources/articles/the-costs-of-a-buyer-s-agent-explained/?utm_source=chatgpt.com",
        "https://reiwa.com.au/real-estate-agency/resolve-property-solutions-160244-0/?utm_source=chatgpt.com",
        "https://reiwa.com.au/real-estate-agency/property-wizards-13812-0/?utm_source=chatgpt.com",
        "https://reiwa.com.au/the-wa-market/resources/articles/what-s-the-role-of-a-buyer-s-agent-and-how-can-they-help-you-find-your-dream-home/?utm_source=chatgpt.com",
        "https://reiwa.com.au/news/agent-spotlight-michaela-wells-buyer-s-agent-property-wizards/?utm_source=chatgpt.com",
        "https://reiwa.com.au/real-estate-agents/accreditation/?accreditationcategory=accreditedbuyersagentspecialinformation&isactiveinsuburb=true&sortby=soldcount&sortdirection=desc&utm_source=chatgpt.com",
        "https://reiwa.com.au/real-estate-agent/trevor-dunkley-13812-0-60832/?utm_source=chatgpt.com",
        "https://reiwa.com.au/real-estate-agent/michaela-wells-13812-0-563589/?utm_source=chatgpt.com",
        "https://reiwa.com.au/news/agent-spotlight-liz-sterzel-property-wizards/?utm_source=chatgpt.com",
        "https://buyersagentseeker.com.au/perth-buyers-agents?utm_source=chatgpt.com",
        "https://buyersagentseeker.com.au/buyers-agent-fees/?utm_source=chatgpt.com",
        "https://buyersagentseeker.com.au/perth-buyers-agents/?utm_source=chatgpt.com",
        "https://resolvepropertysolutions.com.au/services/?utm_source=chatgpt.com",
        "https://resolvepropertysolutions.com.au/contact/?utm_source=chatgpt.com",
        "https://resolvepropertysolutions.com.au/home-owners/?utm_source=chatgpt.com",
        "https://resolvepropertysolutions.com.au/about/?utm_source=chatgpt.com",
        "https://resolvepropertysolutions.com.au/?utm_source=chatgpt.com",
        "https://buyersagentperth.net.au/blog/buyers-agent-fees-perth-worth-it/?utm_source=chatgpt.com",
        "https://www.auspropertyprofessionals.com.au/buyers-agent-fees/?utm_source=chatgpt.com",
        "https://edgepropertysolutions.com.au/faq/?utm_source=chatgpt.com",
        "https://www.collings.com.au/how-much-does-a-buyers-advocate-cost/?utm_source=chatgpt.com",
        "https://www.collings.com.au/is-a-buyers-advocate-worth-it/?utm_source=chatgpt.com",
        "https://www.buyersagent.com.au/buyers-agent-fees?utm_source=chatgpt.com",
        "https://perthbuyersagents.com.au/our-fees/?utm_source=chatgpt.com",
        "https://perthbuyersagents.com.au/price-full/?utm_source=chatgpt.com",
        "https://www.dvbuyersagency.com.au/?utm_source=chatgpt.com",
        "https://www.dvbuyersagency.com.au/about-us?utm_source=chatgpt.com",
        "https://www.dvbuyersagency.com.au/contact-us?utm_source=chatgpt.com",
        "https://www.dvbuyersagency.com.au/purchases?utm_source=chatgpt.com",
        "https://www.dvbuyersagency.com.au/benefits?utm_source=chatgpt.com",
        "https://www.dvbuyersagency.com.au/suburb-services?utm_source=chatgpt.com",
        "https://whichrealestateagent.com.au/buyers-agent/fees/?utm_source=chatgpt.com",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/?utm_source=chatgpt.com",
        "https://en.wikipedia.org/wiki/Perth?utm_source=chatgpt.com",
        "https://precisionpropertybuyers.com.au/buyers-agent-fees/?utm_source=chatgpt.com",
        "https://www.abc.net.au/news/2026-07-12/crawley-man-charged-with-manslaughter-over-fremantle-death/106906710?utm_source=chatgpt.com",
        "https://www.abc.net.au/news/2026-07-12/crawley-man-charged-with-manslaughter-over-fremantle-death-/106906710?utm_source=chatgpt.com",
        "https://www.abc.net.au/news/2026-07-12/family-of-perth-man-cameron-hughes-questions-bali-death/106907308?utm_source=chatgpt.com",
        "https://www.propertychat.com.au/community/threads/perth-buyer-agent-recommendations.84833/?utm_source=chatgpt.com",
        "https://keyhive.com.au/learn/fixed-fee-vs-commission?utm_source=chatgpt.com",
        "https://housefinder.com.au/property-insights/buyers-agent-in-perth-fees-what-you-need-to-know-about-the-cost/?utm_source=chatgpt.com",
        "https://topbuyers.com.au/buyer-agents/perth/?utm_source=chatgpt.com",
        "https://buyersagencyaustralia.com.au/blog/buyers-agent-fees-australia-state-by-state-pricing-guide/?utm_source=chatgpt.com",
        "https://buyersagencyaustralia.com.au/blog/how-much-does-a-buyers-agent-charge/?utm_source=chatgpt.com",
        "https://buyersagencyaustralia.com.au/blog/buyers-agent-perth/?utm_source=chatgpt.com",
        "https://www.vervebuyersagency.com/?utm_source=chatgpt.com",
        "https://www.vervebuyersagency.com/work-with-us-buyers-agent?utm_source=chatgpt.com",
        "https://www.vervebuyersagency.com/disclaimer?utm_source=chatgpt.com",
        "https://www.vervebuyersagency.com/contact?utm_source=chatgpt.com",
        "https://www.vervebuyersagency.com/about?utm_source=chatgpt.com",
        "https://www.vervebuyersagency.com/off-market-portal?utm_source=chatgpt.com",
        "https://www.reddit.com/r/AusPropertyChat/comments/1garhot/any_recommendations_for_buyers_agents_in_perth/?utm_source=chatgpt.com",
        "https://entryeducation.edu.au/blog/buyers-agent-fees-and-commissions-australia/?utm_source=chatgpt.com",
        "https://www.unicornbuyersagents.com.au/buyers-agent-fees/?utm_source=chatgpt.com",
        "https://abr.business.gov.au/ABN/View?id=57653667246&utm_source=chatgpt.com",
        "https://abr.business.gov.au/ABN/View?abn=15625166770&utm_source=chatgpt.com",
        "https://abr.business.gov.au/ABN/View?id=15625166770&utm_source=chatgpt.com",
        "https://abr.business.gov.au/ABN/View?id=43651534879&utm_source=chatgpt.com",
        "https://www.irec.com.au/real-estate-agent-fees-and-commission-wa?utm_source=chatgpt.com",
        "https://findandsignba.com.au/about?utm_source=chatgpt.com",
        "https://findandsignba.com.au/client-outcomes?utm_source=chatgpt.com",
        "https://findandsignba.com.au/privacy-policy?utm_source=chatgpt.com",
        "https://australianpropertyexperts.com.au/buyers-agent-fees/?utm_source=chatgpt.com",
        "https://perth.wa.gov.au/?utm_source=chatgpt.com",
        "https://au.linkedin.com/company/property-wizards?utm_source=chatgpt.com",
        "https://au.linkedin.com/company/verve-buyers-agency-au?utm_source=chatgpt.com",
        "https://au.linkedin.com/company/dv-buyersagency?utm_source=chatgpt.com",
        "https://rebaa.com.au/members/dv-buyers-agency/?utm_source=chatgpt.com",
        "https://www.madecomfy.com.au/partners/property-wizards?utm_source=chatgpt.com",
        "https://www.localbusinessguide.com.au/business/find-and-sign/?utm_source=chatgpt.com",
        "https://www.localbusinessguide.com.au/western-australia/perth/real-estate/buyers-agent/?utm_source=chatgpt.com",
        "https://vexur.com.au/?utm_source=chatgpt.com",
        "https://vexur.com.au/partners?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/verve-buyers-agency/reviews?utm_source=chatgpt.com",
        "https://capital-partners.com.au/episode-recap-perth-property-has-changed-are-you-still-playing-by-the-old-rules/?utm_source=chatgpt.com",
        "https://www.seek.com.au/property-acquisition-jobs/in-Ardross-WA-6153/full-time?utm_source=chatgpt.com",
        "https://gntfinance.com.au/mortgage-broker/perth/?utm_source=chatgpt.com",
        "https://www.tumgik.com/tag/buyers%20agent%20in%20Perth?utm_source=chatgpt.com",
        "https://pkproperty.com.au/buyers-agent-fees-and-services?utm_source=chatgpt.com",
        "https://propertyminers.com.au/?utm_source=chatgpt.com",
        "https://propertyprosrated.com/guides/buyer-agent-agreement-explained/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "whatsthedamage.com.au",
        "solvaproperty.com.au",
        "propertygo.com.au",
        "resolvepropertysolutions.com.au",
        "findandsignba.com.au",
        "dvbuyersagency.com.au",
        "buyersagentperth.net.au",
        "comparemyagents.com.au",
        "buyersagents.com.au",
        "shanepatrick.com.au",
        "buyerx.com.au",
        "agentbridge.com.au",
        "buyersagentsaus.com.au",
        "buyersadvocate.com.au",
        "reiwa.com.au",
        "buyersagentseeker.com.au",
        "auspropertyprofessionals.com.au",
        "edgepropertysolutions.com.au",
        "collings.com.au",
        "buyersagent.com.au",
        "perthbuyersagents.com.au",
        "whichrealestateagent.com.au",
        "en.wikipedia.org",
        "precisionpropertybuyers.com.au",
        "abc.net.au",
        "propertychat.com.au",
        "keyhive.com.au",
        "housefinder.com.au",
        "topbuyers.com.au",
        "buyersagencyaustralia.com.au",
        "vervebuyersagency.com",
        "reddit.com",
        "entryeducation.edu.au",
        "unicornbuyersagents.com.au",
        "abr.business.gov.au",
        "irec.com.au",
        "australianpropertyexperts.com.au",
        "perth.wa.gov.au",
        "au.linkedin.com",
        "rebaa.com.au",
        "madecomfy.com.au",
        "localbusinessguide.com.au",
        "vexur.com.au",
        "capital-partners.com.au",
        "seek.com.au",
        "gntfinance.com.au",
        "tumgik.com",
        "pkproperty.com.au",
        "propertyminers.com.au",
        "propertyprosrated.com"
      ],
      "source_classes": [
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "solvaproperty.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "resolvepropertysolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findandsignba.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dvbuyersagency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "comparemyagents.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "shanepatrick.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyerx.com.au",
          "class": "brand-source"
        },
        {
          "domain": "agentbridge.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentsaus.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersadvocate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reiwa.com.au",
          "class": "third-party"
        },
        {
          "domain": "buyersagentseeker.com.au",
          "class": "brand-source"
        },
        {
          "domain": "auspropertyprofessionals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "edgepropertysolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "collings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagent.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        },
        {
          "domain": "en.wikipedia.org",
          "class": "third-party"
        },
        {
          "domain": "precisionpropertybuyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "abc.net.au",
          "class": "publisher"
        },
        {
          "domain": "propertychat.com.au",
          "class": "brand-source"
        },
        {
          "domain": "keyhive.com.au",
          "class": "brand-source"
        },
        {
          "domain": "housefinder.com.au",
          "class": "brand-source"
        },
        {
          "domain": "topbuyers.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagencyaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervebuyersagency.com",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "entryeducation.edu.au",
          "class": "brand-source"
        },
        {
          "domain": "unicornbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "abr.business.gov.au",
          "class": "third-party"
        },
        {
          "domain": "irec.com.au",
          "class": "brand-source"
        },
        {
          "domain": "australianpropertyexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perth.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "au.linkedin.com",
          "class": "ugc"
        },
        {
          "domain": "rebaa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "madecomfy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "localbusinessguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vexur.com.au",
          "class": "brand-source"
        },
        {
          "domain": "capital-partners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seek.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gntfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tumgik.com",
          "class": "third-party"
        },
        {
          "domain": "pkproperty.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertyminers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertyprosrated.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-buyers_agent-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B4",
      "prompt": "buyers agent Perth fees and who is best value",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Capital Property Advisor",
        "Resolve Property Solutions",
        "Verve Buyers Agency",
        "Buyers Advocate Perth"
      ],
      "brands_recommended": [
        "Capital Property Advisor",
        "Resolve Property Solutions",
        "Verve Buyers Agency",
        "Buyers Advocate Perth"
      ],
      "brand_order": [
        "Capital Property Advisor",
        "Resolve Property Solutions",
        "Verve Buyers Agency",
        "Buyers Advocate Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://shanepatrick.com.au/buyers-agent-cost-perth#:~:text=On%20a%20%241.2%20million%20property%2C%20a%201.5%25,same%2C%20and%20fees%20usually%20flex%20based%20on%3A",
        "https://propperly.com.au/learn/buying/buyers-agent-perth-guide",
        "https://shanepatrick.com.au/buyers-agent-cost-perth#:~:text=*%20Percentage-based%20fee.%20Typically%201%20to%202.5%25,paid%20at%20engagement%20to%20get%20things%20moving.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Top%20pick%20for%20investors%20focused%20on%20measurable,Perth%20investors%20who%20want%20numbers%2C%20not%20noise.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Search%2C%20analysis%2C%20negotiation%2C%20and%20settlement%20support.%20Local,investment-grade%20properties%20with%20growth%20and%20rental%20potential.",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Resolve%20Property%20Solutions%2C%20led%20by%20Peter%20Gavalas%2C,purchase.%20Expert%20buying%20strategy%20and%20negotiation%20support.",
        "https://shanepatrick.com.au/buyers-agent-cost-perth#:~:text=In%20Perth's%20current%20market%2C%20it's%20not%20uncommon,really%20%22can%20I%20afford%20a%20buyer's%20agent%22%3B",
        "https://shanepatrick.com.au/buyers-agent-cost-perth#:~:text=Do%20I%20pay%20the%20fee%20even%20if,Can%20I%20negotiate%20a%20buyer's%20agent's%20fee%3F",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Great%20advocates%20know%20every%20buyer's%20tactic%20%E2%80%93,months%3B%20the%20best%20can%20cite%20figures%20suburb-by-suburb."
      ],
      "cited_domains": [
        "shanepatrick.com.au",
        "propperly.com.au",
        "risingreturns.com.au",
        "whichrealestateagent.com.au"
      ],
      "source_classes": [
        {
          "domain": "shanepatrick.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propperly.com.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "directory"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-buyers_agent-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B4",
      "prompt": "buyers agent Perth fees and who is best value",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://buyersagencyaustralia.com.au/blog/buyers-agent-fees-australia-state-by-state-pricing-guide/#:~:text=Under%20a%20percentage-based%20structure%2C%20your%20buyers%20agent,purchase%2C%20that%20same%202%25%20drops%20to%20%2410%2C000.",
        "https://buyersagentseeker.com.au/perth-buyers-agents/",
        "https://buyersagencyaustralia.com.au/blog/buyers-agent-fees-australia-state-by-state-pricing-guide/#:~:text=%24600%2C000.%20%2412%2C000.%20%2410%2C000.",
        "https://australianpropertyexperts.com.au/buyers-agent-fees/#:~:text=Percentage-based%20buyers%20agents%20charge%201.5%25%20to%203%25,instincts%20than%20one%20who%20has%20purchased%20250%2B.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Many%20Perth%20advocates%20specialise%20in%20investment%20strategy%3A,services%20post-settlement%2C%20giving%20investors%20an%20end-to-end%20solution."
      ],
      "cited_domains": [
        "buyersagencyaustralia.com.au",
        "buyersagentseeker.com.au",
        "australianpropertyexperts.com.au",
        "whichrealestateagent.com.au"
      ],
      "source_classes": [
        {
          "domain": "buyersagencyaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentseeker.com.au",
          "class": "brand-source"
        },
        {
          "domain": "australianpropertyexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-buyers_agent-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B4",
      "prompt": "buyers agent Perth fees and who is best value",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://buyersagentseeker.com.au/perth-buyers-agents/",
        "https://buyersagentseeker.com.au/perth-buyers-agents/#:~:text=For%20example%2C%20if%20you%20purchase%20a%20%242%2C000%2C000,property%20price.%20Typical%20fixed-fee%20services%20range%20from%3A",
        "https://buyersagentseeker.com.au/perth-buyers-agents/#:~:text=That%20produces%20a%20total%20saving%20of%20%2483%2C200%2C,assistance%2C%20including%20property%20search%2C%20inspections%2C%20and%20negotiation.",
        "https://buyersagentseeker.com.au/perth-buyers-agents/#:~:text=That%20produces%20a%20total%20saving%20of%20%2483%2C200%2C,assistance%2C%20including%20property%20search%2C%20inspections%2C%20and%20negotiation.",
        "https://www.aussie.com.au/insights/articles/how-much-does-a-buyers-agent-cost/#:~:text=You%20might%20also%20be%20interested%20in%3A%20What's,as%20a%20fixed%20amount%20or%20calculated%20percentage.",
        "https://buyersagentseeker.com.au/perth-buyers-agents/#:~:text=For%20example%2C%20if%20you%20purchase%20a%20%242%2C000%2C000,property%20price.%20Typical%20fixed-fee%20services%20range%20from%3A",
        "https://risingreturns.com.au/best-buyers-agents-perth/#:~:text=Momentum%20Wealth%20is%20a%20long-standing%20WA%20property,purchase%20and%20building%20a%20portfolio%20over%20time."
      ],
      "cited_domains": [
        "buyersagentseeker.com.au",
        "aussie.com.au",
        "risingreturns.com.au"
      ],
      "source_classes": [
        {
          "domain": "buyersagentseeker.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aussie.com.au",
          "class": "brand-source"
        },
        {
          "domain": "risingreturns.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-buyers_agent-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B5",
      "prompt": "buyers agent Perth who can bid at auction for me",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Verve Buyers Agency",
        "Property Wizards Buyer's Agents",
        "W Buyers Agents",
        "Buyers Advocate Perth",
        "Property Buyers Services",
        "Buyers Agency Co",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Rise Property Buyers",
        "Perth Buyers Agents",
        "beagl buyer's agency",
        "You&Me Personalised Property Services",
        "DV Buyers Agency - Perth Buyer's Agents",
        "ENRICH Property - Buyers Agency",
        "The West Buyers Agency",
        "BuyerX Perth",
        "Perth Property Buyers",
        "Buyer Tenant Agency",
        "Pentony Buyers Agent Perth",
        "Alan Donelly Auctions",
        "Ross's Auctioneers & Valuers",
        "Perth Buyer's Agencies Offering Auction Bidding"
      ],
      "brands_recommended": [
        "Verve Buyers Agency",
        "Property Wizards Buyer's Agents",
        "W Buyers Agents",
        "Buyers Advocate Perth",
        "Property Buyers Services",
        "Buyers Agency Co",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Rise Property Buyers",
        "Perth Buyers Agents",
        "beagl buyer's agency",
        "You&Me Personalised Property Services",
        "DV Buyers Agency - Perth Buyer's Agents",
        "ENRICH Property - Buyers Agency",
        "The West Buyers Agency",
        "BuyerX Perth",
        "Perth Property Buyers",
        "Buyer Tenant Agency",
        "Pentony Buyers Agent Perth",
        "Alan Donelly Auctions",
        "Ross's Auctioneers & Valuers",
        "Perth Buyer's Agencies Offering Auction Bidding"
      ],
      "brand_order": [
        "Verve Buyers Agency",
        "Property Wizards Buyer's Agents",
        "W Buyers Agents",
        "Buyers Advocate Perth",
        "Property Buyers Services",
        "Buyers Agency Co",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Rise Property Buyers",
        "Perth Buyers Agents",
        "beagl buyer's agency",
        "You&Me Personalised Property Services",
        "DV Buyers Agency - Perth Buyer's Agents",
        "ENRICH Property - Buyers Agency",
        "The West Buyers Agency",
        "BuyerX Perth",
        "Perth Property Buyers",
        "Buyer Tenant Agency",
        "Pentony Buyers Agent Perth",
        "Alan Donelly Auctions",
        "Ross's Auctioneers & Valuers",
        "Perth Buyer's Agencies Offering Auction Bidding"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsZlpIWXdZbWh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU4zRjVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReWJIZDRjM2cxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eFkyWnRlSFIzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpSNWEyNW5kR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNGVuQTJkMnR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU5EUTNNRGhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1bWRIa3dabmMwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNek1IUndkamwwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhodWRtMHpOWHAwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeFl6UnRhamx1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMVpuSmtabmgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVptbzJlWHBvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d2RtSTVPRGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3ellqUnpYMm96GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwelp6Qm5kSFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKZmJqRnpPV296GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkd04zRnVOSEJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4ZVdad05EbHdhR2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJETTNaSG8zGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-buyers_agent-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B5",
      "prompt": "buyers agent Perth who can bid at auction for me",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Auction Bidding Service Perth"
      ],
      "brands_recommended": [
        "Auction Bidding Service Perth"
      ],
      "brand_order": [
        "Auction Bidding Service Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthbuyersagents.com.au/auction-bidding-service-perth/",
        "https://buyersagentperth.net.au/auction-bidding-service/",
        "https://resolvepropertysolutions.com.au/services/auction-bidding/"
      ],
      "cited_domains": [
        "perthbuyersagents.com.au",
        "buyersagentperth.net.au",
        "resolvepropertysolutions.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "resolvepropertysolutions.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-buyers_agent-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B5",
      "prompt": "buyers agent Perth who can bid at auction for me",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "W Buyers Agents",
        "Property Wizards Buyer's Agents",
        "Buyers Advocate Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU5EUTNNRGhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReWJIZDRjM2cxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU4zRjVOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eFkyWnRlSFIzGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-buyers_agent-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B5",
      "prompt": "buyers agent Perth who can bid at auction for me",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://perthbuyersagents.com.au/auction-bidding-service-perth/",
        "https://cohenhandler.com.au/perth/",
        "https://youandmepps.com.au/buyers-agents-perth/",
        "https://buyersagentperth.net.au/auction-bidding-service/",
        "https://resolvepropertysolutions.com.au/services/auction-bidding/"
      ],
      "cited_domains": [
        "perthbuyersagents.com.au",
        "cohenhandler.com.au",
        "youandmepps.com.au",
        "buyersagentperth.net.au",
        "resolvepropertysolutions.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cohenhandler.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "resolvepropertysolutions.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-buyers_agent-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B5",
      "prompt": "buyers agent Perth who can bid at auction for me",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "settlement agent",
        "Buyer's Agent Seeker",
        "Buyers Agency Co"
      ],
      "brands_recommended": [
        "settlement agent",
        "Buyer's Agent Seeker",
        "Buyers Agency Co"
      ],
      "brand_order": [
        "settlement agent",
        "Buyer's Agent Seeker",
        "Buyers Agency Co"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthbuyersagents.com.au/auction-bidding-service-perth/",
        "https://cohenhandler.com.au/perth/",
        "https://resolvepropertysolutions.com.au/services/auction-bidding/",
        "https://www.consumerprotection.wa.gov.au/buying-property-auction",
        "https://buyersagentperth.net.au/auction-bidding-service/",
        "https://perthbuyersagents.com.au/buyers-agent-north-perth/",
        "https://youandmepps.com.au/buyers-agents-perth/",
        "https://buyersagentseeker.com.au/perth-buyers-agents/",
        "https://buyersagencyaustralia.com.au/blog/buyers-agent-perth/"
      ],
      "cited_domains": [
        "perthbuyersagents.com.au",
        "cohenhandler.com.au",
        "resolvepropertysolutions.com.au",
        "consumerprotection.wa.gov.au",
        "buyersagentperth.net.au",
        "youandmepps.com.au",
        "buyersagentseeker.com.au",
        "buyersagencyaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cohenhandler.com.au",
          "class": "brand-source"
        },
        {
          "domain": "resolvepropertysolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "consumerprotection.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentseeker.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagencyaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-buyers_agent-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B5",
      "prompt": "buyers agent Perth who can bid at auction for me",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Buyer's Agents with Auction Services"
      ],
      "brands_recommended": [
        "Perth Buyer's Agents with Auction Services"
      ],
      "brand_order": [
        "Perth Buyer's Agents with Auction Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthbuyersagents.com.au/auction-bidding-service-perth/",
        "https://cohenhandler.com.au/perth/",
        "https://buyersagentperth.net.au/auction-bidding-service/",
        "https://perthbuyersagents.com.au/buyers-agent-north-perth/",
        "https://youandmepps.com.au/buyers-agents-perth/",
        "https://resolvepropertysolutions.com.au/services/auction-bidding/",
        "https://www.consumerprotection.wa.gov.au/buying-property-auction",
        "https://buyersagentseeker.com.au/perth-buyers-agents/",
        "https://buyersagencyaustralia.com.au/blog/buyers-agent-perth/"
      ],
      "cited_domains": [
        "perthbuyersagents.com.au",
        "cohenhandler.com.au",
        "buyersagentperth.net.au",
        "youandmepps.com.au",
        "resolvepropertysolutions.com.au",
        "consumerprotection.wa.gov.au",
        "buyersagentseeker.com.au",
        "buyersagencyaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cohenhandler.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "youandmepps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "resolvepropertysolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "consumerprotection.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "buyersagentseeker.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagencyaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-buyers_agent-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B5",
      "prompt": "buyers agent Perth who can bid at auction for me",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Verve Buyers Agency",
        "ENRICH Property - Buyers Agency",
        "Property Wizards Buyer's Agents",
        "Perth Property Buyers"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Verve Buyers Agency",
        "ENRICH Property - Buyers Agency",
        "Property Wizards Buyer's Agents",
        "Perth Property Buyers"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "Verve Buyers Agency",
        "ENRICH Property - Buyers Agency",
        "Property Wizards Buyer's Agents",
        "Perth Property Buyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://perthbuyersagents.com.au/auction-bidding-service-perth/?utm_source=chatgpt.com",
        "https://www.integritybuyersagentperth.com.au/?utm_source=chatgpt.com",
        "https://www.integritybuyersagentperth.com.au/services?utm_source=chatgpt.com",
        "https://perthbuyersagents.com.au/?utm_source=chatgpt.com",
        "https://perthbuyersagents.com.au/our-fees/?utm_source=chatgpt.com",
        "https://go.perthbuyersagents.com.au/?utm_source=chatgpt.com",
        "https://www.integritybuyersagentperth.com.au/services?utm_source=chatgpt.com",
        "https://buyersagentperth.net.au/auction-bidding-service/?utm_source=chatgpt.com",
        "https://www.dvbuyersagency.com.au/?utm_source=chatgpt.com",
        "https://momentumwealth.com.au/services/buyers-agent-perth/?utm_source=chatgpt.com",
        "https://cohenhandler.com.au/perth/?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/resolve-property-solutions?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au",
        "perthbuyersagents.com.au",
        "integritybuyersagentperth.com.au",
        "go.perthbuyersagents.com.au",
        "buyersagentperth.net.au",
        "dvbuyersagency.com.au",
        "momentumwealth.com.au",
        "cohenhandler.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "integritybuyersagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "go.perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "dvbuyersagency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cohenhandler.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-buyers_agent-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B5",
      "prompt": "buyers agent Perth who can bid at auction for me",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Integrity Buyers Agent Perth",
        "Auction Bidding Service Perth",
        "LORVEN BUYERS AGENCY",
        "DV Buyers Agency",
        "Verve Buyers Agency",
        "Acquire Buyers Agency",
        "Buyers Advocate Perth",
        "Buyer Tenant Agency",
        "Property Wizards Buyer's Agents",
        "BuyerX Perth",
        "Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Integrity Buyers Agent Perth",
        "Auction Bidding Service Perth",
        "LORVEN BUYERS AGENCY",
        "DV Buyers Agency",
        "Verve Buyers Agency",
        "Acquire Buyers Agency",
        "Buyers Advocate Perth",
        "Buyer Tenant Agency",
        "Property Wizards Buyer's Agents",
        "BuyerX Perth",
        "Resolve Property Solutions"
      ],
      "brand_order": [
        "Resolve Property Solutions - Buyer's Agent Perth",
        "DV Buyers Agency - Perth Buyer's Agents",
        "Integrity Buyers Agent Perth",
        "Auction Bidding Service Perth",
        "LORVEN BUYERS AGENCY",
        "DV Buyers Agency",
        "Verve Buyers Agency",
        "Acquire Buyers Agency",
        "Buyers Advocate Perth",
        "Buyer Tenant Agency",
        "Property Wizards Buyer's Agents",
        "BuyerX Perth",
        "Resolve Property Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://www.dvbuyersagency.com.au/services?utm_source=chatgpt.com",
        "https://www.integritybuyersagentperth.com.au/services?utm_source=chatgpt.com",
        "https://www.integritybuyersagentperth.com.au/?utm_source=chatgpt.com",
        "https://perthbuyersagents.com.au/?utm_source=chatgpt.com",
        "https://perthbuyersagents.com.au/our-fees/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "propertygo.com.au",
        "dvbuyersagency.com.au",
        "integritybuyersagentperth.com.au",
        "perthbuyersagents.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "dvbuyersagency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "integritybuyersagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-buyers_agent-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B5",
      "prompt": "buyers agent Perth who can bid at auction for me",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Integrity Buyers Agent Perth",
        "Auction Bidding Service Perth",
        "Buyer Tenant Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "W Buyers Agents",
        "Verve Buyers Agency"
      ],
      "brands_recommended": [
        "Integrity Buyers Agent Perth",
        "Auction Bidding Service Perth",
        "Buyer Tenant Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "W Buyers Agents",
        "Verve Buyers Agency"
      ],
      "brand_order": [
        "Integrity Buyers Agent Perth",
        "Auction Bidding Service Perth",
        "Buyer Tenant Agency",
        "Resolve Property Solutions - Buyer's Agent Perth",
        "W Buyers Agents",
        "Verve Buyers Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.integritybuyersagentperth.com.au/?utm_source=chatgpt.com",
        "https://www.integritybuyersagentperth.com.au/services?utm_source=chatgpt.com",
        "https://perthbuyersagents.com.au/auction-bidding-service-perth/?utm_source=chatgpt.com",
        "https://www.mbaperth.com.au/services?utm_source=chatgpt.com",
        "https://buyersagentperth.net.au/auction-bidding-service/?utm_source=chatgpt.com",
        "https://perthbuyersagents.com.au/?utm_source=chatgpt.com",
        "https://go.perthbuyersagents.com.au/?utm_source=chatgpt.com",
        "https://perthbuyersagents.com.au/our-fees/?utm_source=chatgpt.com",
        "https://www.dvbuyersagency.com.au/?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://www.mbaperth.com.au/?utm_source=chatgpt.com",
        "https://wearebuyersagents.com.au/services?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "integritybuyersagentperth.com.au",
        "perthbuyersagents.com.au",
        "mbaperth.com.au",
        "buyersagentperth.net.au",
        "go.perthbuyersagents.com.au",
        "dvbuyersagency.com.au",
        "propertygo.com.au",
        "wearebuyersagents.com.au"
      ],
      "source_classes": [
        {
          "domain": "integritybuyersagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mbaperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "go.perthbuyersagents.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dvbuyersagency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "wearebuyersagents.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-buyers_agent-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B5",
      "prompt": "buyers agent Perth who can bid at auction for me",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions",
        "Folk Buyers Agency",
        "Other Local Specialists"
      ],
      "brands_recommended": [
        "Resolve Property Solutions",
        "Folk Buyers Agency",
        "Other Local Specialists"
      ],
      "brand_order": [
        "Resolve Property Solutions",
        "Folk Buyers Agency",
        "Other Local Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://cohenhandler.com.au/perth/#:~:text=Can%20I%20hire%20a%20buyer's%20agent%20just,auction%20day%20through%20a%20tailored%20auction%20strategy.",
        "https://resolvepropertysolutions.com.au/services/auction-bidding/#:~:text=The%20competitive%20nature%20of%20property%20auctions%20in,ensure%20you're%20well-positioned%20to%20succeed%20at%20auction.",
        "https://resolvepropertysolutions.com.au/services/auction-bidding/#:~:text=The%20competitive%20nature%20of%20property%20auctions%20in,ensure%20you're%20well-positioned%20to%20succeed%20at%20auction.",
        "https://resolvepropertysolutions.com.au/services/auction-bidding/#:~:text=On%20the%20day%20of%20the%20property%20auction%2C,ensuring%20we%20stick%20to%20the%20agreed%20strategy.",
        "https://cohenhandler.com.au/perth/#:~:text=WHO%20WE%20ARE.%20When%20it%20comes%20to,information%20to%20make%20informed%20property%20purchasing%20decisions.",
        "https://cohenhandler.com.au/perth/#:~:text=A%20targeted%20service%20designed%20to%20help%20you,you%20have%20already%20identified.%20*%20AUCTION%20BIDDING.",
        "https://folkbuyersagency.com.au/#:~:text=Got%20your%20eye%20on%20a%20property%3F%20Let,on%20your%20behalf%20with%20strategy%20and%20control.",
        "https://momentumwealth.com.au/services/buyers-agent-perth/#:~:text=Real%20Estate%20Buyer's%20Agents%20Perth%20%7C%20Momentum,investment%20opportunities%20tailored%20to%20your%20investment%20goals.",
        "https://topbuyers.com.au/buyer-agents/perth/#:~:text=Reach%20out%20to%20shortlisted%20agents%20directly%20to,Perth.%20%E2%98%85%E2%98%85%E2%98%85%E2%98%85%E2%98%85%20(268)%20Explore%20Agents.%20Buyer%20Agents.",
        "https://buyersagentperth.net.au/auction-bidding-service/#:~:text=We%20meet%20to%20discuss%20the%20property%2C%20your,with%20the%20vendor%20to%20secure%20the%20purchase.",
        "https://buyersagentperth.net.au/auction-bidding-service/#:~:text=We%20meet%20with%20you%20beforehand%20to%3A%20*,competition.%20*%20Position%20strategically%20for%20maximum%20visibility.",
        "https://resolvepropertysolutions.com.au/services/auction-bidding/#:~:text=On%20the%20day%20of%20the%20property%20auction%2C,ensuring%20we%20stick%20to%20the%20agreed%20strategy.",
        "https://buyersagentperth.net.au/auction-bidding-service/#:~:text=*%20Develop%20a%20bidding%20strategy%20tailored%20to,reserve)%2C%20we%20negotiate%20directly%20with%20the%20vendor.",
        "https://buyersagentperth.net.au/auction-bidding-service/#:~:text=Our%20Auction%20Bidding%20Service%20is%20priced%20at,auction%2C%20contact%20us%20to%20discuss%20professional%20representation."
      ],
      "cited_domains": [
        "cohenhandler.com.au",
        "resolvepropertysolutions.com.au",
        "folkbuyersagency.com.au",
        "momentumwealth.com.au",
        "topbuyers.com.au",
        "buyersagentperth.net.au"
      ],
      "source_classes": [
        {
          "domain": "cohenhandler.com.au",
          "class": "brand-source"
        },
        {
          "domain": "resolvepropertysolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "folkbuyersagency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "topbuyers.com.au",
          "class": "directory"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-buyers_agent-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B5",
      "prompt": "buyers agent Perth who can bid at auction for me",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Resolve Property Solutions"
      ],
      "brands_recommended": [
        "Resolve Property Solutions"
      ],
      "brand_order": [
        "Resolve Property Solutions"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-buyers_agent-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "buyers-agent-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-buyers_agent-B5",
      "prompt": "buyers agent Perth who can bid at auction for me",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Buyers agent",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://resolvepropertysolutions.com.au/services/auction-bidding/#:~:text=The%20competitive%20nature%20of%20property%20auctions%20in,ensure%20you're%20well-positioned%20to%20succeed%20at%20auction.",
        "https://buyersagentperth.net.au/auction-bidding-service/#:~:text=Our%20Auction%20Bidding%20Service%20is%20priced%20at,auction%2C%20contact%20us%20to%20discuss%20professional%20representation.",
        "https://cohenhandler.com.au/perth/#:~:text=WHO%20WE%20ARE.%20When%20it%20comes%20to,information%20to%20make%20informed%20property%20purchasing%20decisions.",
        "https://propertywizards.com.au/property-services/auction-bidding/#:~:text=During%20the%20auction%2C%20our%20due%20diligence%20helps,at%20the%20lowest%20possible%20price.%20GETTING%20STARTED.",
        "https://buyersagentperth.net.au/auction-bidding-service/#:~:text=We%20meet%20with%20you%20beforehand%20to%3A%20*,competition.%20*%20Position%20strategically%20for%20maximum%20visibility.",
        "https://resolvepropertysolutions.com.au/services/auction-bidding/#:~:text=On%20the%20day%20of%20the%20property%20auction%2C,ensuring%20we%20stick%20to%20the%20agreed%20strategy.",
        "https://buyersagentperth.net.au/auction-bidding-service/#:~:text=*%20Execute%20the%20agreed%20bidding%20strategy.%20*,principles%20as%20our%20appraisal%20and%20negotiation%20service.",
        "https://whichrealestateagent.com.au/buyers-agent/best-buyers-agents-in-perth/#:~:text=Most%20Perth%20advocates%20charge%20either%20a%20fixed,for%20auctions%20at%20a%20lower%20flat%20rate."
      ],
      "cited_domains": [
        "resolvepropertysolutions.com.au",
        "buyersagentperth.net.au",
        "cohenhandler.com.au",
        "propertywizards.com.au",
        "whichrealestateagent.com.au"
      ],
      "source_classes": [
        {
          "domain": "resolvepropertysolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buyersagentperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "cohenhandler.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertywizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whichrealestateagent.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-buyers_agent-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A1",
      "prompt": "best chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Wild Chiropractic",
        "Up! Chiropractic",
        "Cove Chiropractic",
        "Perth Wellness",
        "Belmont Chiropractic",
        "Como Chiropractic Centre",
        "Central City Health Professionals",
        "Leederville Chiropractic Clinic",
        "Mt Hawthorn Chiropractic",
        "Neaves Chiropractic",
        "Gorilla Chiropractic",
        "Gentle Chiropractic",
        "Vitality Chiropractic",
        "Bedford Chiropractic Clinic",
        "The Fix Wellbeing",
        "Surrounding Suburbs & Specialist Care"
      ],
      "brands_recommended": [
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Wild Chiropractic",
        "Up! Chiropractic",
        "Cove Chiropractic",
        "Perth Wellness",
        "Belmont Chiropractic",
        "Como Chiropractic Centre",
        "Central City Health Professionals",
        "Leederville Chiropractic Clinic",
        "Mt Hawthorn Chiropractic",
        "Neaves Chiropractic",
        "Gorilla Chiropractic",
        "Gentle Chiropractic",
        "Vitality Chiropractic",
        "Bedford Chiropractic Clinic",
        "The Fix Wellbeing",
        "Surrounding Suburbs & Specialist Care"
      ],
      "brand_order": [
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Wild Chiropractic",
        "Up! Chiropractic",
        "Cove Chiropractic",
        "Perth Wellness",
        "Belmont Chiropractic",
        "Como Chiropractic Centre",
        "Central City Health Professionals",
        "Leederville Chiropractic Clinic",
        "Mt Hawthorn Chiropractic",
        "Neaves Chiropractic",
        "Gorilla Chiropractic",
        "Gentle Chiropractic",
        "Vitality Chiropractic",
        "Bedford Chiropractic Clinic",
        "The Fix Wellbeing",
        "Surrounding Suburbs & Specialist Care"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSMGVIZHNjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9YQm9lURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2QzUjVadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1eU5EbGtjakYyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXdjURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd2MzTnVkSEl6GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-chiropractor-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A1",
      "prompt": "best chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Wild Chiropractic",
        "Bedford Chiropractic Clinic",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Subiaco",
        "Gentle Chiropractic",
        "Belmont Chiropractic",
        "Gorilla Chiropractic",
        "Up! Chiropractic",
        "Vitality Chiropractic",
        "Spine & Sports Centre",
        "Carbon Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "West Perth Healthcare Centre",
        "Grounded & Co Chiro"
      ],
      "brands_recommended": [
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Wild Chiropractic",
        "Bedford Chiropractic Clinic",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Subiaco",
        "Gentle Chiropractic",
        "Belmont Chiropractic",
        "Gorilla Chiropractic",
        "Up! Chiropractic",
        "Vitality Chiropractic",
        "Spine & Sports Centre",
        "Carbon Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "West Perth Healthcare Centre",
        "Grounded & Co Chiro"
      ],
      "brand_order": [
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Wild Chiropractic",
        "Bedford Chiropractic Clinic",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Subiaco",
        "Gentle Chiropractic",
        "Belmont Chiropractic",
        "Gorilla Chiropractic",
        "Up! Chiropractic",
        "Vitality Chiropractic",
        "Spine & Sports Centre",
        "Carbon Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "West Perth Healthcare Centre",
        "Grounded & Co Chiro"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMGJISXdNbXR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXdjURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGJWOHlOako0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d1h6VjZlbko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjeGVtTm5hM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSalpEZGllV2M1GAo",
        "https://healthengine.com.au/appointment/book/67009/Chiropractic/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24"
      ],
      "cited_domains": [
        "google.com",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-chiropractor-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A1",
      "prompt": "best chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Bedford Chiropractic Clinic",
        "Gentle Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Gorilla Chiropractic",
        "Wild Chiropractic",
        "Belmont Chiropractic",
        "Cove Chiropractic",
        "Leederville Chiropractic Clinic",
        "Como Chiropractic Centre",
        "West Perth Healthcare Centre",
        "South Perth Chiropractic Centre",
        "Mt Hawthorn Chiropractic",
        "Up! Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Grounded & Co Chiro",
        "City Chiropractic Centre"
      ],
      "brands_recommended": [
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Bedford Chiropractic Clinic",
        "Gentle Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Gorilla Chiropractic",
        "Wild Chiropractic",
        "Belmont Chiropractic",
        "Cove Chiropractic",
        "Leederville Chiropractic Clinic",
        "Como Chiropractic Centre",
        "West Perth Healthcare Centre",
        "South Perth Chiropractic Centre",
        "Mt Hawthorn Chiropractic",
        "Up! Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Grounded & Co Chiro",
        "City Chiropractic Centre"
      ],
      "brand_order": [
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Bedford Chiropractic Clinic",
        "Gentle Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Gorilla Chiropractic",
        "Wild Chiropractic",
        "Belmont Chiropractic",
        "Cove Chiropractic",
        "Leederville Chiropractic Clinic",
        "Como Chiropractic Centre",
        "West Perth Healthcare Centre",
        "South Perth Chiropractic Centre",
        "Mt Hawthorn Chiropractic",
        "Up! Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Grounded & Co Chiro",
        "City Chiropractic Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZek5sOTRZelUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9YQm9lURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSMGVIZHNjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjeGVtTm5hM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2QzUjVadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d1h6VjZlbko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSalpEZGllV2M1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJMFgzQmZhQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-chiropractor-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A1",
      "prompt": "best chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-chiropractor-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A1",
      "prompt": "best chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-chiropractor-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A1",
      "prompt": "best chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-chiropractor-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A1",
      "prompt": "best chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "Belmont Chiropractic",
        "Northbridge Chiropractic",
        "Wild Chiropractic",
        "Vitality Chiropractic",
        "Como, WA, Australia | 2 Barker Ave, Como WA 6152",
        "Cannington, WA, Australia | 1355 Albany Hwy, Cannington WA 6107",
        "Highly rated Perth chiropractors"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "Belmont Chiropractic",
        "Northbridge Chiropractic",
        "Wild Chiropractic",
        "Vitality Chiropractic",
        "Como, WA, Australia | 2 Barker Ave, Como WA 6152",
        "Cannington, WA, Australia | 1355 Albany Hwy, Cannington WA 6107",
        "Highly rated Perth chiropractors"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "Belmont Chiropractic",
        "Northbridge Chiropractic",
        "Wild Chiropractic",
        "Vitality Chiropractic",
        "Como, WA, Australia | 2 Barker Ave, Como WA 6152",
        "Cannington, WA, Australia | 1355 Albany Hwy, Cannington WA 6107",
        "Highly rated Perth chiropractors"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/chiropractor?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/perth-cbd?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/massage-therapists/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/joondalup?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/best/?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/perth/?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/?utm_source=chatgpt.com",
        "https://www.ratemds.com/best-doctors/wau/perth/chiropractor/?utm_source=chatgpt.com",
        "https://threebestrated.com.au/chiropractors-in-perth-wa?utm_source=chatgpt.com",
        "https://www.fresha.com/lp/en/tt/chiropractors/in/au-perth?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/chiropractic/WA/perth-6000?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "chirohub.com.au",
        "ratemds.com",
        "threebestrated.com.au",
        "fresha.com",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "chirohub.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ratemds.com",
          "class": "third-party"
        },
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        },
        {
          "domain": "fresha.com",
          "class": "third-party"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-chiropractor-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A1",
      "prompt": "best chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Spine & Sports Centre",
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "ChiroHub Australia",
        "West Perth Healthcare Centre",
        "Central City Chiropractic",
        "Kensington Chiropractic",
        "South Perth Chiropractic Centre",
        "Bedford Chiropractic Clinic",
        "West Perth Chiropractic",
        "Perth Wellness",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Chiro Centre",
        "Perth City Chiropractic - PerthChiro",
        "Northbridge Chiropractic — Northbridge",
        "Perth City Chiropractic"
      ],
      "brands_recommended": [
        "Spine & Sports Centre",
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "ChiroHub Australia",
        "West Perth Healthcare Centre",
        "Central City Chiropractic",
        "Kensington Chiropractic",
        "South Perth Chiropractic Centre",
        "Bedford Chiropractic Clinic",
        "West Perth Chiropractic",
        "Perth Wellness",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Chiro Centre",
        "Perth City Chiropractic - PerthChiro",
        "Perth City Chiropractic"
      ],
      "brand_order": [
        "Spine & Sports Centre",
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "ChiroHub Australia",
        "West Perth Healthcare Centre",
        "Central City Chiropractic",
        "Kensington Chiropractic",
        "South Perth Chiropractic Centre",
        "Bedford Chiropractic Clinic",
        "West Perth Chiropractic",
        "Perth Wellness",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Chiro Centre",
        "Perth City Chiropractic - PerthChiro",
        "Perth City Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/best/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "chirohub.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "chirohub.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-chiropractor-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A1",
      "prompt": "best chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Vitality Chiropractic"
      ],
      "brands_recommended": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Vitality Chiropractic"
      ],
      "brand_order": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Vitality Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/best/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/chiropractor?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/perth-cbd?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/joondalup?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/victoria-park?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/mandurah?utm_source=chatgpt.com",
        "https://www.publicleads.com/chiropractors/australia/western-australia/perth?utm_source=chatgpt.com",
        "https://www.fresha.com/lp/en/tt/chiropractors/in/au-perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-chiro-centre-168109357018336?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/chiropractic/WA/perth-6000?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "chirohub.com.au",
        "wordofmouth.com.au",
        "publicleads.com",
        "fresha.com",
        "reviews.birdeye.com",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "chirohub.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "publicleads.com",
          "class": "third-party"
        },
        {
          "domain": "fresha.com",
          "class": "third-party"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-chiropractor-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A1",
      "prompt": "best chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Perth Wellness",
        "Central City Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Merges chiropractic treatments closely with physiotherapy",
        "Perth Sports Chiropractor | Leederville"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Perth Wellness",
        "Central City Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Merges chiropractic treatments closely with physiotherapy",
        "Perth Sports Chiropractor | Leederville"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Perth Wellness",
        "Central City Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Merges chiropractic treatments closely with physiotherapy",
        "Perth Sports Chiropractor | Leederville"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-chiropractor-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A1",
      "prompt": "best chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-chiropractor-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A1",
      "prompt": "best chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic",
        "Perth Wellness",
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "brands_recommended": [
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic",
        "Perth Wellness",
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "brand_order": [
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic",
        "Perth Wellness",
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-chiropractor-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A2",
      "prompt": "top chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bedford Chiropractic Clinic",
        "Wild Chiropractic",
        "Cove Chiropractic",
        "Gentle Chiropractic",
        "South Perth Chiropractic Centre",
        "Perth Wellness",
        "Belmont Chiropractic",
        "Up! Chiropractic",
        "Carbon Chiropractic",
        "Mt Hawthorn Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Upright Chiropractic",
        "Gorilla Chiropractic",
        "City Chiropractic Centre",
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic"
      ],
      "brands_recommended": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bedford Chiropractic Clinic",
        "Wild Chiropractic",
        "Cove Chiropractic",
        "Gentle Chiropractic",
        "South Perth Chiropractic Centre",
        "Perth Wellness",
        "Belmont Chiropractic",
        "Up! Chiropractic",
        "Carbon Chiropractic",
        "Mt Hawthorn Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Upright Chiropractic",
        "Gorilla Chiropractic",
        "City Chiropractic Centre",
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic"
      ],
      "brand_order": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bedford Chiropractic Clinic",
        "Wild Chiropractic",
        "Cove Chiropractic",
        "Gentle Chiropractic",
        "South Perth Chiropractic Centre",
        "Perth Wellness",
        "Belmont Chiropractic",
        "Up! Chiropractic",
        "Carbon Chiropractic",
        "Mt Hawthorn Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Upright Chiropractic",
        "Gorilla Chiropractic",
        "City Chiropractic Centre",
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGJWOHlOako0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2QzUjVadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZek5sOTRZelUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjM2FHTTJialpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJMFgzQmZhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d1h6VjZlbko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNGJuUnJkZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-chiropractor-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A2",
      "prompt": "top chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Perth Wellness",
        "Wild Chiropractic",
        "South Perth Chiropractic Centre",
        "Up! Chiropractic",
        "Belmont Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Cove Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "Gentle Chiropractic",
        "Vitality Chiropractic",
        "Gorilla Chiropractic",
        "Bedford Chiropractic Clinic",
        "Carbon Chiropractic",
        "Perth Sports Chiropractor | Osborne Park",
        "West Perth Healthcare Centre",
        "Spine & Sports Centre",
        "Como Chiropractic Centre",
        "Perth City Chiropractic - PerthChiro",
        "Neaves Chiropractic",
        "Perth Sports Chiropractor | Leederville"
      ],
      "brands_recommended": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Perth Wellness",
        "Wild Chiropractic",
        "South Perth Chiropractic Centre",
        "Up! Chiropractic",
        "Belmont Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Cove Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "Gentle Chiropractic",
        "Vitality Chiropractic",
        "Gorilla Chiropractic",
        "Bedford Chiropractic Clinic",
        "Carbon Chiropractic",
        "Perth Sports Chiropractor | Osborne Park",
        "West Perth Healthcare Centre",
        "Spine & Sports Centre",
        "Como Chiropractic Centre",
        "Perth City Chiropractic - PerthChiro",
        "Neaves Chiropractic",
        "Perth Sports Chiropractor | Leederville"
      ],
      "brand_order": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Perth Wellness",
        "Wild Chiropractic",
        "South Perth Chiropractic Centre",
        "Up! Chiropractic",
        "Belmont Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Cove Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "Gentle Chiropractic",
        "Vitality Chiropractic",
        "Gorilla Chiropractic",
        "Bedford Chiropractic Clinic",
        "Carbon Chiropractic",
        "Perth Sports Chiropractor | Osborne Park",
        "West Perth Healthcare Centre",
        "Spine & Sports Centre",
        "Como Chiropractic Centre",
        "Perth City Chiropractic - PerthChiro",
        "Neaves Chiropractic",
        "Perth Sports Chiropractor | Leederville"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMGJISXdNbXR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXdjURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGJWOHlOako0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5GODVhemR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjeGVtTm5hM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSMGVIZHNjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZek5sOTRZelUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1eU5EbGtjakYyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d1h6VjZlbko2GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-chiropractor-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A2",
      "prompt": "top chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Wild Chiropractic",
        "Cove Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Up! Chiropractic",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Subiaco",
        "Gorilla Chiropractic",
        "Perth Wellness",
        "Belmont Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Mt Hawthorn Chiropractic",
        "Leederville Chiropractic Clinic",
        "Como Chiropractic Centre",
        "Gentle Chiropractic",
        "Bedford Chiropractic Clinic",
        "City Chiropractic Centre"
      ],
      "brands_recommended": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Wild Chiropractic",
        "Cove Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Up! Chiropractic",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Subiaco",
        "Gorilla Chiropractic",
        "Perth Wellness",
        "Belmont Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Mt Hawthorn Chiropractic",
        "Leederville Chiropractic Clinic",
        "Como Chiropractic Centre",
        "Gentle Chiropractic",
        "Bedford Chiropractic Clinic",
        "City Chiropractic Centre"
      ],
      "brand_order": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Wild Chiropractic",
        "Cove Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Up! Chiropractic",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Subiaco",
        "Gorilla Chiropractic",
        "Perth Wellness",
        "Belmont Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Mt Hawthorn Chiropractic",
        "Leederville Chiropractic Clinic",
        "Como Chiropractic Centre",
        "Gentle Chiropractic",
        "Bedford Chiropractic Clinic",
        "City Chiropractic Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZek5sOTRZelUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMGJISXdNbXR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2QzUjVadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9YQm9lURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSMGVIZHNjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJMFgzQmZhQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-chiropractor-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A2",
      "prompt": "top chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-chiropractor-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A2",
      "prompt": "top chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-chiropractor-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A2",
      "prompt": "top chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-chiropractor-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A2",
      "prompt": "top chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Perth Wellness"
      ],
      "brands_recommended": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Perth Wellness"
      ],
      "brand_order": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Perth Wellness"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/chiropractor?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/best/?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/allied-health/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/perth-cbd?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/joondalup?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/victoria-park?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/clarkson?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/rockingham?utm_source=chatgpt.com",
        "https://www.fresha.com/lp/en/tt/chiropractors/in/au-perth?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/chiropractic/WA/perth-6000?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "chirohub.com.au",
        "fresha.com",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "chirohub.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fresha.com",
          "class": "third-party"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-chiropractor-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A2",
      "prompt": "top chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Perth Wellness",
        "Bedford Chiropractic Clinic",
        "East Perth Chiropractic"
      ],
      "brands_recommended": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Perth Wellness",
        "Bedford Chiropractic Clinic",
        "East Perth Chiropractic"
      ],
      "brand_order": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Perth Wellness",
        "Bedford Chiropractic Clinic",
        "East Perth Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/chiropractor?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/perth-cbd?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/joondalup?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/victoria-park?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/mandurah?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/rockingham?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/best/?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/allied-health/?utm_source=chatgpt.com",
        "https://www.fresha.com/lp/en/tt/chiropractors/in/au-perth?utm_source=chatgpt.com",
        "https://www.publicleads.com/chiropractors/australia/western-australia/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "chirohub.com.au",
        "fresha.com",
        "publicleads.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "chirohub.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fresha.com",
          "class": "third-party"
        },
        {
          "domain": "publicleads.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-chiropractor-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A2",
      "prompt": "top chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Wild Chiropractic",
        "Cannington, WA, Australia | 1355 Albany Hwy, Cannington WA 6107",
        "Central City Chiropractic",
        "Coast Chiropractic",
        "South Perth Chiropractic Centre",
        "Perth Wellness",
        "Perth Chiro Centre",
        "Northbridge Chiropractic",
        "Perth Sports Chiropractor | Osborne Park",
        "Perth City Chiropractic - PerthChiro",
        "Perth City Chiropractic"
      ],
      "brands_recommended": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Wild Chiropractic",
        "Cannington, WA, Australia | 1355 Albany Hwy, Cannington WA 6107",
        "Central City Chiropractic",
        "Coast Chiropractic",
        "South Perth Chiropractic Centre",
        "Perth Wellness",
        "Perth Chiro Centre",
        "Northbridge Chiropractic",
        "Perth Sports Chiropractor | Osborne Park",
        "Perth City Chiropractic - PerthChiro",
        "Perth City Chiropractic"
      ],
      "brand_order": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Wild Chiropractic",
        "Cannington, WA, Australia | 1355 Albany Hwy, Cannington WA 6107",
        "Central City Chiropractic",
        "Coast Chiropractic",
        "South Perth Chiropractic Centre",
        "Perth Wellness",
        "Perth Chiro Centre",
        "Northbridge Chiropractic",
        "Perth Sports Chiropractor | Osborne Park",
        "Perth City Chiropractic - PerthChiro",
        "Perth City Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-chiropractor-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A2",
      "prompt": "top chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Dalkeith Chiropractic",
        "Perth Sports Chiropractor | Osborne Park",
        "Perth Wellness",
        "South Perth Chiropractic Centre"
      ],
      "brands_recommended": [
        "Dalkeith Chiropractic",
        "Perth Sports Chiropractor | Osborne Park",
        "Perth Wellness",
        "South Perth Chiropractic Centre"
      ],
      "brand_order": [
        "Dalkeith Chiropractic",
        "Perth Sports Chiropractor | Osborne Park",
        "Perth Wellness",
        "South Perth Chiropractic Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-chiropractor-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A2",
      "prompt": "top chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic",
        "Spine & Sports Centre"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic",
        "Spine & Sports Centre"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic",
        "Spine & Sports Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-chiropractor-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A2",
      "prompt": "top chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Perth Wellness",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Combines expert chiropractic care with physiotherapy",
        "Perth Sports Chiropractor | Leederville"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Perth Wellness",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Combines expert chiropractic care with physiotherapy",
        "Perth Sports Chiropractor | Leederville"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Perth Wellness",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Combines expert chiropractic care with physiotherapy",
        "Perth Sports Chiropractor | Leederville"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-chiropractor-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A3",
      "prompt": "recommended chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Northbridge Chiropractic"
      ],
      "brands_recommended": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Northbridge Chiropractic"
      ],
      "brand_order": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Northbridge Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-chiropractor-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A3",
      "prompt": "recommended chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "City Physiotherapy on Healthengine",
        "Perth Wellness Centre",
        "InSync Chiropractic And Healthcare",
        "Case Chiropractic"
      ],
      "brands_recommended": [
        "City Physiotherapy on Healthengine",
        "Perth Wellness Centre",
        "InSync Chiropractic And Healthcare",
        "Case Chiropractic"
      ],
      "brand_order": [
        "City Physiotherapy on Healthengine",
        "Perth Wellness Centre",
        "InSync Chiropractic And Healthcare",
        "Case Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://healthengine.com.au/appointment/book/67009/Chiropractic/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book/91157/Chiropractic/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book/55685/Chiropractic/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book/6575/Chiropractic/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book/98037/Chiropractic/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24"
      ],
      "cited_domains": [
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-chiropractor-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A3",
      "prompt": "recommended chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Northbridge Chiropractic",
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Belmont Chiropractic",
        "Bedford Chiropractic Clinic",
        "South Perth Chiropractic Centre",
        "West Perth Chiropractic",
        "Perth Wellness",
        "Gorilla Chiropractic",
        "Gentle Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "Wild Chiropractic",
        "Cove Chiropractic",
        "Vitality Chiropractic",
        "Oasis Chiropractic",
        "Como Chiropractic Centre",
        "Refined Chiropractic",
        "Up! Chiropractic",
        "Leederville Chiropractic Clinic"
      ],
      "brands_recommended": [
        "Northbridge Chiropractic",
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Belmont Chiropractic",
        "Bedford Chiropractic Clinic",
        "South Perth Chiropractic Centre",
        "West Perth Chiropractic",
        "Perth Wellness",
        "Gorilla Chiropractic",
        "Gentle Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "Wild Chiropractic",
        "Cove Chiropractic",
        "Vitality Chiropractic",
        "Oasis Chiropractic",
        "Como Chiropractic Centre",
        "Refined Chiropractic",
        "Up! Chiropractic",
        "Leederville Chiropractic Clinic"
      ],
      "brand_order": [
        "Northbridge Chiropractic",
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Belmont Chiropractic",
        "Bedford Chiropractic Clinic",
        "South Perth Chiropractic Centre",
        "West Perth Chiropractic",
        "Perth Wellness",
        "Gorilla Chiropractic",
        "Gentle Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "Wild Chiropractic",
        "Cove Chiropractic",
        "Vitality Chiropractic",
        "Oasis Chiropractic",
        "Como Chiropractic Centre",
        "Refined Chiropractic",
        "Up! Chiropractic",
        "Leederville Chiropractic Clinic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMGJISXdNbXR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXdjURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkamRtZHhlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSMGVIZHNjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNVh6WjZaSEYzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9YQm9lURgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-chiropractor-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A3",
      "prompt": "recommended chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-chiropractor-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A3",
      "prompt": "recommended chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-chiropractor-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A3",
      "prompt": "recommended chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-chiropractor-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A3",
      "prompt": "recommended chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "West Perth Chiropractic",
        "Northbridge Chiropractic",
        "Perth Wellness",
        "Cannington, WA, Australia | 1355 Albany Hwy, Cannington WA 6107",
        "Belmont Chiropractic",
        "ChiroHub Australia",
        "Central City Chiropractic",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Inglewood",
        "Perth City Chiropractic - PerthChiro",
        "Perth Sports Chiropractor | Subiaco",
        "Kensington Chiropractic",
        "West Perth Healthcare Centre",
        "Perth Chiro Centre",
        "Highly rated Perth chiropractors",
        "Perth City Chiropractic"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "West Perth Chiropractic",
        "Northbridge Chiropractic",
        "Perth Wellness",
        "Cannington, WA, Australia | 1355 Albany Hwy, Cannington WA 6107",
        "Belmont Chiropractic",
        "ChiroHub Australia",
        "Central City Chiropractic",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Inglewood",
        "Perth City Chiropractic - PerthChiro",
        "Perth Sports Chiropractor | Subiaco",
        "Kensington Chiropractic",
        "West Perth Healthcare Centre",
        "Perth Chiro Centre",
        "Highly rated Perth chiropractors",
        "Perth City Chiropractic"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "West Perth Chiropractic",
        "Northbridge Chiropractic",
        "Perth Wellness",
        "Cannington, WA, Australia | 1355 Albany Hwy, Cannington WA 6107",
        "Belmont Chiropractic",
        "ChiroHub Australia",
        "Central City Chiropractic",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Inglewood",
        "Perth City Chiropractic - PerthChiro",
        "Perth Sports Chiropractor | Subiaco",
        "Kensington Chiropractic",
        "West Perth Healthcare Centre",
        "Perth Chiro Centre",
        "Highly rated Perth chiropractors",
        "Perth City Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/best/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "chirohub.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "chirohub.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-chiropractor-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A3",
      "prompt": "recommended chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Northbridge Chiropractic",
        "Central City Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Como, WA, Australia | 2 Barker Ave, Como WA 6152",
        "Belmont Chiropractic",
        "Bedford Chiropractic Clinic",
        "South Perth Chiropractic Centre",
        "Gentle Chiropractic",
        "Perth Wellness",
        "Perth Sports Chiropractor | Osborne Park",
        "Perth Chiro Centre",
        "Perth Sports Chiropractor | Inglewood"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Northbridge Chiropractic",
        "Central City Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Como, WA, Australia | 2 Barker Ave, Como WA 6152",
        "Belmont Chiropractic",
        "Bedford Chiropractic Clinic",
        "South Perth Chiropractic Centre",
        "Gentle Chiropractic",
        "Perth Wellness",
        "Perth Sports Chiropractor | Osborne Park",
        "Perth Chiro Centre",
        "Perth Sports Chiropractor | Inglewood"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Northbridge Chiropractic",
        "Central City Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Como, WA, Australia | 2 Barker Ave, Como WA 6152",
        "Belmont Chiropractic",
        "Bedford Chiropractic Clinic",
        "South Perth Chiropractic Centre",
        "Gentle Chiropractic",
        "Perth Wellness",
        "Perth Sports Chiropractor | Osborne Park",
        "Perth Chiro Centre",
        "Perth Sports Chiropractor | Inglewood"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-chiropractor-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A3",
      "prompt": "recommended chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Spine & Sports Centre",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Perth Wellness",
        "Perth Sports Chiropractor | Leederville",
        "Wild Chiropractic",
        "ChiroHub Australia",
        "Perth City Chiropractic - PerthChiro",
        "South Perth Chiropractic Centre",
        "West Perth Healthcare Centre",
        "Perth Chiro Centre",
        "Mends Street Chiropractic",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Perth Sports Chiropractor | Inglewood",
        "Cove Chiropractic",
        "Kensington Chiropractic",
        "Perth City Chiropractic"
      ],
      "brands_recommended": [
        "Spine & Sports Centre",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Perth Wellness",
        "Perth Sports Chiropractor | Leederville",
        "Wild Chiropractic",
        "ChiroHub Australia",
        "Perth City Chiropractic - PerthChiro",
        "South Perth Chiropractic Centre",
        "West Perth Healthcare Centre",
        "Perth Chiro Centre",
        "Mends Street Chiropractic",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Perth Sports Chiropractor | Inglewood",
        "Cove Chiropractic",
        "Kensington Chiropractic",
        "Perth City Chiropractic"
      ],
      "brand_order": [
        "Spine & Sports Centre",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Perth Wellness",
        "Perth Sports Chiropractor | Leederville",
        "Wild Chiropractic",
        "ChiroHub Australia",
        "Perth City Chiropractic - PerthChiro",
        "South Perth Chiropractic Centre",
        "West Perth Healthcare Centre",
        "Perth Chiro Centre",
        "Mends Street Chiropractic",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Perth Sports Chiropractor | Inglewood",
        "Cove Chiropractic",
        "Kensington Chiropractic",
        "Perth City Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/best/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "chirohub.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "chirohub.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-chiropractor-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A3",
      "prompt": "recommended chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic"
      ],
      "brands_recommended": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic"
      ],
      "brand_order": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-chiropractor-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A3",
      "prompt": "recommended chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "brands_recommended": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "brand_order": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-chiropractor-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A3",
      "prompt": "recommended chiropractor Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "brands_recommended": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "brand_order": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-chiropractor-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A4",
      "prompt": "who is the best chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "West Perth Chiropractic",
        "Wild Chiropractic",
        "Up! Chiropractic",
        "Cove Chiropractic",
        "Perth Wellness",
        "Como Chiropractic Centre",
        "Belmont Chiropractic",
        "Leederville Chiropractic Clinic",
        "Mt Hawthorn Chiropractic",
        "Central City Health Professionals",
        "Gorilla Chiropractic",
        "Neaves Chiropractic",
        "Bedford Chiropractic Clinic",
        "Gentle Chiropractic",
        "Vitality Chiropractic",
        "Oasis Chiropractic"
      ],
      "brands_recommended": [
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "West Perth Chiropractic",
        "Wild Chiropractic",
        "Up! Chiropractic",
        "Cove Chiropractic",
        "Perth Wellness",
        "Como Chiropractic Centre",
        "Belmont Chiropractic",
        "Leederville Chiropractic Clinic",
        "Mt Hawthorn Chiropractic",
        "Central City Health Professionals",
        "Gorilla Chiropractic",
        "Neaves Chiropractic",
        "Bedford Chiropractic Clinic",
        "Gentle Chiropractic",
        "Vitality Chiropractic",
        "Oasis Chiropractic"
      ],
      "brand_order": [
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "West Perth Chiropractic",
        "Wild Chiropractic",
        "Up! Chiropractic",
        "Cove Chiropractic",
        "Perth Wellness",
        "Como Chiropractic Centre",
        "Belmont Chiropractic",
        "Leederville Chiropractic Clinic",
        "Mt Hawthorn Chiropractic",
        "Central City Health Professionals",
        "Gorilla Chiropractic",
        "Neaves Chiropractic",
        "Bedford Chiropractic Clinic",
        "Gentle Chiropractic",
        "Vitality Chiropractic",
        "Oasis Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSMGVIZHNjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9YQm9lURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2QzUjVadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1eU5EbGtjakYyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXdjURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkamRtZHhlQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-chiropractor-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A4",
      "prompt": "who is the best chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Wild Chiropractic",
        "Up! Chiropractic",
        "Belmont Chiropractic",
        "Bedford Chiropractic Clinic",
        "South Perth Chiropractic Centre",
        "Gorilla Chiropractic",
        "Central City Health Professionals",
        "Gentle Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "Thrive Wellness Centre",
        "Perth Sports Chiropractor | Leederville",
        "Vitality Chiropractic",
        "East Perth Healthcare Centre",
        "Spine & Sports Centre",
        "Bodysmart Health Centre"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Wild Chiropractic",
        "Up! Chiropractic",
        "Belmont Chiropractic",
        "Bedford Chiropractic Clinic",
        "South Perth Chiropractic Centre",
        "Gorilla Chiropractic",
        "Central City Health Professionals",
        "Gentle Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "Thrive Wellness Centre",
        "Perth Sports Chiropractor | Leederville",
        "Vitality Chiropractic",
        "East Perth Healthcare Centre",
        "Spine & Sports Centre",
        "Bodysmart Health Centre"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Wild Chiropractic",
        "Up! Chiropractic",
        "Belmont Chiropractic",
        "Bedford Chiropractic Clinic",
        "South Perth Chiropractic Centre",
        "Gorilla Chiropractic",
        "Central City Health Professionals",
        "Gentle Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "Thrive Wellness Centre",
        "Perth Sports Chiropractor | Leederville",
        "Vitality Chiropractic",
        "East Perth Healthcare Centre",
        "Spine & Sports Centre",
        "Bodysmart Health Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMGJISXdNbXR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVtWnhhM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d1h6VjZlbko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXdjURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU1XaHNPWEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-chiropractor-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A4",
      "prompt": "who is the best chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Cove Chiropractic",
        "Wild Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Up! Chiropractic",
        "Belmont Chiropractic",
        "Perth Wellness",
        "Como Chiropractic Centre",
        "Mt Hawthorn Chiropractic",
        "Gentle Chiropractic",
        "South Perth Chiropractic Centre",
        "Leederville Chiropractic Clinic",
        "Bedford Chiropractic Clinic",
        "Gorilla Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Neaves Chiropractic",
        "Vitality Chiropractic"
      ],
      "brands_recommended": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Cove Chiropractic",
        "Wild Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Up! Chiropractic",
        "Belmont Chiropractic",
        "Perth Wellness",
        "Como Chiropractic Centre",
        "Mt Hawthorn Chiropractic",
        "Gentle Chiropractic",
        "South Perth Chiropractic Centre",
        "Leederville Chiropractic Clinic",
        "Bedford Chiropractic Clinic",
        "Gorilla Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Neaves Chiropractic",
        "Vitality Chiropractic"
      ],
      "brand_order": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Cove Chiropractic",
        "Wild Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Up! Chiropractic",
        "Belmont Chiropractic",
        "Perth Wellness",
        "Como Chiropractic Centre",
        "Mt Hawthorn Chiropractic",
        "Gentle Chiropractic",
        "South Perth Chiropractic Centre",
        "Leederville Chiropractic Clinic",
        "Bedford Chiropractic Clinic",
        "Gorilla Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Neaves Chiropractic",
        "Vitality Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSMGVIZHNjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2QzUjVadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9YQm9lURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZek5sOTRZelUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1eU5EbGtjakYyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXdjURgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-chiropractor-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A4",
      "prompt": "who is the best chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-chiropractor-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A4",
      "prompt": "who is the best chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-chiropractor-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A4",
      "prompt": "who is the best chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-chiropractor-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A4",
      "prompt": "who is the best chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "Perth Wellness"
      ],
      "brands_recommended": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "Perth Wellness"
      ],
      "brand_order": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "Perth Wellness"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/best/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/chiropractor?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/perth-cbd?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/massage-therapists/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/joondalup?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/mandurah?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/northbridge?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-chiro-centre-168109357018336?utm_source=chatgpt.com",
        "https://www.fresha.com/lp/en/tt/chiropractors/in/au-perth?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/chiropractic/WA/perth-6000?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "chirohub.com.au",
        "wordofmouth.com.au",
        "reviews.birdeye.com",
        "fresha.com",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "chirohub.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "fresha.com",
          "class": "third-party"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-chiropractor-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A4",
      "prompt": "who is the best chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-chiropractor-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A4",
      "prompt": "who is the best chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "Cannington, WA, Australia | 1355 Albany Hwy, Cannington WA 6107",
        "Central City Chiropractic"
      ],
      "brands_recommended": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "Cannington, WA, Australia | 1355 Albany Hwy, Cannington WA 6107",
        "Central City Chiropractic"
      ],
      "brand_order": [
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "Cannington, WA, Australia | 1355 Albany Hwy, Cannington WA 6107",
        "Central City Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/best/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/chiropractor?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/perth-cbd?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/massage-therapists/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/joondalup?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/mandurah?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/victoria-park?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/rockingham?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/perth/?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/?utm_source=chatgpt.com",
        "https://www.ratemds.com/best-doctors/wau/perth/chiropractor/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "chirohub.com.au",
        "wordofmouth.com.au",
        "ratemds.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "chirohub.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "ratemds.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-chiropractor-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A4",
      "prompt": "who is the best chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Chiropractic",
        "Dalkeith Chiropractic",
        "Perth Sports Chiropractor | Applecross"
      ],
      "brands_recommended": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Chiropractic",
        "Dalkeith Chiropractic",
        "Perth Sports Chiropractor | Applecross"
      ],
      "brand_order": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Chiropractic",
        "Dalkeith Chiropractic",
        "Perth Sports Chiropractor | Applecross"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-chiropractor-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A4",
      "prompt": "who is the best chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Bodysmart Health Centre",
        "South Perth Chiropractic Centre",
        "Belmont Chiropractic",
        "Perth Sports Chiropractor | Leederville"
      ],
      "brands_recommended": [
        "Bodysmart Health Centre",
        "South Perth Chiropractic Centre",
        "Belmont Chiropractic",
        "Perth Sports Chiropractor | Leederville"
      ],
      "brand_order": [
        "Bodysmart Health Centre",
        "South Perth Chiropractic Centre",
        "Belmont Chiropractic",
        "Perth Sports Chiropractor | Leederville"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.fresha.com/lp/en/tt/chiropractors/in/au-perth#:~:text=*%20Perth%20Wellness.%209%20Colin%20St%2C%20West,6830%201600Call%20to%20book.%20Chiropractic.%20Dry%20Needling.",
        "https://www.bodysmart.com.au/services/chiropractor-perth-cbd/#:~:text=They%20specialise%20in%20the%20diagnosis%2C%20treatment%20and,treatment%20of%20ailments%20that%20affect%20office%20workers.",
        "https://chiropractormag.com/blog/chiropractor-perth/#:~:text=Dr%20Steve%20Lee%2C%20the%20expert%20chiropractor%20here%2C,Dr%20Steve%20Lee.%20Fb%3A%20https%3A%2F%2Fwww.facebook.com%2Fperthsportschiro.%20Website%3A%20https%3A%2F%2Fwww.perthsportschiro.com.au%2F",
        "https://www.theperthchiro.com.au/#:~:text=The%20Perth%20Chiro%20-%20Mount%20Hawthorn.%20Dr,and%20nurture%20patients'%20holistic%20health%20and%20wellbeing.",
        "https://chiropractormag.com/blog/chiropractor-perth/#:~:text=Odin%20Chiropractic%20(Chiropractor%20in%20Perth)%20*%20It,best%20chiropractic%20centre%20for%20finest%20family%20care.",
        "https://chiropractormag.com/blog/chiropractor-perth/#:~:text=Since%201987%2C%20South%20Perth%20Chiropractic%20Centre%20excels,then%20explaining%20the%20best%20treatment%20options%20available.",
        "https://www.bodysmart.com.au/services/chiropractor-perth-cbd/#:~:text=If%20you%20are%20a%20new%20patient%2C%20find,a%20doctor's%20referral%20to%20book%20an%20appointment.",
        "https://www.theperthchiro.com.au/#:~:text=He%20started%20The%20Perth%20Chiro%20to%20pursue,to%20help%20them%20achieve%20their%20health%20goals."
      ],
      "cited_domains": [
        "fresha.com",
        "bodysmart.com.au",
        "chiropractormag.com",
        "theperthchiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "fresha.com",
          "class": "third-party"
        },
        {
          "domain": "bodysmart.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chiropractormag.com",
          "class": "third-party"
        },
        {
          "domain": "theperthchiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-chiropractor-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A4",
      "prompt": "who is the best chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.eastperthchiro.com.au/#:~:text=East%20Perth%20Chiropractic%20Health%20Centre.%20Perth's%20Leading,it%20to%20operate%20at%20its%20optimum%20level.",
        "https://www.eastperthchiro.com.au/#:~:text=We%20aim%20to%20accomplish%20that%20through%20a,help%20you%20function%20at%20your%20full%20potential.",
        "https://www.dalkeithchiro.com.au/#:~:text=At%20Dalkeith%20Chiropractic%2C%20we%20provide%20personalised%20chiropractic,families%20across%20Perth%20and%20the%20surrounding%20communities.",
        "https://www.dalkeithchiro.com.au/#:~:text=Improve%20Your%20Body's%20Biomechanics%20at%20Dalkeith%20Chiropractic.,move%20better%2C%20feel%20better%2C%20and%20live%20well.",
        "https://www.theperthchiro.com.au/#:~:text=The%20Perth%20Chiro%20-%20Mount%20Hawthorn.%20Dr,and%20nurture%20patients'%20holistic%20health%20and%20wellbeing."
      ],
      "cited_domains": [
        "eastperthchiro.com.au",
        "dalkeithchiro.com.au",
        "theperthchiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "eastperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalkeithchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "theperthchiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-chiropractor-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A5",
      "prompt": "recommend a good chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "South Perth Chiropractic Centre",
        "Cove Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Wild Chiropractic",
        "West Perth Healthcare Centre",
        "Gorilla Chiropractic",
        "City Chiropractic Centre",
        "Upright Chiropractic",
        "Kensington Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "East Perth Healthcare Centre",
        "Gentle Chiropractic",
        "Belmont Chiropractic",
        "Up! Chiropractic",
        "Perth Sports Chiropractor | Leederville"
      ],
      "brands_recommended": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "South Perth Chiropractic Centre",
        "Cove Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Wild Chiropractic",
        "West Perth Healthcare Centre",
        "Gorilla Chiropractic",
        "City Chiropractic Centre",
        "Upright Chiropractic",
        "Kensington Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "East Perth Healthcare Centre",
        "Gentle Chiropractic",
        "Belmont Chiropractic",
        "Up! Chiropractic",
        "Perth Sports Chiropractor | Leederville"
      ],
      "brand_order": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "South Perth Chiropractic Centre",
        "Cove Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Wild Chiropractic",
        "West Perth Healthcare Centre",
        "Gorilla Chiropractic",
        "City Chiropractic Centre",
        "Upright Chiropractic",
        "Kensington Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "East Perth Healthcare Centre",
        "Gentle Chiropractic",
        "Belmont Chiropractic",
        "Up! Chiropractic",
        "Perth Sports Chiropractor | Leederville"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZek5sOTRZelUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjeGVtTm5hM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJMFgzQmZhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjM2FHTTJialpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMGJISXdNbXR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU1XaHNPWEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-chiropractor-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A5",
      "prompt": "recommend a good chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Cove Chiropractic",
        "Wild Chiropractic",
        "Gentle Chiropractic",
        "South Perth Chiropractic Centre",
        "Bedford Chiropractic Clinic",
        "Belmont Chiropractic",
        "Carbon Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Mt Hawthorn Chiropractic",
        "Perth Wellness",
        "Up! Chiropractic",
        "Gorilla Chiropractic",
        "Upright Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Kensington Chiropractic",
        "Leederville Chiropractic Clinic"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Cove Chiropractic",
        "Wild Chiropractic",
        "Gentle Chiropractic",
        "South Perth Chiropractic Centre",
        "Bedford Chiropractic Clinic",
        "Belmont Chiropractic",
        "Carbon Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Mt Hawthorn Chiropractic",
        "Perth Wellness",
        "Up! Chiropractic",
        "Gorilla Chiropractic",
        "Upright Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Kensington Chiropractic",
        "Leederville Chiropractic Clinic"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Cove Chiropractic",
        "Wild Chiropractic",
        "Gentle Chiropractic",
        "South Perth Chiropractic Centre",
        "Bedford Chiropractic Clinic",
        "Belmont Chiropractic",
        "Carbon Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Mt Hawthorn Chiropractic",
        "Perth Wellness",
        "Up! Chiropractic",
        "Gorilla Chiropractic",
        "Upright Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Kensington Chiropractic",
        "Leederville Chiropractic Clinic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGJWOHlOako0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZek5sOTRZelUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2QzUjVadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjM2FHTTJialpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d1h6VjZlbko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9YQm9lURgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-chiropractor-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A5",
      "prompt": "recommend a good chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Wild Chiropractic",
        "Up! Chiropractic",
        "Como Chiropractic Centre",
        "Cove Chiropractic",
        "Belmont Chiropractic",
        "West Perth Healthcare Centre",
        "South Perth Chiropractic Centre",
        "Central City Health Professionals",
        "Perth City Chiropractic - PerthChiro",
        "Gentle Chiropractic",
        "Leederville Chiropractic Clinic",
        "Mt Hawthorn Chiropractic",
        "Gorilla Chiropractic",
        "City Chiropractic Centre",
        "East Perth Chiro",
        "West Perth Chiro",
        "Recommended Chiropractic Clinics in Perth"
      ],
      "brands_recommended": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Wild Chiropractic",
        "Up! Chiropractic",
        "Como Chiropractic Centre",
        "Cove Chiropractic",
        "Belmont Chiropractic",
        "West Perth Healthcare Centre",
        "South Perth Chiropractic Centre",
        "Central City Health Professionals",
        "Perth City Chiropractic - PerthChiro",
        "Gentle Chiropractic",
        "Leederville Chiropractic Clinic",
        "Mt Hawthorn Chiropractic",
        "Gorilla Chiropractic",
        "City Chiropractic Centre",
        "East Perth Chiro",
        "West Perth Chiro",
        "Recommended Chiropractic Clinics in Perth"
      ],
      "brand_order": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Wild Chiropractic",
        "Up! Chiropractic",
        "Como Chiropractic Centre",
        "Cove Chiropractic",
        "Belmont Chiropractic",
        "West Perth Healthcare Centre",
        "South Perth Chiropractic Centre",
        "Central City Health Professionals",
        "Perth City Chiropractic - PerthChiro",
        "Gentle Chiropractic",
        "Leederville Chiropractic Clinic",
        "Mt Hawthorn Chiropractic",
        "Gorilla Chiropractic",
        "City Chiropractic Centre",
        "East Perth Chiro",
        "West Perth Chiro",
        "Recommended Chiropractic Clinics in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSMGVIZHNjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjeGVtTm5hM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZek5sOTRZelUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9YQm9lURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2QzUjVadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJMFgzQmZhQRgK",
        "https://healthengine.com.au/appointment/book/67009/Chiropractic/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24"
      ],
      "cited_domains": [
        "google.com",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-chiropractor-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A5",
      "prompt": "recommend a good chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.eastperthchiro.com.au/",
        "https://www.westperthchiro.com.au/",
        "https://centralcitychiro.com.au/",
        "https://beyondhealthchiro.com.au/"
      ],
      "cited_domains": [
        "eastperthchiro.com.au",
        "westperthchiro.com.au",
        "centralcitychiro.com.au",
        "beyondhealthchiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "eastperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralcitychiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beyondhealthchiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-chiropractor-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A5",
      "prompt": "recommend a good chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "brands_recommended": [
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "brand_order": [
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.bodysmart.com.au/services/chiropractor-perth-cbd/",
        "https://centralcitychiro.com.au/",
        "https://www.westperthchiro.com.au/",
        "https://healthengine.com.au/search/chiropractic/WA/perth-6000",
        "https://www.southperthchiro.com.au/"
      ],
      "cited_domains": [
        "bodysmart.com.au",
        "centralcitychiro.com.au",
        "westperthchiro.com.au",
        "healthengine.com.au",
        "southperthchiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "bodysmart.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralcitychiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        },
        {
          "domain": "southperthchiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-chiropractor-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A5",
      "prompt": "recommend a good chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "brands_recommended": [
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "brand_order": [
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.bodysmart.com.au/services/chiropractor-perth-cbd/",
        "https://www.eastperthchiro.com.au/",
        "https://www.westperthchiro.com.au/",
        "https://www.theperthchiro.com.au/"
      ],
      "cited_domains": [
        "bodysmart.com.au",
        "eastperthchiro.com.au",
        "westperthchiro.com.au",
        "theperthchiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "bodysmart.com.au",
          "class": "brand-source"
        },
        {
          "domain": "eastperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "theperthchiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-chiropractor-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A5",
      "prompt": "recommend a good chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "West Perth Chiropractic",
        "Como, WA, Australia | 2 Barker Ave, Como WA 6152",
        "Wild Chiropractic"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "West Perth Chiropractic",
        "Como, WA, Australia | 2 Barker Ave, Como WA 6152",
        "Wild Chiropractic"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "West Perth Chiropractic",
        "Como, WA, Australia | 2 Barker Ave, Como WA 6152",
        "Wild Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-chiropractor-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A5",
      "prompt": "recommend a good chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Wild Chiropractic",
        "Lakeside Chiropractic",
        "Perth Wellness",
        "Gentle Chiropractic",
        "South Perth Chiropractic Centre",
        "Northbridge Chiropractic",
        "Perth Chiro Centre",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Sports Chiropractor | Subiaco",
        "Kensington Chiropractic"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Wild Chiropractic",
        "Lakeside Chiropractic",
        "Perth Wellness",
        "Gentle Chiropractic",
        "South Perth Chiropractic Centre",
        "Northbridge Chiropractic",
        "Perth Chiro Centre",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Sports Chiropractor | Subiaco",
        "Kensington Chiropractic"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Wild Chiropractic",
        "Lakeside Chiropractic",
        "Perth Wellness",
        "Gentle Chiropractic",
        "South Perth Chiropractic Centre",
        "Northbridge Chiropractic",
        "Perth Chiro Centre",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Sports Chiropractor | Subiaco",
        "Kensington Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-chiropractor-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A5",
      "prompt": "recommend a good chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Northbridge Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Central City Chiropractic",
        "Perth Wellness",
        "South Perth Chiropractic Centre",
        "Perth Chiro Centre",
        "Cove Chiropractic",
        "Perth Sports Chiropractor | Inglewood",
        "Kensington Chiropractic",
        "Carbon Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Perth City Chiropractic"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Northbridge Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Central City Chiropractic",
        "Perth Wellness",
        "South Perth Chiropractic Centre",
        "Perth Chiro Centre",
        "Cove Chiropractic",
        "Perth Sports Chiropractor | Inglewood",
        "Kensington Chiropractic",
        "Carbon Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Perth City Chiropractic"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Northbridge Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Central City Chiropractic",
        "Perth Wellness",
        "South Perth Chiropractic Centre",
        "Perth Chiro Centre",
        "Cove Chiropractic",
        "Perth Sports Chiropractor | Inglewood",
        "Kensington Chiropractic",
        "Carbon Chiropractic",
        "Perth City Chiropractic - PerthChiro",
        "Perth City Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-chiropractor-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A5",
      "prompt": "recommend a good chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Osborne Park"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Osborne Park"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Osborne Park"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-chiropractor-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A5",
      "prompt": "recommend a good chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "Features evidence-based treatments combining chiropractic adjustments"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "Features evidence-based treatments combining chiropractic adjustments"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "Features evidence-based treatments combining chiropractic adjustments"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-chiropractor-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-A5",
      "prompt": "recommend a good chiropractor in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Wellness",
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic"
      ],
      "brands_recommended": [
        "Perth Wellness",
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic"
      ],
      "brand_order": [
        "Perth Wellness",
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-chiropractor-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B1",
      "prompt": "best chiropractor in Perth for neck pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Northbridge Chiropractic",
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Gorilla Chiropractic",
        "Belmont Chiropractic",
        "Bedford Chiropractic Clinic",
        "Wild Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "Perth Wellness",
        "Perth Sports Chiropractor | Leederville",
        "South Perth Chiropractic Centre",
        "Freeman Chiropractic",
        "Upright Chiropractic",
        "Forge Strength Chiropractic",
        "Central City Health Professionals",
        "Up! Chiropractic",
        "Spine & Sports Centre",
        "Cove Chiropractic"
      ],
      "brands_recommended": [
        "Northbridge Chiropractic",
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Gorilla Chiropractic",
        "Belmont Chiropractic",
        "Bedford Chiropractic Clinic",
        "Wild Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "Perth Wellness",
        "Perth Sports Chiropractor | Leederville",
        "South Perth Chiropractic Centre",
        "Freeman Chiropractic",
        "Upright Chiropractic",
        "Forge Strength Chiropractic",
        "Central City Health Professionals",
        "Up! Chiropractic",
        "Spine & Sports Centre",
        "Cove Chiropractic"
      ],
      "brand_order": [
        "Northbridge Chiropractic",
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Gorilla Chiropractic",
        "Belmont Chiropractic",
        "Bedford Chiropractic Clinic",
        "Wild Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "Perth Wellness",
        "Perth Sports Chiropractor | Leederville",
        "South Perth Chiropractic Centre",
        "Freeman Chiropractic",
        "Upright Chiropractic",
        "Forge Strength Chiropractic",
        "Central City Health Professionals",
        "Up! Chiropractic",
        "Spine & Sports Centre",
        "Cove Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMGJISXdNbXR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d1h6VjZlbko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhodGJtWTFiWEowGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjM2FHTTJialpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJM2RIQnhZbU15GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-chiropractor-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B1",
      "prompt": "best chiropractor in Perth for neck pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Northbridge Chiropractic",
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "West Perth Chiropractic",
        "Wild Chiropractic",
        "Perth Wellness",
        "Up! Chiropractic",
        "Gorilla Chiropractic",
        "Vitality Chiropractic",
        "Belmont Chiropractic",
        "Bedford Chiropractic Clinic",
        "Spine & Sports Centre",
        "Perth Sports Chiropractor | Subiaco",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Leederville",
        "Carbon Chiropractic",
        "Forge Strength Chiropractic",
        "Gentle Chiropractic",
        "Central City Health Professionals",
        "Cove Chiropractic",
        "Como Chiropractic Centre",
        "Freeman Chiropractic",
        "Mt Hawthorn Chiropractic"
      ],
      "brands_recommended": [
        "Northbridge Chiropractic",
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "West Perth Chiropractic",
        "Wild Chiropractic",
        "Perth Wellness",
        "Up! Chiropractic",
        "Gorilla Chiropractic",
        "Vitality Chiropractic",
        "Belmont Chiropractic",
        "Bedford Chiropractic Clinic",
        "Spine & Sports Centre",
        "Perth Sports Chiropractor | Subiaco",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Leederville",
        "Carbon Chiropractic",
        "Forge Strength Chiropractic",
        "Gentle Chiropractic",
        "Central City Health Professionals",
        "Cove Chiropractic",
        "Como Chiropractic Centre",
        "Freeman Chiropractic",
        "Mt Hawthorn Chiropractic"
      ],
      "brand_order": [
        "Northbridge Chiropractic",
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "West Perth Chiropractic",
        "Wild Chiropractic",
        "Perth Wellness",
        "Up! Chiropractic",
        "Gorilla Chiropractic",
        "Vitality Chiropractic",
        "Belmont Chiropractic",
        "Bedford Chiropractic Clinic",
        "Spine & Sports Centre",
        "Perth Sports Chiropractor | Subiaco",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Leederville",
        "Carbon Chiropractic",
        "Forge Strength Chiropractic",
        "Gentle Chiropractic",
        "Central City Health Professionals",
        "Cove Chiropractic",
        "Como Chiropractic Centre",
        "Freeman Chiropractic",
        "Mt Hawthorn Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXdjURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMGJISXdNbXR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d1h6VjZlbko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGJWOHlOako0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJM2RIQnhZbU15GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSMGVIZHNjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhodGJtWTFiWEowGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2QzUjVadxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-chiropractor-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B1",
      "prompt": "best chiropractor in Perth for neck pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "South Perth Chiropractic Centre",
        "Perth Wellness",
        "Wild Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth City Chiropractic - PerthChiro",
        "Gentle Chiropractic",
        "Cove Chiropractic",
        "Bedford Chiropractic Clinic",
        "Spine Scan",
        "Gorilla Chiropractic",
        "Spine & Sports Centre",
        "Como Chiropractic Centre",
        "Belmont Chiropractic",
        "Up! Chiropractic",
        "Upright Chiropractic",
        "City Chiropractic Centre"
      ],
      "brands_recommended": [
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "South Perth Chiropractic Centre",
        "Perth Wellness",
        "Wild Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth City Chiropractic - PerthChiro",
        "Gentle Chiropractic",
        "Cove Chiropractic",
        "Bedford Chiropractic Clinic",
        "Spine Scan",
        "Gorilla Chiropractic",
        "Spine & Sports Centre",
        "Como Chiropractic Centre",
        "Belmont Chiropractic",
        "Up! Chiropractic",
        "Upright Chiropractic",
        "City Chiropractic Centre"
      ],
      "brand_order": [
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "South Perth Chiropractic Centre",
        "Perth Wellness",
        "Wild Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth City Chiropractic - PerthChiro",
        "Gentle Chiropractic",
        "Cove Chiropractic",
        "Bedford Chiropractic Clinic",
        "Spine Scan",
        "Gorilla Chiropractic",
        "Spine & Sports Centre",
        "Como Chiropractic Centre",
        "Belmont Chiropractic",
        "Up! Chiropractic",
        "Upright Chiropractic",
        "City Chiropractic Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZek5sOTRZelUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZk9GODNkalEyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSMGVIZHNjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjM2FHTTJialpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJMFgzQmZhQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-chiropractor-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B1",
      "prompt": "best chiropractor in Perth for neck pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Sports Chiropractor | Leederville"
      ],
      "brands_recommended": [
        "Perth Sports Chiropractor | Leederville"
      ],
      "brand_order": [
        "Perth Sports Chiropractor | Leederville"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.southperthchiro.com.au/",
        "https://www.eastperthchiro.com.au/"
      ],
      "cited_domains": [
        "southperthchiro.com.au",
        "eastperthchiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "southperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "eastperthchiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-chiropractor-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B1",
      "prompt": "best chiropractor in Perth for neck pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.southperthchiro.com.au/",
        "https://centralcitychiro.com.au/",
        "https://perthsportschiro.com.au/locations/chiropractor-osborne-park/",
        "https://www.gentlechiro.com.au/"
      ],
      "cited_domains": [
        "southperthchiro.com.au",
        "centralcitychiro.com.au",
        "perthsportschiro.com.au",
        "gentlechiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "southperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralcitychiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsportschiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gentlechiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-chiropractor-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B1",
      "prompt": "best chiropractor in Perth for neck pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.harrisdalechiropractic.com/southernriver-chiropractor",
        "https://beyondhealthchiro.com.au/",
        "https://spinescan.com.au/",
        "https://centralcitychiro.com.au/",
        "https://www.harrisdalechiropractic.com/best-chiropractor-perth"
      ],
      "cited_domains": [
        "harrisdalechiropractic.com",
        "beyondhealthchiro.com.au",
        "spinescan.com.au",
        "centralcitychiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "harrisdalechiropractic.com",
          "class": "brand-source"
        },
        {
          "domain": "beyondhealthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "spinescan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralcitychiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-chiropractor-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B1",
      "prompt": "best chiropractor in Perth for neck pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Belmont Chiropractic",
        "Como, WA, Australia | 2 Barker Ave, Como WA 6152",
        "Northbridge Chiropractic",
        "West Perth Chiropractic"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Belmont Chiropractic",
        "Como, WA, Australia | 2 Barker Ave, Como WA 6152",
        "Northbridge Chiropractic",
        "West Perth Chiropractic"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Belmont Chiropractic",
        "Como, WA, Australia | 2 Barker Ave, Como WA 6152",
        "Northbridge Chiropractic",
        "West Perth Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com",
        "https://threebestrated.com.au/chiropractors-in-perth-wa?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/chiropractor?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/perth-cbd?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/joondalup?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/best/?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/?utm_source=chatgpt.com",
        "https://www.ratemds.com/best-doctors/wau/perth/chiropractor/?utm_source=chatgpt.com",
        "https://www.avenueperth.com/top-chiropractors-perth/?utm_source=chatgpt.com",
        "https://www.fresha.com/lp/en/tt/chiropractors/in/au-perth?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/chiropractic/WA/perth-6000?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "threebestrated.com.au",
        "chirohub.com.au",
        "wordofmouth.com.au",
        "ratemds.com",
        "avenueperth.com",
        "fresha.com",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        },
        {
          "domain": "chirohub.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "ratemds.com",
          "class": "third-party"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "fresha.com",
          "class": "third-party"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-chiropractor-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B1",
      "prompt": "best chiropractor in Perth for neck pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Spine & Sports Centre",
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Central City Chiropractic",
        "Perth Wellness",
        "South Perth Chiropractic Centre",
        "Bedford Chiropractic Clinic",
        "Cove Chiropractic",
        "Northbridge Chiropractic",
        "Perth Chiro Centre",
        "Perth Sports Chiropractor | Inglewood",
        "Gorilla Chiropractic",
        "Lakeside Chiropractic",
        "Wild Chiropractic",
        "Central City Chiropractic — Perth CBD"
      ],
      "brands_recommended": [
        "Spine & Sports Centre",
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Central City Chiropractic",
        "Perth Wellness",
        "South Perth Chiropractic Centre",
        "Bedford Chiropractic Clinic",
        "Cove Chiropractic",
        "Northbridge Chiropractic",
        "Perth Chiro Centre",
        "Perth Sports Chiropractor | Inglewood",
        "Gorilla Chiropractic",
        "Lakeside Chiropractic",
        "Wild Chiropractic",
        "Central City Chiropractic — Perth CBD"
      ],
      "brand_order": [
        "Spine & Sports Centre",
        "Perth Sports Chiropractor | Leederville",
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Central City Chiropractic",
        "Perth Wellness",
        "South Perth Chiropractic Centre",
        "Bedford Chiropractic Clinic",
        "Cove Chiropractic",
        "Northbridge Chiropractic",
        "Perth Chiro Centre",
        "Perth Sports Chiropractor | Inglewood",
        "Gorilla Chiropractic",
        "Lakeside Chiropractic",
        "Wild Chiropractic",
        "Central City Chiropractic — Perth CBD"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/perth-cbd?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-chiropractor-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B1",
      "prompt": "best chiropractor in Perth for neck pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Spine & Sports Centre",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Wild Chiropractic",
        "Central City Chiropractic",
        "Perth Wellness",
        "Cove Chiropractic",
        "Perth Chiro Centre",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Sports Chiropractor | Subiaco",
        "Carbon Chiropractic",
        "Gorilla Chiropractic",
        "Upright Chiropractic"
      ],
      "brands_recommended": [
        "Spine & Sports Centre",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Wild Chiropractic",
        "Central City Chiropractic",
        "Perth Wellness",
        "Cove Chiropractic",
        "Perth Chiro Centre",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Sports Chiropractor | Subiaco",
        "Carbon Chiropractic",
        "Gorilla Chiropractic",
        "Upright Chiropractic"
      ],
      "brand_order": [
        "Spine & Sports Centre",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Wild Chiropractic",
        "Central City Chiropractic",
        "Perth Wellness",
        "Cove Chiropractic",
        "Perth Chiro Centre",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Sports Chiropractor | Subiaco",
        "Carbon Chiropractic",
        "Gorilla Chiropractic",
        "Upright Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-chiropractor-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B1",
      "prompt": "best chiropractor in Perth for neck pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Chiropractic",
        "Dalkeith Chiropractic",
        "Perth Wellness"
      ],
      "brands_recommended": [
        "Central City Chiropractic",
        "Dalkeith Chiropractic",
        "Perth Wellness"
      ],
      "brand_order": [
        "Central City Chiropractic",
        "Dalkeith Chiropractic",
        "Perth Wellness"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-chiropractor-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B1",
      "prompt": "best chiropractor in Perth for neck pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Osborne Park",
        "Lakeside Chiropractic"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Osborne Park",
        "Lakeside Chiropractic"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Osborne Park",
        "Lakeside Chiropractic"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-chiropractor-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B1",
      "prompt": "best chiropractor in Perth for neck pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "Gentle Chiropractic",
        "South Perth Chiropractic Centre"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "Gentle Chiropractic",
        "South Perth Chiropractic Centre"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Perth Sports Chiropractor | Leederville",
        "Gentle Chiropractic",
        "South Perth Chiropractic Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-chiropractor-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B2",
      "prompt": "most experienced chiropractor Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Wild Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Belmont Chiropractic",
        "Gorilla Chiropractic",
        "Bedford Chiropractic Clinic",
        "Perth Wellness",
        "Up! Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Mt Hawthorn Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "Thrive Wellness Centre",
        "South Perth Chiropractic Centre",
        "Upright Chiropractic",
        "Forge Strength Chiropractic",
        "Cove Chiropractic",
        "Vitality Chiropractic"
      ],
      "brands_recommended": [
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Wild Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Belmont Chiropractic",
        "Gorilla Chiropractic",
        "Bedford Chiropractic Clinic",
        "Perth Wellness",
        "Up! Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Mt Hawthorn Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "Thrive Wellness Centre",
        "South Perth Chiropractic Centre",
        "Upright Chiropractic",
        "Forge Strength Chiropractic",
        "Cove Chiropractic",
        "Vitality Chiropractic"
      ],
      "brand_order": [
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Wild Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Belmont Chiropractic",
        "Gorilla Chiropractic",
        "Bedford Chiropractic Clinic",
        "Perth Wellness",
        "Up! Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Mt Hawthorn Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "Thrive Wellness Centre",
        "South Perth Chiropractic Centre",
        "Upright Chiropractic",
        "Forge Strength Chiropractic",
        "Cove Chiropractic",
        "Vitality Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d1h6VjZlbko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2QzUjVadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMGJISXdNbXR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVtWnhhM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjM2FHTTJialpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJM2RIQnhZbU15GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXdjURgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-chiropractor-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B2",
      "prompt": "most experienced chiropractor Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Gentle Chiropractic",
        "Perth Wellness",
        "South Perth Chiropractic Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Sports Chiropractor | Leederville",
        "Perth City Chiropractic - PerthChiro",
        "Perth Sports Chiropractor | Subiaco",
        "Spine & Sports Centre",
        "East Perth Healthcare Centre",
        "Wild Chiropractic",
        "Gorilla Chiropractic",
        "Chiro",
        "Bedford Chiropractic Clinic",
        "West Perth Healthcare Centre",
        "Up! Chiropractic",
        "Belmont Chiropractic",
        "Highly-Reviewed & Experienced Perth Chiropractic Clinics"
      ],
      "brands_recommended": [
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Gentle Chiropractic",
        "Perth Wellness",
        "South Perth Chiropractic Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Sports Chiropractor | Leederville",
        "Perth City Chiropractic - PerthChiro",
        "Perth Sports Chiropractor | Subiaco",
        "Spine & Sports Centre",
        "East Perth Healthcare Centre",
        "Wild Chiropractic",
        "Gorilla Chiropractic",
        "Chiro",
        "Bedford Chiropractic Clinic",
        "West Perth Healthcare Centre",
        "Up! Chiropractic",
        "Belmont Chiropractic",
        "Highly-Reviewed & Experienced Perth Chiropractic Clinics"
      ],
      "brand_order": [
        "Northbridge Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Gentle Chiropractic",
        "Perth Wellness",
        "South Perth Chiropractic Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Sports Chiropractor | Leederville",
        "Perth City Chiropractic - PerthChiro",
        "Perth Sports Chiropractor | Subiaco",
        "Spine & Sports Centre",
        "East Perth Healthcare Centre",
        "Wild Chiropractic",
        "Gorilla Chiropractic",
        "Chiro",
        "Bedford Chiropractic Clinic",
        "West Perth Healthcare Centre",
        "Up! Chiropractic",
        "Belmont Chiropractic",
        "Highly-Reviewed & Experienced Perth Chiropractic Clinics"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d1h6VjZlbko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZek5sOTRZelUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMGJISXdNbXR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU1XaHNPWEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnNE5IZHFiV2cyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjeGVtTm5hM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-chiropractor-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B2",
      "prompt": "most experienced chiropractor Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Cove Chiropractic",
        "Wild Chiropractic",
        "Spine & Sports Centre",
        "Up! Chiropractic",
        "South Perth Chiropractic Centre",
        "Leederville Chiropractic Clinic",
        "Carbon Chiropractic",
        "Dr Rayan Saberi- Chiropractor",
        "Upright Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Perth Sports Chiropractor | Subiaco",
        "East Perth Healthcare Centre",
        "West Perth Healthcare Centre",
        "Como Chiropractic Centre"
      ],
      "brands_recommended": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Cove Chiropractic",
        "Wild Chiropractic",
        "Spine & Sports Centre",
        "Up! Chiropractic",
        "South Perth Chiropractic Centre",
        "Leederville Chiropractic Clinic",
        "Carbon Chiropractic",
        "Dr Rayan Saberi- Chiropractor",
        "Upright Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Perth Sports Chiropractor | Subiaco",
        "East Perth Healthcare Centre",
        "West Perth Healthcare Centre",
        "Como Chiropractic Centre"
      ],
      "brand_order": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Wellness",
        "Cove Chiropractic",
        "Wild Chiropractic",
        "Spine & Sports Centre",
        "Up! Chiropractic",
        "South Perth Chiropractic Centre",
        "Leederville Chiropractic Clinic",
        "Carbon Chiropractic",
        "Dr Rayan Saberi- Chiropractor",
        "Upright Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Perth Sports Chiropractor | Subiaco",
        "East Perth Healthcare Centre",
        "West Perth Healthcare Centre",
        "Como Chiropractic Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9YQm9lURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGJWOHlOako0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhReWMyTjNibkJxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjM2FHTTJialpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d1h6VjZlbko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMGJISXdNbXR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU1XaHNPWEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjeGVtTm5hM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSMGVIZHNjQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-chiropractor-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B2",
      "prompt": "most experienced chiropractor Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-chiropractor-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B2",
      "prompt": "most experienced chiropractor Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Freeman Chiropractic",
        "Vitality Chiropractic"
      ],
      "brands_recommended": [
        "Freeman Chiropractic",
        "Vitality Chiropractic"
      ],
      "brand_order": [
        "Freeman Chiropractic",
        "Vitality Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.dalkeithchiro.com.au/",
        "https://www.freemanchiropractic.com.au/",
        "https://getbirdeye.com.au/the-perth-chiro-174651099634094",
        "https://perthwellness.com/"
      ],
      "cited_domains": [
        "dalkeithchiro.com.au",
        "freemanchiropractic.com.au",
        "getbirdeye.com.au",
        "perthwellness.com"
      ],
      "source_classes": [
        {
          "domain": "dalkeithchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "freemanchiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "getbirdeye.com.au",
          "class": "directory"
        },
        {
          "domain": "perthwellness.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-chiropractor-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B2",
      "prompt": "most experienced chiropractor Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.eastperthchiro.com.au/",
        "https://spinescan.com.au/",
        "https://www.facebook.com/eastperthchiro/",
        "https://www.chiropractor-perth.net.au/",
        "https://www.theperthchiro.com.au/",
        "https://getbirdeye.com.au/the-perth-chiro-174651099634094",
        "https://www.facebook.com/westperthchiro/"
      ],
      "cited_domains": [
        "eastperthchiro.com.au",
        "spinescan.com.au",
        "facebook.com",
        "chiropractor-perth.net.au",
        "theperthchiro.com.au",
        "getbirdeye.com.au"
      ],
      "source_classes": [
        {
          "domain": "eastperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "spinescan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "chiropractor-perth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "theperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "getbirdeye.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-chiropractor-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B2",
      "prompt": "most experienced chiropractor Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "South Perth Chiropractic Centre",
        "Central City Chiropractic",
        "Lakeside Chiropractic",
        "Bedford Chiropractic Clinic",
        "Perth Sports Chiropractor | Leederville",
        "Belmont Chiropractic",
        "Dr Alex Freeman at Freeman Chiropractic",
        "South Perth Chiropractic"
      ],
      "brands_recommended": [
        "South Perth Chiropractic Centre",
        "Central City Chiropractic",
        "Lakeside Chiropractic",
        "Bedford Chiropractic Clinic",
        "Perth Sports Chiropractor | Leederville",
        "Belmont Chiropractic",
        "Dr Alex Freeman at Freeman Chiropractic",
        "South Perth Chiropractic"
      ],
      "brand_order": [
        "South Perth Chiropractic Centre",
        "Central City Chiropractic",
        "Lakeside Chiropractic",
        "Bedford Chiropractic Clinic",
        "Perth Sports Chiropractor | Leederville",
        "Belmont Chiropractic",
        "Dr Alex Freeman at Freeman Chiropractic",
        "South Perth Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.avenueperth.com/top-chiropractors-perth/?utm_source=chatgpt.com",
        "https://centralcitychiro.com.au/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/chiropractor?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com",
        "https://www.freemanchiropractic.com.au/?utm_source=chatgpt.com",
        "https://www.perthchirocentre.com.au/the-chiro?utm_source=chatgpt.com",
        "https://chirohub.com.au/chiropractor/perth/best/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/perth-cbd?utm_source=chatgpt.com",
        "https://www.freemanchiropractic.com.au/perth-chiropractor?utm_source=chatgpt.com",
        "https://www.freemanchiropractic.com.au/victoria-park-chiropractor?utm_source=chatgpt.com",
        "https://www.freemanchiropractic.com.au/chiropractor-south-perth?utm_source=chatgpt.com",
        "https://perthchiro.com.au/butler-chiropractors/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "avenueperth.com",
        "centralcitychiro.com.au",
        "wordofmouth.com.au",
        "starworks.com.au",
        "freemanchiropractic.com.au",
        "perthchirocentre.com.au",
        "chirohub.com.au",
        "perthchiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "centralcitychiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "freemanchiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthchirocentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chirohub.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthchiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-chiropractor-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B2",
      "prompt": "most experienced chiropractor Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Belmont Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Lakeside Chiropractic",
        "South Perth Chiropractic Centre",
        "Perth Chiro Centre",
        "Perth Wellness",
        "Gentle Chiropractic",
        "Northbridge Chiropractic",
        "Wild Chiropractic",
        "Gorilla Chiropractic",
        "Vitality Chiropractic"
      ],
      "brands_recommended": [
        "Belmont Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Lakeside Chiropractic",
        "South Perth Chiropractic Centre",
        "Perth Chiro Centre",
        "Perth Wellness",
        "Gentle Chiropractic",
        "Northbridge Chiropractic",
        "Wild Chiropractic",
        "Gorilla Chiropractic",
        "Vitality Chiropractic"
      ],
      "brand_order": [
        "Belmont Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Lakeside Chiropractic",
        "South Perth Chiropractic Centre",
        "Perth Chiro Centre",
        "Perth Wellness",
        "Gentle Chiropractic",
        "Northbridge Chiropractic",
        "Wild Chiropractic",
        "Gorilla Chiropractic",
        "Vitality Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://threebestrated.com.au/chiropractors-in-perth-wa?utm_source=chatgpt.com",
        "https://www.perthsportschiro.com.au/como-chiropractor?utm_source=chatgpt.com",
        "https://centralcitychiro.com.au/?utm_source=chatgpt.com",
        "https://www.westperthchiro.com.au/dr-mitch-beer/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/chiropractor?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "threebestrated.com.au",
        "perthsportschiro.com.au",
        "centralcitychiro.com.au",
        "westperthchiro.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        },
        {
          "domain": "perthsportschiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralcitychiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-chiropractor-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B2",
      "prompt": "most experienced chiropractor Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "West Perth Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Cannington, WA, Australia | 1355 Albany Hwy, Cannington WA 6107",
        "Lakeside Chiropractic",
        "South Perth Chiropractic Centre",
        "Dr Lance Bramley at Wembley Chiropractic"
      ],
      "brands_recommended": [
        "West Perth Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Cannington, WA, Australia | 1355 Albany Hwy, Cannington WA 6107",
        "Lakeside Chiropractic",
        "South Perth Chiropractic Centre",
        "Dr Lance Bramley at Wembley Chiropractic"
      ],
      "brand_order": [
        "West Perth Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Cannington, WA, Australia | 1355 Albany Hwy, Cannington WA 6107",
        "Lakeside Chiropractic",
        "South Perth Chiropractic Centre",
        "Dr Lance Bramley at Wembley Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westperthchiro.com.au/dr-mitch-beer/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/chiropractors/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/chiropractor?utm_source=chatgpt.com",
        "https://akanawellness.com.au/jess-amodt/?utm_source=chatgpt.com",
        "https://wanderlog.com/place/details/11409481/dr-lance-bramley-wembley-chiropractic?utm_source=chatgpt.com",
        "https://wanderlog.com/place/details/15115547/capacity-health?utm_source=chatgpt.com",
        "https://www.canningtonchiro.com.au/patient-review/?utm_source=chatgpt.com",
        "https://www.canningtonchiro.com.au/?utm_source=chatgpt.com",
        "https://threebestrated.com.au/chiropractors-in-perth-wa?utm_source=chatgpt.com",
        "https://www.vitalitychiro.com.au/about-us/?utm_source=chatgpt.com",
        "https://www.dalkeithchiro.com.au/?utm_source=chatgpt.com",
        "https://www.perthchirocentre.com.au/the-chiro?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "westperthchiro.com.au",
        "starworks.com.au",
        "wordofmouth.com.au",
        "akanawellness.com.au",
        "wanderlog.com",
        "canningtonchiro.com.au",
        "threebestrated.com.au",
        "vitalitychiro.com.au",
        "dalkeithchiro.com.au",
        "perthchirocentre.com.au"
      ],
      "source_classes": [
        {
          "domain": "westperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "akanawellness.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wanderlog.com",
          "class": "third-party"
        },
        {
          "domain": "canningtonchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        },
        {
          "domain": "vitalitychiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalkeithchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthchirocentre.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-chiropractor-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B2",
      "prompt": "most experienced chiropractor Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly Recommended Experienced Chiropractors in Perth"
      ],
      "brands_recommended": [
        "Highly Recommended Experienced Chiropractors in Perth"
      ],
      "brand_order": [
        "Highly Recommended Experienced Chiropractors in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://threebestrated.com.au/chiropractors-in-perth-wa#:~:text=%E2%80%9CDr%20Arron%20Forrester%20has%20been%20in%20practice,safe%20and%20effective%20chiropractic%20treatment%20to%20residents.",
        "https://threebestrated.com.au/chiropractors-in-perth-wa#:~:text=First%20consultation%20with%20Arron%20and%20his%20extremely,a%20Chiropractor.%20I%20like%20his%20chiropractic%20technique.",
        "https://threebestrated.com.au/chiropractors-in-perth-wa#:~:text=After%20my%20first%20treatment%20I%20had%20immediate,along%20with%20the%20warmest%20professionalism%20and%20support.",
        "https://perthwellness.com/#:~:text=His%2030%2B%20years%20of%20practice%20reflects%20both,systems%20changes%2C%20and%20other%20musculoskeletal%20health%20problems.",
        "https://perthwellness.com/#:~:text=He%20is%20proficient%20in%20a%20number%20of,the%20present%20and%20future.%20Dr.%20Neil%20Brodie.",
        "https://threebestrated.com.au/chiropractors-in-perth-wa#:~:text=*%20DR%20NEIL%20BRODIE%20REVIEWS.%20I%20am,a%20good%20local%20Chiropractor.%20I%20highly%20recommend.",
        "https://threebestrated.com.au/chiropractors-in-perth-wa#:~:text=I%20have%20been%20going%20to%20her%20for,significant%20relief%E2%80%94now%2C%20I%20only%20experience%20occasional%20pain.",
        "https://threebestrated.com.au/chiropractors-in-perth-wa#:~:text=Also%20highly%20recommend%20Dr%20Neil%20Brodie%20%3A),a%20considerable%20amount%20within%20a%20few%20weeks.",
        "https://www.theperthchiro.com.au/#:~:text=From%20neck%20pain%20and%20headaches%2C%20to%20postural,causing%20it%20to%20keep%20coming%20back.%20%E2%80%8B",
        "https://www.theperthchiro.com.au/#:~:text=The%20Perth%20Chiro%20-%20Mount%20Hawthorn.%20Dr,of%20helping%20people%20live%20their%20best%20lives."
      ],
      "cited_domains": [
        "threebestrated.com.au",
        "perthwellness.com",
        "theperthchiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        },
        {
          "domain": "perthwellness.com",
          "class": "brand-source"
        },
        {
          "domain": "theperthchiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-chiropractor-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B2",
      "prompt": "most experienced chiropractor Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly Recommended Experienced Chiropractors in Perth"
      ],
      "brands_recommended": [
        "Highly Recommended Experienced Chiropractors in Perth"
      ],
      "brand_order": [
        "Highly Recommended Experienced Chiropractors in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://threebestrated.com.au/chiropractors-in-perth-wa#:~:text=%E2%80%9CDr%20Arron%20Forrester%20has%20been%20in%20practice,safe%20and%20effective%20chiropractic%20treatment%20to%20residents.",
        "https://threebestrated.com.au/chiropractors-in-perth-wa#:~:text=Please%20try%20later.%20*%20DR%20ARRON%20FORRESTER,be%20able%20recover.%20That%20was%20so%20reassuring.",
        "https://threebestrated.com.au/chiropractors-in-perth-wa#:~:text=If%20you%20want%20actual%20answers%2F%20people%20that,being%20that%20my%20condition%20is%20ongoing%20still.",
        "https://perthwellness.com/#:~:text=His%2030%2B%20years%20of%20practice%20reflects%20both,systems%20changes%2C%20and%20other%20musculoskeletal%20health%20problems.",
        "https://perthwellness.com/#:~:text=His%2030%2B%20years%20of%20practice%20reflects%20both,systems%20changes%2C%20and%20other%20musculoskeletal%20health%20problems.",
        "https://perthwellness.com/#:~:text=He%20is%20proficient%20in%20a%20number%20of,the%20present%20and%20future.%20Dr.%20Neil%20Brodie.",
        "https://www.theperthchiro.com.au/#:~:text=For%20appointments%2C%20book%20online%20or%20call%3A%20*,reassuring%20manner%20and%20wide-ranging%20skills%20and%20knowledge."
      ],
      "cited_domains": [
        "threebestrated.com.au",
        "perthwellness.com",
        "theperthchiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        },
        {
          "domain": "perthwellness.com",
          "class": "brand-source"
        },
        {
          "domain": "theperthchiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-chiropractor-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B2",
      "prompt": "most experienced chiropractor Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Vitality Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic",
        "Beyond Health Chiro"
      ],
      "brands_recommended": [
        "Vitality Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic",
        "Beyond Health Chiro"
      ],
      "brand_order": [
        "Vitality Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Dalkeith Chiropractic",
        "Beyond Health Chiro"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://vitalitychiro.com.au/reviews#:~:text=*%20%E2%80%9CConsistent%2C%20thoughtful%20service%20every%20time%20-,starting%20any%20treatment.%E2%80%9D%20Carmel%20B.%20Google%20review.",
        "https://perthsportschiro.com.au/locations/chiropractor-osborne-park/#:~:text=CHIROPRACTOR%2C%20MSK%20%26%20SPORTS%20INJURIES.%20Dr%20Nick,across%20numerous%20multidisciplinary%20chiropractic%20and%20physiotherapy%20clinics.",
        "https://perthsportschiro.com.au/locations/chiropractor-osborne-park/#:~:text=Perth%20Sports%20Chiropractor%20Osborne%20Park%20is%20known,choice%20for%20chiropractic%20care%20in%20Osborne%20Park.",
        "https://www.dalkeithchiro.com.au/",
        "https://beyondhealthchiro.com.au/"
      ],
      "cited_domains": [
        "vitalitychiro.com.au",
        "perthsportschiro.com.au",
        "dalkeithchiro.com.au",
        "beyondhealthchiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "vitalitychiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsportschiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalkeithchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beyondhealthchiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-chiropractor-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B3",
      "prompt": "chiropractor Perth for pregnancy related back pain",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Central City Chiropractic",
        "Oasis Chiropractic",
        "South Perth Chiropractic Centre",
        "Freeman Chiropractic",
        "Northbridge Chiropractic",
        "Thrive Wellness Centre",
        "Wild Chiropractic",
        "Upright Chiropractic",
        "West Perth Healthcare Centre",
        "Dalkeith Chiropractic",
        "Belmont Chiropractic",
        "Mt Hawthorn Chiropractic",
        "Leederville Chiropractic Clinic",
        "Central City Health Professionals",
        "Perth Wellness",
        "Spine & Sports Centre",
        "East Perth Healthcare Centre",
        "Gorilla Chiropractic"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Central City Chiropractic",
        "Oasis Chiropractic",
        "South Perth Chiropractic Centre",
        "Freeman Chiropractic",
        "Northbridge Chiropractic",
        "Thrive Wellness Centre",
        "Wild Chiropractic",
        "Upright Chiropractic",
        "West Perth Healthcare Centre",
        "Dalkeith Chiropractic",
        "Belmont Chiropractic",
        "Mt Hawthorn Chiropractic",
        "Leederville Chiropractic Clinic",
        "Central City Health Professionals",
        "Perth Wellness",
        "Spine & Sports Centre",
        "East Perth Healthcare Centre",
        "Gorilla Chiropractic"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "West Perth Chiropractic",
        "Central City Chiropractic",
        "Oasis Chiropractic",
        "South Perth Chiropractic Centre",
        "Freeman Chiropractic",
        "Northbridge Chiropractic",
        "Thrive Wellness Centre",
        "Wild Chiropractic",
        "Upright Chiropractic",
        "West Perth Healthcare Centre",
        "Dalkeith Chiropractic",
        "Belmont Chiropractic",
        "Mt Hawthorn Chiropractic",
        "Leederville Chiropractic Clinic",
        "Central City Health Professionals",
        "Perth Wellness",
        "Spine & Sports Centre",
        "East Perth Healthcare Centre",
        "Gorilla Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkamRtZHhlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhodGJtWTFiWEowGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVtWnhhM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjM2FHTTJialpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjeGVtTm5hM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNGJuUnJkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2QzUjVadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9YQm9lURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU1XaHNPWEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-chiropractor-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B3",
      "prompt": "chiropractor Perth for pregnancy related back pain",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Wild Chiropractic",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Dr. Ashleigh Bond",
        "Oasis Chiropractic",
        "South Perth Chiropractic Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Thrive Wellness Centre",
        "Young Chiropractic",
        "Central City Health Professionals",
        "Spine & Sports Centre",
        "East Perth Healthcare Centre",
        "Perth Wellness",
        "Up! Chiropractic",
        "Vitality Chiropractic",
        "Maylands Healthcare Hub",
        "Nervana Chiropractic",
        "Gorilla Chiropractic"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Wild Chiropractic",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Dr. Ashleigh Bond",
        "Oasis Chiropractic",
        "South Perth Chiropractic Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Thrive Wellness Centre",
        "Young Chiropractic",
        "Central City Health Professionals",
        "Spine & Sports Centre",
        "East Perth Healthcare Centre",
        "Perth Wellness",
        "Up! Chiropractic",
        "Vitality Chiropractic",
        "Maylands Healthcare Hub",
        "Nervana Chiropractic",
        "Gorilla Chiropractic"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Wild Chiropractic",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Dr. Ashleigh Bond",
        "Oasis Chiropractic",
        "South Perth Chiropractic Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Thrive Wellness Centre",
        "Young Chiropractic",
        "Central City Health Professionals",
        "Spine & Sports Centre",
        "East Perth Healthcare Centre",
        "Perth Wellness",
        "Up! Chiropractic",
        "Vitality Chiropractic",
        "Maylands Healthcare Hub",
        "Nervana Chiropractic",
        "Gorilla Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRHZDROV1JmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkamRtZHhlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVtWnhhM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0NmFtaGZNURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU1XaHNPWEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXdjURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrM2MySjViWFJmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVuYzNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-chiropractor-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B3",
      "prompt": "chiropractor Perth for pregnancy related back pain",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Oasis Chiropractic",
        "South Perth Chiropractic Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Wild Chiropractic",
        "Spine & Sports Centre",
        "Cove Chiropractic",
        "Vitality Chiropractic",
        "Como Chiropractic Centre",
        "Leederville Chiropractic Clinic",
        "East Perth Healthcare Centre",
        "Upright Chiropractic",
        "Perth Wellness",
        "Central City Health Professionals",
        "Freeman Chiropractic",
        "Up! Chiropractic",
        "Dalkeith Chiropractic"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Oasis Chiropractic",
        "South Perth Chiropractic Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Wild Chiropractic",
        "Spine & Sports Centre",
        "Cove Chiropractic",
        "Vitality Chiropractic",
        "Como Chiropractic Centre",
        "Leederville Chiropractic Clinic",
        "East Perth Healthcare Centre",
        "Upright Chiropractic",
        "Perth Wellness",
        "Central City Health Professionals",
        "Freeman Chiropractic",
        "Up! Chiropractic",
        "Dalkeith Chiropractic"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Oasis Chiropractic",
        "South Perth Chiropractic Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Wild Chiropractic",
        "Spine & Sports Centre",
        "Cove Chiropractic",
        "Vitality Chiropractic",
        "Como Chiropractic Centre",
        "Leederville Chiropractic Clinic",
        "East Perth Healthcare Centre",
        "Upright Chiropractic",
        "Perth Wellness",
        "Central City Health Professionals",
        "Freeman Chiropractic",
        "Up! Chiropractic",
        "Dalkeith Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkamRtZHhlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXdjURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSMGVIZHNjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9YQm9lURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU1XaHNPWEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjM2FHTTJialpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhodGJtWTFiWEowGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNGJuUnJkZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-chiropractor-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B3",
      "prompt": "chiropractor Perth for pregnancy related back pain",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Pregnancy Chiropractic Options"
      ],
      "brands_recommended": [
        "Perth Pregnancy Chiropractic Options"
      ],
      "brand_order": [
        "Perth Pregnancy Chiropractic Options"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://beeliarchiro.com.au/pregnancy-chiropractor-perth/",
        "https://drashleighbond.com/pregnancychiropractic",
        "https://www.chiropractic-clinic.com.au/pregnancy/",
        "https://spineandsports.clinic/services/pregnancy-chiropractor-perth",
        "https://www.lakesidechiro.com.au/service/pregnancy-chiropractic-care",
        "https://www.oasischiropractic.com.au/pregnancy-chiropractic/",
        "https://www.dalkeithchiro.com.au/chiropractic-care-during-pregnancy-what-perth-mums-should-know/",
        "https://vitalitychiro.com.au/chiropractic-care/pregnancy",
        "https://upchiropractic.com.au/blog/pregnant-and-experiencing-lower-back-pain-can-chiropractic-help-perth-amp-leederville"
      ],
      "cited_domains": [
        "beeliarchiro.com.au",
        "drashleighbond.com",
        "chiropractic-clinic.com.au",
        "spineandsports.clinic",
        "lakesidechiro.com.au",
        "oasischiropractic.com.au",
        "dalkeithchiro.com.au",
        "vitalitychiro.com.au",
        "upchiropractic.com.au"
      ],
      "source_classes": [
        {
          "domain": "beeliarchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "drashleighbond.com",
          "class": "brand-source"
        },
        {
          "domain": "chiropractic-clinic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "spineandsports.clinic",
          "class": "brand-source"
        },
        {
          "domain": "lakesidechiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oasischiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalkeithchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vitalitychiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "upchiropractic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-chiropractor-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B3",
      "prompt": "chiropractor Perth for pregnancy related back pain",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Oasis Chiropractic",
        "Perth Clinics Offering Pregnancy Chiropractic",
        "Up! Chiropractic"
      ],
      "brands_recommended": [
        "Oasis Chiropractic",
        "Perth Clinics Offering Pregnancy Chiropractic",
        "Up! Chiropractic"
      ],
      "brand_order": [
        "Oasis Chiropractic",
        "Perth Clinics Offering Pregnancy Chiropractic",
        "Up! Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.chiropractic-clinic.com.au/pregnancy/",
        "https://spineandsports.clinic/services/pregnancy-chiropractor-perth",
        "https://www.lakesidechiro.com.au/service/pregnancy-chiropractic-care",
        "https://www.oasischiropractic.com.au/pregnancy-chiropractic/",
        "https://www.batemanchiropractic.com.au/pregnancy-chiropractic-north-perth/",
        "https://vitalitychiro.com.au/chiropractic-care/pregnancy",
        "https://upchiropractic.com.au/blog/pregnant-and-experiencing-lower-back-pain-can-chiropractic-help-perth-amp-leederville"
      ],
      "cited_domains": [
        "chiropractic-clinic.com.au",
        "spineandsports.clinic",
        "lakesidechiro.com.au",
        "oasischiropractic.com.au",
        "batemanchiropractic.com.au",
        "vitalitychiro.com.au",
        "upchiropractic.com.au"
      ],
      "source_classes": [
        {
          "domain": "chiropractic-clinic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "spineandsports.clinic",
          "class": "brand-source"
        },
        {
          "domain": "lakesidechiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oasischiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "batemanchiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vitalitychiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "upchiropractic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-chiropractor-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B3",
      "prompt": "chiropractor Perth for pregnancy related back pain",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-chiropractor-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B3",
      "prompt": "chiropractor Perth for pregnancy related back pain",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "West Perth Chiropractic",
        "Dalkeith, Perth, WA, Australia",
        "Lakeside Chiropractic",
        "Edgewater, Perth, WA, Australia",
        "Scarborough, Perth, WA, Australia",
        "Perth pregnancy chiropractors to consider"
      ],
      "brands_recommended": [
        "West Perth Chiropractic",
        "Dalkeith, Perth, WA, Australia",
        "Lakeside Chiropractic",
        "Edgewater, Perth, WA, Australia",
        "Scarborough, Perth, WA, Australia",
        "Perth pregnancy chiropractors to consider"
      ],
      "brand_order": [
        "West Perth Chiropractic",
        "Dalkeith, Perth, WA, Australia",
        "Lakeside Chiropractic",
        "Edgewater, Perth, WA, Australia",
        "Scarborough, Perth, WA, Australia",
        "Perth pregnancy chiropractors to consider"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.oasischiropractic.com.au/pregnancy-chiropractic/?utm_source=chatgpt.com",
        "https://www.lakesidechiro.com.au/service/pregnancy-chiropractic-care?utm_source=chatgpt.com",
        "https://www.westperthchiro.com.au/pregnancy-chiropractic/?utm_source=chatgpt.com",
        "https://www.vitalitychiro.com.au/pregnancy-chiropractor/?utm_source=chatgpt.com",
        "https://www.dalkeithchiro.com.au/pregnancy-chiropractic/?utm_source=chatgpt.com",
        "https://www.formchiropractic.com.au/pregnancy-care?utm_source=chatgpt.com",
        "https://fortitudechiropractic.com.au/pregnancy-chiropractor/?utm_source=chatgpt.com",
        "https://www.chiropractor-perth.com.au/pregnancy/?utm_source=chatgpt.com",
        "https://www.chiropractic-clinic.com.au/pregnancy/?utm_source=chatgpt.com",
        "https://www.eastperthchiro.com.au/pregnancy-chiropractic/?utm_source=chatgpt.com",
        "https://www.chirosouthernriver.com.au/pregnancy-chiropractic/?utm_source=chatgpt.com",
        "https://www.southperthchiro.com.au/pregnancy/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "oasischiropractic.com.au",
        "lakesidechiro.com.au",
        "westperthchiro.com.au",
        "vitalitychiro.com.au",
        "dalkeithchiro.com.au",
        "formchiropractic.com.au",
        "fortitudechiropractic.com.au",
        "chiropractor-perth.com.au",
        "chiropractic-clinic.com.au",
        "eastperthchiro.com.au",
        "chirosouthernriver.com.au",
        "southperthchiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "oasischiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lakesidechiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vitalitychiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalkeithchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "formchiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fortitudechiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chiropractor-perth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chiropractic-clinic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "eastperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chirosouthernriver.com.au",
          "class": "brand-source"
        },
        {
          "domain": "southperthchiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-chiropractor-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B3",
      "prompt": "chiropractor Perth for pregnancy related back pain",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "West Perth Chiropractic",
        "Dalkeith, Perth, WA, Australia",
        "East Perth Chiropractic Health Centre",
        "Lakeside Chiropractic",
        "Edgewater, Perth, WA, Australia",
        "Perth Wellness",
        "South Perth Chiropractic Centre",
        "Gorilla Chiropractic",
        "Wild Chiropractic",
        "Perth Chiro Centre",
        "Vitality Chiropractic",
        "Central City Chiropractic",
        "Thrive Wellness Centre",
        "Karrinyup Wellness Centre Perth",
        "Lakeside Chiropractic — Joondalup"
      ],
      "brands_recommended": [
        "West Perth Chiropractic",
        "Dalkeith, Perth, WA, Australia",
        "East Perth Chiropractic Health Centre",
        "Lakeside Chiropractic",
        "Edgewater, Perth, WA, Australia",
        "Perth Wellness",
        "South Perth Chiropractic Centre",
        "Gorilla Chiropractic",
        "Wild Chiropractic",
        "Perth Chiro Centre",
        "Vitality Chiropractic",
        "Central City Chiropractic",
        "Thrive Wellness Centre",
        "Karrinyup Wellness Centre Perth"
      ],
      "brand_order": [
        "West Perth Chiropractic",
        "Dalkeith, Perth, WA, Australia",
        "East Perth Chiropractic Health Centre",
        "Lakeside Chiropractic",
        "Edgewater, Perth, WA, Australia",
        "Perth Wellness",
        "South Perth Chiropractic Centre",
        "Gorilla Chiropractic",
        "Wild Chiropractic",
        "Perth Chiro Centre",
        "Vitality Chiropractic",
        "Central City Chiropractic",
        "Thrive Wellness Centre",
        "Karrinyup Wellness Centre Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westperthchiro.com.au/pregnancy-chiropractic/?utm_source=chatgpt.com",
        "https://www.westperthchiro.com.au/?utm_source=chatgpt.com",
        "https://www.dalkeithchiro.com.au/pregnancy-chiropractic/?utm_source=chatgpt.com",
        "https://www.eastperthchiro.com.au/pregnancy-chiropractic/?utm_source=chatgpt.com",
        "https://www.lakesidechiro.com.au/service/pregnancy-chiropractic-care?utm_source=chatgpt.com",
        "https://www.lakesidechiro.com.au/pregnancy?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "westperthchiro.com.au",
        "dalkeithchiro.com.au",
        "eastperthchiro.com.au",
        "lakesidechiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "westperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalkeithchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "eastperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lakesidechiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-chiropractor-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B3",
      "prompt": "chiropractor Perth for pregnancy related back pain",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "West Perth Chiropractic",
        "Oasis Chiropractic",
        "Edgewater, Perth, WA, Australia",
        "Lakeside Chiropractic",
        "Vitality Chiropractic",
        "Applecross Pregnancy Chiro"
      ],
      "brands_recommended": [
        "West Perth Chiropractic",
        "Oasis Chiropractic",
        "Edgewater, Perth, WA, Australia",
        "Lakeside Chiropractic",
        "Vitality Chiropractic",
        "Applecross Pregnancy Chiro"
      ],
      "brand_order": [
        "West Perth Chiropractic",
        "Oasis Chiropractic",
        "Edgewater, Perth, WA, Australia",
        "Lakeside Chiropractic",
        "Vitality Chiropractic",
        "Applecross Pregnancy Chiro"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westperthchiro.com.au/pregnancy-chiropractic/?utm_source=chatgpt.com",
        "https://www.oasischiropractic.com.au/pregnancy-chiropractic/?utm_source=chatgpt.com",
        "https://www.formchiropractic.com.au/pregnancy-care?utm_source=chatgpt.com",
        "https://www.lakesidechiro.com.au/service/pregnancy-chiropractic-care?utm_source=chatgpt.com",
        "https://vitalitychiro.com.au/chiropractic-care/pregnancy?utm_source=chatgpt.com",
        "https://applecrosschiro.com.au/services/pregnancy/?utm_source=chatgpt.com",
        "https://www.westperthchiro.com.au/?utm_source=chatgpt.com",
        "https://www.chiropractor-perth.com.au/pregnancy/?utm_source=chatgpt.com",
        "https://www.vitalitychiro.com.au/pregnancy-chiropractor/?utm_source=chatgpt.com",
        "https://www.dalkeithchiro.com.au/pregnancy-chiropractic/?utm_source=chatgpt.com",
        "https://www.chiropractic-clinic.com.au/pregnancy/?utm_source=chatgpt.com",
        "https://www.chirosouthernriver.com.au/pregnancy-chiropractic/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "westperthchiro.com.au",
        "oasischiropractic.com.au",
        "formchiropractic.com.au",
        "lakesidechiro.com.au",
        "vitalitychiro.com.au",
        "applecrosschiro.com.au",
        "chiropractor-perth.com.au",
        "dalkeithchiro.com.au",
        "chiropractic-clinic.com.au",
        "chirosouthernriver.com.au"
      ],
      "source_classes": [
        {
          "domain": "westperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oasischiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "formchiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lakesidechiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vitalitychiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "applecrosschiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chiropractor-perth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dalkeithchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chiropractic-clinic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chirosouthernriver.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-chiropractor-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B3",
      "prompt": "chiropractor Perth for pregnancy related back pain",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Spine & Sports Centre",
        "South Perth Chiropractic Centre",
        "Tassell Chiropractic Southern River",
        "Beeliar Chiropractic Centre"
      ],
      "brands_recommended": [
        "Spine & Sports Centre",
        "South Perth Chiropractic Centre",
        "Tassell Chiropractic Southern River",
        "Beeliar Chiropractic Centre"
      ],
      "brand_order": [
        "Spine & Sports Centre",
        "South Perth Chiropractic Centre",
        "Tassell Chiropractic Southern River",
        "Beeliar Chiropractic Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-chiropractor-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B3",
      "prompt": "chiropractor Perth for pregnancy related back pain",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Spine & Sports Centre",
        "Tassell Chiropractic Southern River",
        "Beeliar Chiropractic Centre"
      ],
      "brands_recommended": [
        "Spine & Sports Centre",
        "Tassell Chiropractic Southern River",
        "Beeliar Chiropractic Centre"
      ],
      "brand_order": [
        "Spine & Sports Centre",
        "Tassell Chiropractic Southern River",
        "Beeliar Chiropractic Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-chiropractor-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B3",
      "prompt": "chiropractor Perth for pregnancy related back pain",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-chiropractor-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B4",
      "prompt": "affordable chiropractor Perth first visit cost",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "East Perth Healthcare Centre",
        "South Perth Chiropractic Centre",
        "Perth City Chiropractic - PerthChiro",
        "West Perth Healthcare Centre",
        "Bedford Chiropractic Clinic",
        "Perth Wellness",
        "Fortitude Health Morley - Chiro and Massage",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Sports Chiropractor | Subiaco",
        "Belmont Chiropractic",
        "Kensington Chiropractic",
        "Dalkeith Chiropractic",
        "Leederville Chiropractic Clinic",
        "Vitality Chiropractic",
        "Upright Chiropractic",
        "Perth Sports Chiropractor | Osborne Park"
      ],
      "brands_recommended": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "East Perth Healthcare Centre",
        "South Perth Chiropractic Centre",
        "Perth City Chiropractic - PerthChiro",
        "West Perth Healthcare Centre",
        "Bedford Chiropractic Clinic",
        "Perth Wellness",
        "Fortitude Health Morley - Chiro and Massage",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Sports Chiropractor | Subiaco",
        "Belmont Chiropractic",
        "Kensington Chiropractic",
        "Dalkeith Chiropractic",
        "Leederville Chiropractic Clinic",
        "Vitality Chiropractic",
        "Upright Chiropractic",
        "Perth Sports Chiropractor | Osborne Park"
      ],
      "brand_order": [
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "East Perth Healthcare Centre",
        "South Perth Chiropractic Centre",
        "Perth City Chiropractic - PerthChiro",
        "West Perth Healthcare Centre",
        "Bedford Chiropractic Clinic",
        "Perth Wellness",
        "Fortitude Health Morley - Chiro and Massage",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Sports Chiropractor | Subiaco",
        "Belmont Chiropractic",
        "Kensington Chiropractic",
        "Dalkeith Chiropractic",
        "Leederville Chiropractic Clinic",
        "Vitality Chiropractic",
        "Upright Chiropractic",
        "Perth Sports Chiropractor | Osborne Park"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU1XaHNPWEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZek5sOTRZelUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjeGVtTm5hM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2MzcHplbk01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMGJISXdNbXR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNGJuUnJkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9YQm9lURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXdjURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjM2FHTTJialpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5GODVhemR4GAo",
        "https://healthengine.com.au/appointment/book/39950/Chiropractic/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24"
      ],
      "cited_domains": [
        "google.com",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "healthengine.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-chiropractor-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B4",
      "prompt": "affordable chiropractor Perth first visit cost",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://regeneratechiropractic.com.au/pricing/",
        "https://www.eastperthchiro.com.au/our-pricing-promise/",
        "https://www.southperthchiro.com.au/our-fees/"
      ],
      "cited_domains": [
        "regeneratechiropractic.com.au",
        "eastperthchiro.com.au",
        "southperthchiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "regeneratechiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "eastperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "southperthchiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-chiropractor-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B4",
      "prompt": "affordable chiropractor Perth first visit cost",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Healthcare Centre",
        "South Perth Chiropractic Centre",
        "Perth Wellness",
        "Perth City Chiropractic - PerthChiro",
        "West Perth Healthcare Centre",
        "Cove Chiropractic",
        "Bedford Chiropractic Clinic",
        "Gorilla Chiropractic",
        "Fortitude Health Morley - Chiro and Massage",
        "Perth Chiro Centre",
        "Leederville Chiropractic Clinic",
        "Como Chiropractic Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Vitality Chiropractic",
        "Oasis Chiropractic",
        "Wild Chiropractic"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Healthcare Centre",
        "South Perth Chiropractic Centre",
        "Perth Wellness",
        "Perth City Chiropractic - PerthChiro",
        "West Perth Healthcare Centre",
        "Cove Chiropractic",
        "Bedford Chiropractic Clinic",
        "Gorilla Chiropractic",
        "Fortitude Health Morley - Chiro and Massage",
        "Perth Chiro Centre",
        "Leederville Chiropractic Clinic",
        "Como Chiropractic Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Vitality Chiropractic",
        "Oasis Chiropractic",
        "Wild Chiropractic"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "West Perth Chiropractic",
        "Northbridge Chiropractic",
        "East Perth Healthcare Centre",
        "South Perth Chiropractic Centre",
        "Perth Wellness",
        "Perth City Chiropractic - PerthChiro",
        "West Perth Healthcare Centre",
        "Cove Chiropractic",
        "Bedford Chiropractic Clinic",
        "Gorilla Chiropractic",
        "Fortitude Health Morley - Chiro and Massage",
        "Perth Chiro Centre",
        "Leederville Chiropractic Clinic",
        "Como Chiropractic Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Vitality Chiropractic",
        "Oasis Chiropractic",
        "Wild Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU1XaHNPWEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZek5sOTRZelUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjeGVtTm5hM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2MzcHplbk01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9WOWtYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9YQm9lURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSMGVIZHNjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXdjURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkamRtZHhlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://healthengine.com.au/appointment/book/45975/Chiropractic/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24"
      ],
      "cited_domains": [
        "google.com",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-chiropractor-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B4",
      "prompt": "affordable chiropractor Perth first visit cost",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Complete Care Health"
      ],
      "brands_recommended": [
        "Complete Care Health"
      ],
      "brand_order": [
        "Complete Care Health"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://regeneratechiropractic.com.au/pricing/",
        "https://vitalitychiro.com.au/pricing",
        "https://fortitudechiropractic.com.au/how-much-does-a-chiropractor-cost-in-perth/",
        "https://healthengine.com.au/chiropractor/wa/perth/perth-city-chiropractic/s69507",
        "https://www.southperthchiro.com.au/our-fees/",
        "https://penrithchirocentre.com.au/is-a-chiropractor-covered-by-medicare-in-penrith-what-patients-need-to-know/",
        "https://fortitudehealth.com.au/chiropractic-prices-in-perth-2/",
        "https://www.chiropractic-clinic.com.au/",
        "https://chiroandco.com.au/chiropractor-prices-perth/",
        "https://carevo.com.au/services/chiropractic-home/cost/perth"
      ],
      "cited_domains": [
        "regeneratechiropractic.com.au",
        "vitalitychiro.com.au",
        "fortitudechiropractic.com.au",
        "healthengine.com.au",
        "southperthchiro.com.au",
        "penrithchirocentre.com.au",
        "fortitudehealth.com.au",
        "chiropractic-clinic.com.au",
        "chiroandco.com.au",
        "carevo.com.au"
      ],
      "source_classes": [
        {
          "domain": "regeneratechiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vitalitychiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fortitudechiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        },
        {
          "domain": "southperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "penrithchirocentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fortitudehealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chiropractic-clinic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chiroandco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "carevo.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-chiropractor-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B4",
      "prompt": "affordable chiropractor Perth first visit cost",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Regenerate Chiropractic"
      ],
      "brands_recommended": [
        "Regenerate Chiropractic"
      ],
      "brand_order": [
        "Regenerate Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://regeneratechiropractic.com.au/pricing/",
        "https://fortitudechiropractic.com.au/how-much-does-a-chiropractor-cost-in-perth/",
        "https://www.southperthchiro.com.au/our-fees/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU1XaHNPWEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZek5sOTRZelUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjeGVtTm5hM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG5kbmVXTXlaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGVEQmtaekl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU5taDZiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zWm5hMncwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9WOWtYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXdjURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2MzcHplbk01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE5ETTJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGJWOHlOako0GAo"
      ],
      "cited_domains": [
        "regeneratechiropractic.com.au",
        "fortitudechiropractic.com.au",
        "southperthchiro.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "regeneratechiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fortitudechiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "southperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-chiropractor-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B4",
      "prompt": "affordable chiropractor Perth first visit cost",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://regeneratechiropractic.com.au/pricing/",
        "https://vitalitychiro.com.au/pricing",
        "https://www.eastperthchiro.com.au/our-pricing-promise/",
        "https://www.southperthchiro.com.au/our-fees/",
        "https://lampchiro.com.au/pricing/",
        "https://www.backpainreliefclinic.com.au/chiropractor-pricing/",
        "https://fortitudehealth.com.au/chiropractic-prices-in-perth-2/",
        "https://fortitudechiropractic.com.au/how-much-does-a-chiropractor-cost-in-perth/",
        "https://www.chiropractic-clinic.com.au/",
        "https://chiroandco.com.au/chiropractor-prices-perth/",
        "https://fortitudechiropractic.com.au/medicare-care-plan-chiro-perth/",
        "https://carevo.com.au/services/chiropractic-home/cost/perth",
        "https://www.freemanchiropractic.com.au/blog/how-much-does-a-chiropractor-cost-in-perth-what-to-expect-and-what-private-health-covers"
      ],
      "cited_domains": [
        "regeneratechiropractic.com.au",
        "vitalitychiro.com.au",
        "eastperthchiro.com.au",
        "southperthchiro.com.au",
        "lampchiro.com.au",
        "backpainreliefclinic.com.au",
        "fortitudehealth.com.au",
        "fortitudechiropractic.com.au",
        "chiropractic-clinic.com.au",
        "chiroandco.com.au",
        "carevo.com.au",
        "freemanchiropractic.com.au"
      ],
      "source_classes": [
        {
          "domain": "regeneratechiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vitalitychiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "eastperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "southperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lampchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "backpainreliefclinic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fortitudehealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fortitudechiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chiropractic-clinic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chiroandco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "carevo.com.au",
          "class": "brand-source"
        },
        {
          "domain": "freemanchiropractic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-chiropractor-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B4",
      "prompt": "affordable chiropractor Perth first visit cost",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Freeman Chiropractic, Victoria Park",
        "Thornlie Health Centre",
        "Perth Sports Injury Clinic, Wembley",
        "Perth Chiropractic & Physical Therapy Clinic",
        "East Perth Chiropractic Health Centre",
        "Perth Chiro Centre",
        "Perth Sports Injury Clinic",
        "Freeman Chiropractic"
      ],
      "brands_recommended": [
        "Freeman Chiropractic, Victoria Park",
        "Thornlie Health Centre",
        "Perth Sports Injury Clinic, Wembley",
        "Perth Chiropractic & Physical Therapy Clinic",
        "East Perth Chiropractic Health Centre",
        "Perth Chiro Centre",
        "Perth Sports Injury Clinic",
        "Freeman Chiropractic"
      ],
      "brand_order": [
        "Freeman Chiropractic, Victoria Park",
        "Thornlie Health Centre",
        "Perth Sports Injury Clinic, Wembley",
        "Perth Chiropractic & Physical Therapy Clinic",
        "East Perth Chiropractic Health Centre",
        "Perth Chiro Centre",
        "Perth Sports Injury Clinic",
        "Freeman Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.freemanchiropractic.com.au/faqs?utm_source=chatgpt.com",
        "https://www.chiropractors.org.au/wp-content/uploads/Fee-Survey-2025-WA.pdf?utm_source=chatgpt.com",
        "https://www.thornliehealth.com.au/fees?utm_source=chatgpt.com",
        "https://www.chiropractor-perth.com.au/fee-schedule/?utm_source=chatgpt.com",
        "https://www.perthchiropracticandphysicaltherapyclinic.com.au/?utm_source=chatgpt.com",
        "https://www.eastperthchiro.com.au/our-pricing-promise/?utm_source=chatgpt.com",
        "https://www.perthchirocentre.com.au/about-us/chiropractic-service-pricing?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "freemanchiropractic.com.au",
        "chiropractors.org.au",
        "thornliehealth.com.au",
        "chiropractor-perth.com.au",
        "perthchiropracticandphysicaltherapyclinic.com.au",
        "eastperthchiro.com.au",
        "perthchirocentre.com.au"
      ],
      "source_classes": [
        {
          "domain": "freemanchiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chiropractors.org.au",
          "class": "third-party"
        },
        {
          "domain": "thornliehealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chiropractor-perth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthchiropracticandphysicaltherapyclinic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "eastperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthchirocentre.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-chiropractor-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B4",
      "prompt": "affordable chiropractor Perth first visit cost",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Chiropractors Australia",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Chiro Centre",
        "Perth Sports Chiropractor | Leederville",
        "Northbridge Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "West Perth Chiropractic",
        "Perth Sports Chiropractor | Applecross",
        "Central City Chiropractic",
        "Wild Chiropractic",
        "South Perth Chiropractic Centre"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Chiropractors Australia",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Chiro Centre",
        "Perth Sports Chiropractor | Leederville",
        "Northbridge Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "West Perth Chiropractic",
        "Perth Sports Chiropractor | Applecross",
        "Central City Chiropractic",
        "Wild Chiropractic",
        "South Perth Chiropractic Centre"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Chiropractors Australia",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Chiro Centre",
        "Perth Sports Chiropractor | Leederville",
        "Northbridge Chiropractic",
        "Perth Sports Chiropractor | Subiaco",
        "West Perth Chiropractic",
        "Perth Sports Chiropractor | Applecross",
        "Central City Chiropractic",
        "Wild Chiropractic",
        "South Perth Chiropractic Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.chiropractors.org.au/wp-content/uploads/Fee-Survey-2025-WA.pdf?utm_source=chatgpt.com",
        "https://www.eastperthchiro.com.au/our-pricing-promise/?utm_source=chatgpt.com",
        "https://www.comcare.gov.au/service-providers/medical-allied-health/treatment-rates?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "chiropractors.org.au",
        "eastperthchiro.com.au",
        "comcare.gov.au"
      ],
      "source_classes": [
        {
          "domain": "chiropractors.org.au",
          "class": "third-party"
        },
        {
          "domain": "eastperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "comcare.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-chiropractor-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B4",
      "prompt": "affordable chiropractor Perth first visit cost",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Vitality Chiropractic",
        "East Perth Chiropractic Health Centre"
      ],
      "brands_recommended": [
        "Vitality Chiropractic",
        "East Perth Chiropractic Health Centre"
      ],
      "brand_order": [
        "Vitality Chiropractic",
        "East Perth Chiropractic Health Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.chiropractors.org.au/wp-content/uploads/Fee-Survey-2025-WA.pdf?utm_source=chatgpt.com",
        "https://vitalitychiro.com.au/pricing?utm_source=chatgpt.com",
        "https://www.freemanchiropractic.com.au/faqs?utm_source=chatgpt.com",
        "https://www.thornliehealth.com.au/fees?utm_source=chatgpt.com",
        "https://www.perthchiropracticandphysicaltherapyclinic.com.au/?utm_source=chatgpt.com",
        "https://www.backpainreliefclinic.com.au/chiropractor-pricing/?utm_source=chatgpt.com",
        "https://www.eastperthchiro.com.au/our-pricing-promise/?utm_source=chatgpt.com",
        "https://www.perthchirocentre.com.au/about-us/chiropractic-service-pricing?utm_source=chatgpt.com",
        "https://vitalitychiro.com.au/?utm_source=chatgpt.com",
        "https://www.thatsgoodchiro.com/?utm_source=chatgpt.com",
        "https://regeneratechiropractic.com.au/pricing/?utm_source=chatgpt.com",
        "https://lbhc.com.au/about/?utm_source=chatgpt.com",
        "https://www.freemanchiropractic.com.au/blog/how-much-does-a-chiropractor-cost-in-perth-what-to-expect-and-what-private-health-covers?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "chiropractors.org.au",
        "vitalitychiro.com.au",
        "freemanchiropractic.com.au",
        "thornliehealth.com.au",
        "perthchiropracticandphysicaltherapyclinic.com.au",
        "backpainreliefclinic.com.au",
        "eastperthchiro.com.au",
        "perthchirocentre.com.au",
        "thatsgoodchiro.com",
        "regeneratechiropractic.com.au",
        "lbhc.com.au"
      ],
      "source_classes": [
        {
          "domain": "chiropractors.org.au",
          "class": "brand-source"
        },
        {
          "domain": "vitalitychiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "freemanchiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thornliehealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthchiropracticandphysicaltherapyclinic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "backpainreliefclinic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "eastperthchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthchirocentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thatsgoodchiro.com",
          "class": "third-party"
        },
        {
          "domain": "regeneratechiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lbhc.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-chiropractor-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B4",
      "prompt": "affordable chiropractor Perth first visit cost",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://fortitudechiropractic.com.au/how-much-does-a-chiropractor-cost-in-perth/",
        "https://fortitudechiropractic.com.au/how-much-does-a-chiropractor-cost-in-perth/",
        "https://fortitudechiropractic.com.au/how-much-does-a-chiropractor-cost-in-perth/",
        "https://regeneratechiropractic.com.au/pricing/#:~:text=The%20initial%20consultation%20covers%20a%20full%20clinical,your%20problem%2C%20and%20begin%20your%20recovery%20plan.",
        "https://fortitudechiropractic.com.au/how-much-does-a-chiropractor-cost-in-perth/",
        "https://fortitudechiropractic.com.au/how-much-does-a-chiropractor-cost-in-perth/#:~:text=What%20is%20the%20average%20Chiropractic%20appointment%20Cost,appointment%3A%20%2465%E2%80%93%2495.%20*%20Extended%20chiropractic%20appointment%3A%20%2495%E2%80%93%24125.",
        "https://carevo.com.au/services/chiropractic-home/cost/perth#:~:text=Under%20a%20GP%20Chronic%20Condition%20Management%20plan%2C,chiropractors%20charge%20a%20gap%20above%20the%20rebate.",
        "https://carevo.com.au/services/chiropractic-home/cost/perth#:~:text=Under%20a%20GP%20Chronic%20Condition%20Management%20plan%2C,chiropractors%20charge%20a%20gap%20above%20the%20rebate."
      ],
      "cited_domains": [
        "fortitudechiropractic.com.au",
        "regeneratechiropractic.com.au",
        "carevo.com.au"
      ],
      "source_classes": [
        {
          "domain": "fortitudechiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "regeneratechiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "carevo.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-chiropractor-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B4",
      "prompt": "affordable chiropractor Perth first visit cost",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://regeneratechiropractic.com.au/pricing/#:~:text=Our%20standard%20consultation%20is%20%2470.%20Your%20first,of%20Findings%20or%20Long%20Consultation%20are%20%24100.",
        "https://fortitudechiropractic.com.au/how-much-does-a-chiropractor-cost-in-perth/#:~:text=What%20is%20the%20average%20Chiropractic%20appointment%20Cost,appointment%3A%20%2465%E2%80%93%2495.%20*%20Extended%20chiropractic%20appointment%3A%20%2495%E2%80%93%24125.",
        "https://regeneratechiropractic.com.au/pricing/#:~:text=Yes.%20We%20have%20HICAPS%20facilities%2C%20so%20you,health%20fund%20and%20level%20of%20extras%20cover.",
        "https://carevo.com.au/services/chiropractic-home/cost/perth#:~:text=Under%20a%20GP%20Chronic%20Condition%20Management%20plan%2C,chiropractors%20charge%20a%20gap%20above%20the%20rebate.",
        "https://carevo.com.au/services/chiropractic-home/cost/perth#:~:text=Initial%20consultations%20usually%20sit%20at%20the%20top,matched%20with%20providers.%20For%20chiropractors%20in%20Perth."
      ],
      "cited_domains": [
        "regeneratechiropractic.com.au",
        "fortitudechiropractic.com.au",
        "carevo.com.au"
      ],
      "source_classes": [
        {
          "domain": "regeneratechiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fortitudechiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "carevo.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-chiropractor-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B4",
      "prompt": "affordable chiropractor Perth first visit cost",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://fortitudechiropractic.com.au/how-much-does-a-chiropractor-cost-in-perth/#:~:text=What%20is%20the%20average%20Chiropractic%20appointment%20Cost,appointment%3A%20%2465%E2%80%93%2495.%20*%20Extended%20chiropractic%20appointment%3A%20%2495%E2%80%93%24125.",
        "https://carevo.com.au/services/chiropractic-home/cost/perth#:~:text=Join%20Carevo.%20*%20Home%20Chiropractic.%20*%20Cost.,out%20of%20pocket.%20For%20chiropractors%20in%20Perth.",
        "https://fortitudechiropractic.com.au/how-much-does-a-chiropractor-cost-in-perth/#:~:text=What%20is%20the%20average%20Chiropractic%20appointment%20Cost,appointment%3A%20%2465%E2%80%93%2495.%20*%20Extended%20chiropractic%20appointment%3A%20%2495%E2%80%93%24125.",
        "https://fortitudechiropractic.com.au/how-much-does-a-chiropractor-cost-in-perth/#:~:text=What%20is%20the%20average%20Chiropractic%20appointment%20Cost,appointment%3A%20%2465%E2%80%93%2495.%20*%20Extended%20chiropractic%20appointment%3A%20%2495%E2%80%93%24125.",
        "https://regeneratechiropractic.com.au/pricing/#:~:text=Yes.%20We%20have%20HICAPS%20facilities%2C%20so%20you,health%20fund%20and%20level%20of%20extras%20cover.",
        "https://regeneratechiropractic.com.au/pricing/#:~:text=If%20your%20GP%20has%20provided%20a%20Chronic,see%20if%20you%20qualify%20before%20your%20appointment.",
        "https://carevo.com.au/services/chiropractic-home/cost/perth#:~:text=Under%20a%20GP%20Chronic%20Condition%20Management%20plan%2C,chiropractors%20charge%20a%20gap%20above%20the%20rebate."
      ],
      "cited_domains": [
        "fortitudechiropractic.com.au",
        "carevo.com.au",
        "regeneratechiropractic.com.au"
      ],
      "source_classes": [
        {
          "domain": "fortitudechiropractic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "carevo.com.au",
          "class": "brand-source"
        },
        {
          "domain": "regeneratechiropractic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-chiropractor-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B5",
      "prompt": "chiropractor or physio in Perth for sciatica",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "East Perth Chiropractic Health Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Chiropractic"
      ],
      "brands_recommended": [
        "East Perth Chiropractic Health Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Chiropractic"
      ],
      "brand_order": [
        "East Perth Chiropractic Health Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Chiropractic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-chiropractor-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B5",
      "prompt": "chiropractor or physio in Perth for sciatica",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-chiropractor-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B5",
      "prompt": "chiropractor or physio in Perth for sciatica",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "Central City Health Professionals",
        "Spine & Sports Centre",
        "Perth Sports Chiropractor | Subiaco",
        "West Perth Chiropractic",
        "Perth Wellness",
        "Perth Sports Chiropractor | Osborne Park",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Perth Sports Chiropractor | Inglewood",
        "West Perth Healthcare Centre",
        "Cove Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Upright Chiropractic",
        "Up! Chiropractic",
        "Perth Physio & Chiro",
        "Perth Sports Chiropractor | Applecross"
      ],
      "brands_recommended": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "Central City Health Professionals",
        "Spine & Sports Centre",
        "Perth Sports Chiropractor | Subiaco",
        "West Perth Chiropractic",
        "Perth Wellness",
        "Perth Sports Chiropractor | Osborne Park",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Perth Sports Chiropractor | Inglewood",
        "West Perth Healthcare Centre",
        "Cove Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Upright Chiropractic",
        "Up! Chiropractic",
        "Perth Physio & Chiro",
        "Perth Sports Chiropractor | Applecross"
      ],
      "brand_order": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Chiropractic",
        "East Perth Chiropractic Health Centre",
        "Northbridge Chiropractic",
        "Central City Health Professionals",
        "Spine & Sports Centre",
        "Perth Sports Chiropractor | Subiaco",
        "West Perth Chiropractic",
        "Perth Wellness",
        "Perth Sports Chiropractor | Osborne Park",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Perth Sports Chiropractor | Inglewood",
        "West Perth Healthcare Centre",
        "Cove Chiropractic",
        "Perth Sports Chiropractor | Leederville",
        "Upright Chiropractic",
        "Up! Chiropractic",
        "Perth Physio & Chiro",
        "Perth Sports Chiropractor | Applecross"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://peakhealthcalgary.com/physio-or-chiropractor-for-sciatica/",
        "https://wholistichc.com.au/chiropractor-vs-physio-for-back-pain/",
        "https://www.absolutehealth.net.au/articles/chiropractor-or-physio-for-sciatica/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNGVHNDBlalptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNGR6Rm5lV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMGJISXdNbXR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHZ3plbm8yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5GODVhemR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMFpHeDZibVJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjeGVtTm5hM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnNE5YSTBNSFJuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d1h6VjZlbko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjM2FHTTJialpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMWpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnM2QyYzNkekkyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBMWVtWXdZekJvGAo"
      ],
      "cited_domains": [
        "peakhealthcalgary.com",
        "wholistichc.com.au",
        "absolutehealth.net.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "peakhealthcalgary.com",
          "class": "third-party"
        },
        {
          "domain": "wholistichc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "absolutehealth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-chiropractor-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B5",
      "prompt": "chiropractor or physio in Perth for sciatica",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Next Wave Therapy",
        "Physio",
        "Chiro"
      ],
      "brands_recommended": [
        "Next Wave Therapy",
        "Physio",
        "Chiro"
      ],
      "brand_order": [
        "Next Wave Therapy",
        "Physio",
        "Chiro"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://revivephysiowa.com.au/sciatica/",
        "https://www.perthchirocentre.com.au/",
        "https://www.nextwavetherapy.com.au/physiotherapy/sciatica-physio/",
        "https://perthsportschiro.com.au/injury-info/sciatica-pain/",
        "https://functionmattersphysio.com.au/sciatica-physio-perth",
        "https://movephysiotherapy.com.au/conditions/sciatica",
        "https://www.vitalitychiro.com.au/chiropractic-care/sciatica",
        "https://melvillewellness.com.au/understanding-sciatic-pain-and-how-a-chiropractor-can-help/"
      ],
      "cited_domains": [
        "revivephysiowa.com.au",
        "perthchirocentre.com.au",
        "nextwavetherapy.com.au",
        "perthsportschiro.com.au",
        "functionmattersphysio.com.au",
        "movephysiotherapy.com.au",
        "vitalitychiro.com.au",
        "melvillewellness.com.au"
      ],
      "source_classes": [
        {
          "domain": "revivephysiowa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthchirocentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nextwavetherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsportschiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "functionmattersphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vitalitychiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "melvillewellness.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-chiropractor-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B5",
      "prompt": "chiropractor or physio in Perth for sciatica",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Wisdom Physiotherapy",
        "Logan Chiropractic and Wellness",
        "Choosing a Physiotherapist",
        "Choosing a Chiropractor"
      ],
      "brands_recommended": [
        "Wisdom Physiotherapy",
        "Logan Chiropractic and Wellness",
        "Choosing a Physiotherapist",
        "Choosing a Chiropractor"
      ],
      "brand_order": [
        "Wisdom Physiotherapy",
        "Logan Chiropractic and Wellness",
        "Choosing a Physiotherapist",
        "Choosing a Chiropractor"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.spinaldecompressionperth.com.au/",
        "https://perthsportschiro.com.au/injury-info/sciatica-pain/",
        "https://www.perthchirocentre.com.au/",
        "https://revivephysiowa.com.au/sciatica/",
        "https://www.loganchirowellness.com/sciatica-treatment",
        "https://functionmattersphysio.com.au/sciatica-physio-perth",
        "https://www.perthchirocentre.com.au/sciatica-treatment-perth",
        "https://movephysiotherapy.com.au/conditions/sciatica",
        "https://wisdomphysio.com.au/sciatica-need-know/",
        "https://www.integrativechirocenter.com/back-pain/is-massage-or-chiropractor-better-for-sciatica/"
      ],
      "cited_domains": [
        "spinaldecompressionperth.com.au",
        "perthsportschiro.com.au",
        "perthchirocentre.com.au",
        "revivephysiowa.com.au",
        "loganchirowellness.com",
        "functionmattersphysio.com.au",
        "movephysiotherapy.com.au",
        "wisdomphysio.com.au",
        "integrativechirocenter.com"
      ],
      "source_classes": [
        {
          "domain": "spinaldecompressionperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsportschiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthchirocentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "revivephysiowa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "loganchirowellness.com",
          "class": "brand-source"
        },
        {
          "domain": "functionmattersphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wisdomphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "integrativechirocenter.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-chiropractor-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B5",
      "prompt": "chiropractor or physio in Perth for sciatica",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Physiotherapy Clinics",
        "Chiropractic & Spinal Decompression Clinics"
      ],
      "brands_recommended": [
        "Physiotherapy Clinics",
        "Chiropractic & Spinal Decompression Clinics"
      ],
      "brand_order": [
        "Physiotherapy Clinics",
        "Chiropractic & Spinal Decompression Clinics"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://revivephysiowa.com.au/sciatica/",
        "https://www.perthchirocentre.com.au/",
        "https://perthsportschiro.com.au/injury-info/sciatica-pain/",
        "https://functionmattersphysio.com.au/sciatica-physio-perth",
        "https://www.nextwavetherapy.com.au/physiotherapy/sciatica-physio/",
        "https://vitalitychiro.com.au/chiropractic-care/sciatica",
        "https://movephysiotherapy.com.au/conditions/sciatica",
        "https://beeliarchiro.com.au/sciatica-treatment-beeliar/"
      ],
      "cited_domains": [
        "revivephysiowa.com.au",
        "perthchirocentre.com.au",
        "perthsportschiro.com.au",
        "functionmattersphysio.com.au",
        "nextwavetherapy.com.au",
        "vitalitychiro.com.au",
        "movephysiotherapy.com.au",
        "beeliarchiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "revivephysiowa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthchirocentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsportschiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "functionmattersphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nextwavetherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vitalitychiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beeliarchiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-chiropractor-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B5",
      "prompt": "chiropractor or physio in Perth for sciatica",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "PhysioLogix Physiotherapy + Pilates",
        "Perth Wellness",
        "Trained Physio & Fitness Perth",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "HBF Physio Perth City",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Osborne Park",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "STR Physio",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Chiro Centre",
        "Physio vs chiropractor",
        "Perth Sports Chiropractor | Leederville"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "PhysioLogix Physiotherapy + Pilates",
        "Perth Wellness",
        "Trained Physio & Fitness Perth",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "HBF Physio Perth City",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Osborne Park",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "STR Physio",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Chiro Centre",
        "Physio vs chiropractor",
        "Perth Sports Chiropractor | Leederville"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "PhysioLogix Physiotherapy + Pilates",
        "Perth Wellness",
        "Trained Physio & Fitness Perth",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "HBF Physio Perth City",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Osborne Park",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "STR Physio",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Chiro Centre",
        "Physio vs chiropractor",
        "Perth Sports Chiropractor | Leederville"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.healthdirect.gov.au/sciatica?utm_source=chatgpt.com",
        "https://www.health.wa.gov.au/~/media/Files/Corporate/general-documents/Referral-Access-Criteria/RAC-Orthopaedics-Adult-Draft-V24-online-feedback-1.pdf?utm_source=chatgpt.com",
        "https://www.safetyandquality.gov.au/clinical-care-standards/low-back-pain?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "healthdirect.gov.au",
        "health.wa.gov.au",
        "safetyandquality.gov.au"
      ],
      "source_classes": [
        {
          "domain": "healthdirect.gov.au",
          "class": "third-party"
        },
        {
          "domain": "health.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "safetyandquality.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-chiropractor-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B5",
      "prompt": "chiropractor or physio in Perth for sciatica",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "City Physiotherapy Centre",
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "STR Physio",
        "Bodysmart Physio Pilates & Chiro Perth",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "Perth Chiro Centre",
        "Perth Wellness",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Osborne Park",
        "Perth Physiotherapy and Pilates",
        "Perth Sports Chiropractor | Inglewood",
        "Trained Physio & Fitness Perth",
        "West Perth Chiropractic",
        "3 best physios nearby",
        "Perth Sports Chiropractor | Leederville"
      ],
      "brands_recommended": [
        "City Physiotherapy Centre",
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "STR Physio",
        "Bodysmart Physio Pilates & Chiro Perth",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "Perth Chiro Centre",
        "Perth Wellness",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Osborne Park",
        "Perth Physiotherapy and Pilates",
        "Perth Sports Chiropractor | Inglewood",
        "Trained Physio & Fitness Perth",
        "West Perth Chiropractic",
        "3 best physios nearby",
        "Perth Sports Chiropractor | Leederville"
      ],
      "brand_order": [
        "City Physiotherapy Centre",
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "STR Physio",
        "Bodysmart Physio Pilates & Chiro Perth",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Northbridge Chiropractic",
        "Perth Chiro Centre",
        "Perth Wellness",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Osborne Park",
        "Perth Physiotherapy and Pilates",
        "Perth Sports Chiropractor | Inglewood",
        "Trained Physio & Fitness Perth",
        "West Perth Chiropractic",
        "3 best physios nearby",
        "Perth Sports Chiropractor | Leederville"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://pmc.ncbi.nlm.nih.gov/articles/PMC9925551/?utm_source=chatgpt.com",
        "https://www.healthdirect.gov.au/sciatica?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "pmc.ncbi.nlm.nih.gov",
        "healthdirect.gov.au"
      ],
      "source_classes": [
        {
          "domain": "pmc.ncbi.nlm.nih.gov",
          "class": "third-party"
        },
        {
          "domain": "healthdirect.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-chiropractor-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B5",
      "prompt": "chiropractor or physio in Perth for sciatica",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "STR Physio",
        "Perth Wellness",
        "PhysioLogix Physiotherapy + Pilates",
        "Bodysmart Physio Pilates & Chiro Perth",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Perth Chiro Centre",
        "HBF Physio Perth City",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Osborne Park",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Trained Physio & Fitness Perth",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Sports Chiropractor | Leederville"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "STR Physio",
        "Perth Wellness",
        "PhysioLogix Physiotherapy + Pilates",
        "Bodysmart Physio Pilates & Chiro Perth",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Perth Chiro Centre",
        "HBF Physio Perth City",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Osborne Park",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Trained Physio & Fitness Perth",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Sports Chiropractor | Leederville"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "STR Physio",
        "Perth Wellness",
        "PhysioLogix Physiotherapy + Pilates",
        "Bodysmart Physio Pilates & Chiro Perth",
        "East Perth Chiropractic Health Centre",
        "Central City Chiropractic",
        "Perth Chiro Centre",
        "HBF Physio Perth City",
        "South Perth Chiropractic Centre",
        "Perth Sports Chiropractor | Osborne Park",
        "Northbridge Chiropractic",
        "West Perth Chiropractic",
        "Trained Physio & Fitness Perth",
        "Perth Sports Chiropractor | Inglewood",
        "Perth Sports Chiropractor | Leederville"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://pmc.ncbi.nlm.nih.gov/articles/PMC9925551/?utm_source=chatgpt.com",
        "https://www.healthdirect.gov.au/sciatica?utm_source=chatgpt.com",
        "https://www.heraldsun.com.au/health/fitness/is-it-a-slipped-disc-a-physiotherapist-on-the-real-causes-of-sciatica/news-story/a85dcd0697bff5ef2d6abe4f7b61dacc?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "pmc.ncbi.nlm.nih.gov",
        "healthdirect.gov.au",
        "heraldsun.com.au"
      ],
      "source_classes": [
        {
          "domain": "pmc.ncbi.nlm.nih.gov",
          "class": "third-party"
        },
        {
          "domain": "healthdirect.gov.au",
          "class": "third-party"
        },
        {
          "domain": "heraldsun.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-chiropractor-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B5",
      "prompt": "chiropractor or physio in Perth for sciatica",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Physiotherapy",
        "Chiropractic Care"
      ],
      "brands_recommended": [
        "Physiotherapy",
        "Chiropractic Care"
      ],
      "brand_order": [
        "Physiotherapy",
        "Chiropractic Care"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.canningtonchiro.com.au/sciatica/#:~:text=What%20Causes%20Sciatica%3F%20Sciatica%20often%20develops%20from,spinal%20canal%20places%20pressure%20on%20the%20nerve.",
        "https://revivephysiowa.com.au/sciatica/#:~:text=Strengthening%20your%20core%20and%20lower%20back%20muscles%2C,evidence-based%20treatment%20approaches%20in%20our%20state-of-the-art%20facilities.",
        "https://revivephysiowa.com.au/sciatica/#:~:text=At%20Revive%20Physiotherapy%2C%20our%20experienced%20physiotherapists%20employ,educate%20you%20on%20self-management%20and%20prevention%20strategies.",
        "https://myphysioperth.com.au/conditions/sciatica-treatment-perth/#:~:text=Sciatica%20Treatment%20Perth%20%E2%80%93%20My%20Physio%20Duncraig.,treatment%20at%20My%20Physio%20Perth.%20Book%20Appointment.",
        "https://www.perthchirocentre.com.au/#:~:text=%E2%80%9COur%20clinic%20is%20equipped%20with%20four%20spinal,sciatica%2C%20nerve%20compression%20and%20related%20spinal%20conditions.",
        "https://www.perthchirocentre.com.au/#:~:text=%E2%80%9COur%20clinic%20is%20equipped%20with%20four%20spinal,sciatica%2C%20nerve%20compression%20and%20related%20spinal%20conditions.",
        "https://myphysioperth.com.au/conditions/sciatica-treatment-perth/#:~:text=Causes%20of%20Sciatica.%20Sciatica%20is%20not%20a,lifting%20or%20twisting%20to%20cause%20Sciatic%20symptoms."
      ],
      "cited_domains": [
        "canningtonchiro.com.au",
        "revivephysiowa.com.au",
        "myphysioperth.com.au",
        "perthchirocentre.com.au"
      ],
      "source_classes": [
        {
          "domain": "canningtonchiro.com.au",
          "class": "brand-source"
        },
        {
          "domain": "revivephysiowa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "myphysioperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthchirocentre.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-chiropractor-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B5",
      "prompt": "chiropractor or physio in Perth for sciatica",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Physiotherapy",
        "Chiropractic Care"
      ],
      "brands_recommended": [
        "Physiotherapy",
        "Chiropractic Care"
      ],
      "brand_order": [
        "Physiotherapy",
        "Chiropractic Care"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-chiropractor-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "chiropractor-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-chiropractor-B5",
      "prompt": "chiropractor or physio in Perth for sciatica",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Chiropractor",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Physiotherapy for Sciatica",
        "Chiropractic Care for Sciatica"
      ],
      "brands_recommended": [
        "Physiotherapy for Sciatica",
        "Chiropractic Care for Sciatica"
      ],
      "brand_order": [
        "Physiotherapy for Sciatica",
        "Chiropractic Care for Sciatica"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://myphysioperth.com.au/conditions/sciatica-treatment-perth/#:~:text=My%20Physio%20Perth%20in%20Duncraig%20have%20become,can%20all%20benefit%20from%20targeted%20massage%20therapy.",
        "https://myphysioperth.com.au/conditions/sciatica-treatment-perth/#:~:text=Disc%20injuries%20cause%20inflammation%20and%20pain%20and,myths%20such%20as%20the%20'slipped%20disc.%20'",
        "https://www.lakesidechiro.com.au/blog/receiving-sciatica-treatment-perth"
      ],
      "cited_domains": [
        "myphysioperth.com.au",
        "lakesidechiro.com.au"
      ],
      "source_classes": [
        {
          "domain": "myphysioperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lakesidechiro.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-chiropractor-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A1",
      "prompt": "best conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "West Perth Property Settlements",
        "Blaze Conveyancing",
        "CS Legal Settlement Agents & Conveyancers Joondalup",
        "Apple Settlements",
        "Lawlab Conveyancing Sydney",
        "Dott & Crossitt Conveyancers + Solicitors",
        "Hanson Property Settlements Perth",
        "CS Legal",
        "WA Settlement Services",
        "Beckley Conveyancing",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Alpha Conveyancing and Settlement Solutions",
        "West Coast Conveyancing"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "West Perth Property Settlements",
        "Blaze Conveyancing",
        "CS Legal Settlement Agents & Conveyancers Joondalup",
        "Apple Settlements",
        "Lawlab Conveyancing Sydney",
        "Dott & Crossitt Conveyancers + Solicitors",
        "Hanson Property Settlements Perth",
        "CS Legal",
        "WA Settlement Services",
        "Beckley Conveyancing",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Alpha Conveyancing and Settlement Solutions",
        "West Coast Conveyancing"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "West Perth Property Settlements",
        "Blaze Conveyancing",
        "CS Legal Settlement Agents & Conveyancers Joondalup",
        "Apple Settlements",
        "Lawlab Conveyancing Sydney",
        "Dott & Crossitt Conveyancers + Solicitors",
        "Hanson Property Settlements Perth",
        "CS Legal",
        "WA Settlement Services",
        "Beckley Conveyancing",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Alpha Conveyancing and Settlement Solutions",
        "West Coast Conveyancing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.vickiphilipoff.com.au/",
        "https://bestconveyancersaustralia.com.au/best/perth/",
        "https://transactorapp.com/conveyancers/perth/",
        "https://kidmanconveyancing.com/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpobk0yZzVhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVkyTnFlamN6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNmNURnVaM0k1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeVpEVjRPSFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XUjZiVzVtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNVlqQm9aMm8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkek9ETTFZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0cmNqZ3hOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc09EUndjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWQza3hiV3MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkc2NUVjRhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVY5eE5qZzVlR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZM1ltbzBNbTFxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWQydGZZbVEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14c05tcDNhalEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NtTjNOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y3pBMFpqZHNNV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0xc01ubDBObkUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyUmpkblkyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM04ydHNkall5GAo"
      ],
      "cited_domains": [
        "vickiphilipoff.com.au",
        "bestconveyancersaustralia.com.au",
        "transactorapp.com",
        "kidmanconveyancing.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "transactorapp.com",
          "class": "brand-source"
        },
        {
          "domain": "kidmanconveyancing.com",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-conveyancer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A1",
      "prompt": "best conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "West Perth Property Settlements",
        "Blaze Conveyancing",
        "CS Legal Settlement Agents & Conveyancers Joondalup",
        "Apple Settlements",
        "Lawlab Conveyancing Sydney",
        "Dott & Crossitt Conveyancers + Solicitors",
        "Hanson Property Settlements Perth",
        "CS Legal",
        "WA Settlement Services",
        "Beckley Conveyancing",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Alpha Conveyancing and Settlement Solutions",
        "West Coast Conveyancing"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "West Perth Property Settlements",
        "Blaze Conveyancing",
        "CS Legal Settlement Agents & Conveyancers Joondalup",
        "Apple Settlements",
        "Lawlab Conveyancing Sydney",
        "Dott & Crossitt Conveyancers + Solicitors",
        "Hanson Property Settlements Perth",
        "CS Legal",
        "WA Settlement Services",
        "Beckley Conveyancing",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Alpha Conveyancing and Settlement Solutions",
        "West Coast Conveyancing"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "West Perth Property Settlements",
        "Blaze Conveyancing",
        "CS Legal Settlement Agents & Conveyancers Joondalup",
        "Apple Settlements",
        "Lawlab Conveyancing Sydney",
        "Dott & Crossitt Conveyancers + Solicitors",
        "Hanson Property Settlements Perth",
        "CS Legal",
        "WA Settlement Services",
        "Beckley Conveyancing",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Alpha Conveyancing and Settlement Solutions",
        "West Coast Conveyancing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.vickiphilipoff.com.au/",
        "https://bestconveyancersaustralia.com.au/best/perth/",
        "https://transactorapp.com/conveyancers/perth/",
        "https://kidmanconveyancing.com/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpobk0yZzVhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVkyTnFlamN6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNmNURnVaM0k1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeVpEVjRPSFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XUjZiVzVtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNVlqQm9aMm8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkek9ETTFZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0cmNqZ3hOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc09EUndjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWQza3hiV3MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkc2NUVjRhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVY5eE5qZzVlR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZM1ltbzBNbTFxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWQydGZZbVEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14c05tcDNhalEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NtTjNOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y3pBMFpqZHNNV2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0xc01ubDBObkUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyUmpkblkyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM04ydHNkall5GAo"
      ],
      "cited_domains": [
        "vickiphilipoff.com.au",
        "bestconveyancersaustralia.com.au",
        "transactorapp.com",
        "kidmanconveyancing.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "transactorapp.com",
          "class": "brand-source"
        },
        {
          "domain": "kidmanconveyancing.com",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-conveyancer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A1",
      "prompt": "best conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "First Choice Conveyancing",
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "H2 Conveyancing",
        "CS Legal",
        "West Perth Property Settlements",
        "KB Settlements",
        "Rezzi Conveyancing",
        "WA Settlement Services",
        "West Coast Conveyancing",
        "Elite Property Settlements",
        "Flat Rate Settlements",
        "Peacock Settlements & Conveyance Services",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "LEAD Conveyancing Perth",
        "Shane Jacob Settlements",
        "Paramount Settlements",
        "Envoy Settlement Agency",
        "Paragon Legal Solutions"
      ],
      "brands_recommended": [
        "First Choice Conveyancing",
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "H2 Conveyancing",
        "CS Legal",
        "West Perth Property Settlements",
        "KB Settlements",
        "Rezzi Conveyancing",
        "WA Settlement Services",
        "West Coast Conveyancing",
        "Elite Property Settlements",
        "Flat Rate Settlements",
        "Peacock Settlements & Conveyance Services",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "LEAD Conveyancing Perth",
        "Shane Jacob Settlements",
        "Paramount Settlements",
        "Envoy Settlement Agency",
        "Paragon Legal Solutions"
      ],
      "brand_order": [
        "First Choice Conveyancing",
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "H2 Conveyancing",
        "CS Legal",
        "West Perth Property Settlements",
        "KB Settlements",
        "Rezzi Conveyancing",
        "WA Settlement Services",
        "West Coast Conveyancing",
        "Elite Property Settlements",
        "Flat Rate Settlements",
        "Peacock Settlements & Conveyance Services",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "LEAD Conveyancing Perth",
        "Shane Jacob Settlements",
        "Paramount Settlements",
        "Envoy Settlement Agency",
        "Paragon Legal Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeVpEVjRPSFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNmNURnVaM0k1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpobk0yZzVhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVkyTnFlamN6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XUjZiVzVtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14c05tcDNhalEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0cmNqZ3hOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaemQyZHhhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkek9ETTFZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NtTjNOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM04ydHNkall5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNVlqQm9aMm8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc1bWR6aGthZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2R6ZzNlamt5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0xc01ubDBObkUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaVozY3dOVzVuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMFltWTNOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaeE1XWjVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdjNU5uWjNaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdacllqTm5ibkU0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-conveyancer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A1",
      "prompt": "best conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-conveyancer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A1",
      "prompt": "best conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-conveyancer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A1",
      "prompt": "best conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-conveyancer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A1",
      "prompt": "best conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Strategic Settlements",
        "Strategic Property Conveyancing Perth",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "First Choice Conveyancing",
        "CS Legal",
        "Communication during settlement"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Strategic Settlements",
        "Strategic Property Conveyancing Perth",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "First Choice Conveyancing",
        "CS Legal",
        "Communication during settlement"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Strategic Settlements",
        "Strategic Property Conveyancing Perth",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "First Choice Conveyancing",
        "CS Legal",
        "Communication during settlement"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.trustpilot.com/review/vickiphilipoff.com.au?utm_source=chatgpt.com",
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "trustpilot.com",
        "bestconveyancersaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-conveyancer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A1",
      "prompt": "best conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "Strategic Property Conveyancing Perth",
        "West Perth Property Settlements",
        "Best Conveyancers Australia",
        "Conveyancer Compare",
        "First Choice Conveyancing",
        "Perth Settlements",
        "Landmark Settlements",
        "South Perth Settlements",
        "H2 Conveyancing",
        "WA Settlement Services",
        "CS Legal",
        "Perth Legal Property & Settlements",
        "West Coast Conveyancing",
        "Alpha Conveyancing and Settlement Solutions"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "Strategic Property Conveyancing Perth",
        "West Perth Property Settlements",
        "Best Conveyancers Australia",
        "Conveyancer Compare",
        "First Choice Conveyancing",
        "Perth Settlements",
        "Landmark Settlements",
        "South Perth Settlements",
        "H2 Conveyancing",
        "WA Settlement Services",
        "CS Legal",
        "Perth Legal Property & Settlements",
        "West Coast Conveyancing",
        "Alpha Conveyancing and Settlement Solutions"
      ],
      "brand_order": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "Strategic Property Conveyancing Perth",
        "West Perth Property Settlements",
        "Best Conveyancers Australia",
        "Conveyancer Compare",
        "First Choice Conveyancing",
        "Perth Settlements",
        "Landmark Settlements",
        "South Perth Settlements",
        "H2 Conveyancing",
        "WA Settlement Services",
        "CS Legal",
        "Perth Legal Property & Settlements",
        "West Coast Conveyancing",
        "Alpha Conveyancing and Settlement Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/west-perth-property-settlements-168213308775327?utm_source=chatgpt.com",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "reviews.birdeye.com",
        "conveyancercompare.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-conveyancer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A1",
      "prompt": "best conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "H2 Conveyancing",
        "First Choice Conveyancing",
        "Best Conveyancers Australia",
        "LEAD Conveyancing Perth",
        "Perth Settlements",
        "Collective Conveyancing",
        "Strategic Property Conveyancing Perth",
        "South Perth Settlements",
        "Mighty Settlements",
        "Landmark Settlements",
        "Perth Legal Property & Settlements",
        "West Coast Conveyancing",
        "CS Legal"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "H2 Conveyancing",
        "First Choice Conveyancing",
        "Best Conveyancers Australia",
        "LEAD Conveyancing Perth",
        "Perth Settlements",
        "Collective Conveyancing",
        "Strategic Property Conveyancing Perth",
        "South Perth Settlements",
        "Mighty Settlements",
        "Landmark Settlements",
        "Perth Legal Property & Settlements",
        "West Coast Conveyancing",
        "CS Legal"
      ],
      "brand_order": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "H2 Conveyancing",
        "First Choice Conveyancing",
        "Best Conveyancers Australia",
        "LEAD Conveyancing Perth",
        "Perth Settlements",
        "Collective Conveyancing",
        "Strategic Property Conveyancing Perth",
        "South Perth Settlements",
        "Mighty Settlements",
        "Landmark Settlements",
        "Perth Legal Property & Settlements",
        "West Coast Conveyancing",
        "CS Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.trustpilot.com/review/vickiphilipoff.com.au?utm_source=chatgpt.com",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "trustpilot.com",
        "conveyancercompare.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-conveyancer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A1",
      "prompt": "best conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20conveyancers%20with%20strong%20local%20reviews.,sale%2C%20off-the-plan.%20Pricing%20fixed%20fee%20from%20%24880.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Strategic%20Settlements%20consistently%20ranks%20among%20the%20top,strata.%20Pricing%20fixed%20fee%20from%20%24660.%20Strengths.",
        "https://kddsettlementagentperth.com.au/#:~:text=Trust%20Us%20With%20Your%20Conveyancing%20Needs.%20KDD,and%20statewide%2C%20meaning%20we%20come%20to%20you.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=CS%20Legal%20*%20%E2%9C%93WA%20Settlement%20Agent.%20*,%E2%9C%9316%2B%20licensed%20conveyancers.%20*%20%E2%9C%93Perth%20CBD%20based.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20first-time%20clients%20in%20Perth.%20Apple,subdivision.%20Pricing%20fixed%20fee%20from%20%24660.%20Strengths.",
        "https://kidmanconveyancing.com/reviews/#:~:text=We're%20very%20grateful%20for%20the%20huge%20amount,Kidman%20Conveyancing%20Services%20to%20any%20prospective%20client."
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "kddsettlementagentperth.com.au",
        "kidmanconveyancing.com"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kidmanconveyancing.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-conveyancer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A1",
      "prompt": "best conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Apple Settlements",
        "Kidman Conveyancing"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Apple Settlements",
        "Kidman Conveyancing"
      ],
      "brand_order": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Apple Settlements",
        "Kidman Conveyancing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth#:~:text=There%20are%2019%20licensed%20settlement%20agents%20registered,reviews.%20All%20agents%20listed%20here%20are%20licence-verified.",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth#:~:text=There%20are%2019%20licensed%20settlement%20agents%20registered,reviews.%20All%20agents%20listed%20here%20are%20licence-verified."
      ],
      "cited_domains": [
        "conveyancercompare.com.au"
      ],
      "source_classes": [
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-conveyancer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A1",
      "prompt": "best conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Boardwalk%20Conveyancing%20consistently%20ranks%20among%20the%20top,sale%2C%20transfers.%20Pricing%20fixed-fee%20quotes%20available.%20Strengths.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Strategic%20Settlements%20consistently%20ranks%20among%20the%20top,strata.%20Pricing%20fixed%20fee%20from%20%24660.%20Strengths.",
        "https://kddsettlementagentperth.com.au/#:~:text=Trust%20Us%20With%20Your%20Conveyancing%20Needs.%20KDD,and%20statewide%2C%20meaning%20we%20come%20to%20you.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=CS%20Legal%20*%20%E2%9C%93WA%20Settlement%20Agent.%20*,%E2%9C%9316%2B%20licensed%20conveyancers.%20*%20%E2%9C%93Perth%20CBD%20based.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20first-time%20clients%20in%20Perth.%20Apple,sale%2C%20subdivision.%20Pricing%20fixed%20fee%20from%20%24660.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20overall%20quality%20and%20reliability%20in,commercial.%20Pricing%20fixed%20fee%20from%20%24770.%20Strengths."
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "kddsettlementagentperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-conveyancer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A2",
      "prompt": "top conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "KB Settlements",
        "West Coast Conveyancing",
        "WA Settlement Services",
        "Rezzi Conveyancing",
        "Elite Property Settlements",
        "CS Legal",
        "Shane Jacob Settlements",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "LEAD Conveyancing Perth",
        "Envoy Settlement Agency",
        "Kidman Conveyancing Services",
        "Flat Rate Settlements",
        "Peacock Settlements & Conveyance Services",
        "Personalised Settlements",
        "Tang Law",
        "Blaze Conveyancing",
        "West Perth Legal",
        "Paragon Legal Solutions",
        "CB Wills",
        "Solomon Hollett Lawyers",
        "CS Legal Settlement Agents & Conveyancers Joondalup",
        "Alpha Conveyancing and Settlement Solutions"
      ],
      "brands_recommended": [
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "KB Settlements",
        "West Coast Conveyancing",
        "WA Settlement Services",
        "Rezzi Conveyancing",
        "Elite Property Settlements",
        "CS Legal",
        "Shane Jacob Settlements",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "LEAD Conveyancing Perth",
        "Envoy Settlement Agency",
        "Kidman Conveyancing Services",
        "Flat Rate Settlements",
        "Peacock Settlements & Conveyance Services",
        "Personalised Settlements",
        "Tang Law",
        "Blaze Conveyancing",
        "West Perth Legal",
        "Paragon Legal Solutions",
        "CB Wills",
        "Solomon Hollett Lawyers",
        "CS Legal Settlement Agents & Conveyancers Joondalup",
        "Alpha Conveyancing and Settlement Solutions"
      ],
      "brand_order": [
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "KB Settlements",
        "West Coast Conveyancing",
        "WA Settlement Services",
        "Rezzi Conveyancing",
        "Elite Property Settlements",
        "CS Legal",
        "Shane Jacob Settlements",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "LEAD Conveyancing Perth",
        "Envoy Settlement Agency",
        "Kidman Conveyancing Services",
        "Flat Rate Settlements",
        "Peacock Settlements & Conveyance Services",
        "Personalised Settlements",
        "Tang Law",
        "Blaze Conveyancing",
        "West Perth Legal",
        "Paragon Legal Solutions",
        "CB Wills",
        "Solomon Hollett Lawyers",
        "CS Legal Settlement Agents & Conveyancers Joondalup",
        "Alpha Conveyancing and Settlement Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNmNURnVaM0k1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeVpEVjRPSFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVkyTnFlamN6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpobk0yZzVhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XUjZiVzVtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0cmNqZ3hOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaemQyZHhhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM04ydHNkall5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NtTjNOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkek9ETTFZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNVlqQm9aMm8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14c05tcDNhalEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMFltWTNOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0xc01ubDBObkUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaVozY3dOVzVuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdjNU5uWjNaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReWNYQmpkdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc1bWR6aGthZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2R6ZzNlamt5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxM2EzbHhjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc09EUndjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM056QXljV001GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdacllqTm5ibkU0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRHcHNhM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNFp6SmZObnB5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWQza3hiV3MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyUmpkblkyGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-conveyancer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A2",
      "prompt": "top conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "First Choice Conveyancing",
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "KB Settlements",
        "CS Legal",
        "WA Settlement Services",
        "West Coast Conveyancing",
        "Rezzi Conveyancing",
        "Flat Rate Settlements",
        "Elite Property Settlements",
        "LEAD Conveyancing Perth",
        "Paramount Settlements",
        "Peacock Settlements & Conveyance Services",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Shane Jacob Settlements",
        "Envoy Settlement Agency",
        "Alpha Conveyancing and Settlement Solutions",
        "Blaze Conveyancing"
      ],
      "brands_recommended": [
        "First Choice Conveyancing",
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "KB Settlements",
        "CS Legal",
        "WA Settlement Services",
        "West Coast Conveyancing",
        "Rezzi Conveyancing",
        "Flat Rate Settlements",
        "Elite Property Settlements",
        "LEAD Conveyancing Perth",
        "Paramount Settlements",
        "Peacock Settlements & Conveyance Services",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Shane Jacob Settlements",
        "Envoy Settlement Agency",
        "Alpha Conveyancing and Settlement Solutions",
        "Blaze Conveyancing"
      ],
      "brand_order": [
        "First Choice Conveyancing",
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "KB Settlements",
        "CS Legal",
        "WA Settlement Services",
        "West Coast Conveyancing",
        "Rezzi Conveyancing",
        "Flat Rate Settlements",
        "Elite Property Settlements",
        "LEAD Conveyancing Perth",
        "Paramount Settlements",
        "Peacock Settlements & Conveyance Services",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Shane Jacob Settlements",
        "Envoy Settlement Agency",
        "Alpha Conveyancing and Settlement Solutions",
        "Blaze Conveyancing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeVpEVjRPSFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNmNURnVaM0k1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpobk0yZzVhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVkyTnFlamN6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XUjZiVzVtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0cmNqZ3hOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaemQyZHhhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14c05tcDNhalEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NtTjNOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM04ydHNkall5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkek9ETTFZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc1bWR6aGthZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNVlqQm9aMm8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaVozY3dOVzVuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaeE1XWjVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2R6ZzNlamt5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0xc01ubDBObkUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMFltWTNOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVgzZHNiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdjNU5uWjNaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyUmpkblkyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc09EUndjZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-conveyancer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A2",
      "prompt": "top conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "CS Legal",
        "Rezzi Conveyancing",
        "WA Settlement Services",
        "Elite Property Settlements",
        "West Coast Conveyancing",
        "KB Settlements",
        "Shane Jacob Settlements",
        "Paramount Settlements",
        "Flat Rate Settlements",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Envoy Settlement Agency",
        "LEAD Conveyancing Perth",
        "Personalised Settlements",
        "Apple Settlements"
      ],
      "brands_recommended": [
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "CS Legal",
        "Rezzi Conveyancing",
        "WA Settlement Services",
        "Elite Property Settlements",
        "West Coast Conveyancing",
        "KB Settlements",
        "Shane Jacob Settlements",
        "Paramount Settlements",
        "Flat Rate Settlements",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Envoy Settlement Agency",
        "LEAD Conveyancing Perth",
        "Personalised Settlements",
        "Apple Settlements"
      ],
      "brand_order": [
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "CS Legal",
        "Rezzi Conveyancing",
        "WA Settlement Services",
        "Elite Property Settlements",
        "West Coast Conveyancing",
        "KB Settlements",
        "Shane Jacob Settlements",
        "Paramount Settlements",
        "Flat Rate Settlements",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Envoy Settlement Agency",
        "LEAD Conveyancing Perth",
        "Personalised Settlements",
        "Apple Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNmNURnVaM0k1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpobk0yZzVhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVkyTnFlamN6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeVpEVjRPSFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XUjZiVzVtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0cmNqZ3hOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14c05tcDNhalEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkek9ETTFZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NtTjNOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNVlqQm9aMm8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM04ydHNkall5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaemQyZHhhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMFltWTNOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaeE1XWjVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc1bWR6aGthZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0xc01ubDBObkUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdjNU5uWjNaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaVozY3dOVzVuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxM2EzbHhjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkc2NUVjRhQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-conveyancer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A2",
      "prompt": "top conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-conveyancer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A2",
      "prompt": "top conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-conveyancer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A2",
      "prompt": "top conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-conveyancer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A2",
      "prompt": "top conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Strategic Property Conveyancing Perth",
        "Elite Property Settlements",
        "First Choice Conveyancing",
        "WA Settlement Services",
        "CS Legal",
        "West Perth Property Settlements",
        "Rezzi Conveyancing",
        "West Coast Conveyancing"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Strategic Property Conveyancing Perth",
        "Elite Property Settlements",
        "First Choice Conveyancing",
        "WA Settlement Services",
        "CS Legal",
        "West Perth Property Settlements",
        "Rezzi Conveyancing",
        "West Coast Conveyancing"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Strategic Property Conveyancing Perth",
        "Elite Property Settlements",
        "First Choice Conveyancing",
        "WA Settlement Services",
        "CS Legal",
        "West Perth Property Settlements",
        "Rezzi Conveyancing",
        "West Coast Conveyancing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/conveyancer?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-conveyancer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A2",
      "prompt": "top conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "WA Settlement Services",
        "CS Legal",
        "KDD Conveyancing"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "WA Settlement Services",
        "CS Legal",
        "KDD Conveyancing"
      ],
      "brand_order": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "WA Settlement Services",
        "CS Legal",
        "KDD Conveyancing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-conveyancer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A2",
      "prompt": "top conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "Best Conveyancers Australia",
        "Hanson Property Settlements Perth",
        "Settlement Group",
        "Perth Property Lawyers",
        "Apple Settlements",
        "Clairs Keeley Lawyers",
        "Lacey & Co Conveyancing",
        "West Coast Conveyancing",
        "Solomon Hollett Lawyers",
        "Beckley Conveyancing"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "Best Conveyancers Australia",
        "Hanson Property Settlements Perth",
        "Settlement Group",
        "Perth Property Lawyers",
        "Apple Settlements",
        "Clairs Keeley Lawyers",
        "Lacey & Co Conveyancing",
        "West Coast Conveyancing",
        "Solomon Hollett Lawyers",
        "Beckley Conveyancing"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "Best Conveyancers Australia",
        "Hanson Property Settlements Perth",
        "Settlement Group",
        "Perth Property Lawyers",
        "Apple Settlements",
        "Clairs Keeley Lawyers",
        "Lacey & Co Conveyancing",
        "West Coast Conveyancing",
        "Solomon Hollett Lawyers",
        "Beckley Conveyancing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.trustpilot.com/review/vickiphilipoff.com.au?utm_source=chatgpt.com",
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "trustpilot.com",
        "bestconveyancersaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-conveyancer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A2",
      "prompt": "top conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://kddsettlementagentperth.com.au/#:~:text=Trust%20Us%20With%20Your%20Conveyancing%20Needs.%20KDD,and%20statewide%2C%20meaning%20we%20come%20to%20you.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Strategic%20Settlements%20consistently%20ranks%20among%20the%20top,strata.%20Pricing%20fixed%20fee%20from%20%24660.%20Strengths.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=CS%20Legal%20stands%20out%20for%20a%20mix,sale%2C%20commercial.%20Pricing%20fixed%20fee%20from%20%24660.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20conveyancers%20with%20strong%20local%20reviews.,off-the-plan.%20Pricing%20fixed%20fee%20from%20%24880.%20Strengths.",
        "https://www.conveyancerperth.com.au/#:~:text=Settlement%20Agent%20%26%20Conveyancing%20Service%20Perth%20-,and%20stress-free%20transactions.%20Business%20Settlement.%20Commercial.%20Residential."
      ],
      "cited_domains": [
        "kddsettlementagentperth.com.au",
        "bestconveyancersaustralia.com.au",
        "conveyancerperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "conveyancerperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-conveyancer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A2",
      "prompt": "top conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "KDD Conveyancing",
        "CS Legal",
        "Saint James Conveyancing",
        "Apple Settlements"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "KDD Conveyancing",
        "CS Legal",
        "Saint James Conveyancing",
        "Apple Settlements"
      ],
      "brand_order": [
        "Strategic Settlements",
        "KDD Conveyancing",
        "CS Legal",
        "Saint James Conveyancing",
        "Apple Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Strategic%20Settlements%20consistently%20ranks%20among%20the%20top,strata.%20Pricing%20fixed%20fee%20from%20%24660.%20Strengths.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Strategic%20Settlements%20consistently%20ranks%20among%20the%20top,strata.%20Pricing%20fixed%20fee%20from%20%24660.%20Strengths.",
        "https://kddsettlementagentperth.com.au/#:~:text=Trust%20Us%20With%20Your%20Conveyancing%20Needs.%20KDD,and%20statewide%2C%20meaning%20we%20come%20to%20you.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=CS%20Legal%20*%20%E2%9C%93WA%20Settlement%20Agent.%20*,%E2%9C%9316%2B%20licensed%20conveyancers.%20*%20%E2%9C%93Perth%20CBD%20based.",
        "https://www.conveyancerperth.com.au/#:~:text=Settlement%20Agent%20%26%20Conveyancing%20Service%20Perth%20-,and%20stress-free%20transactions.%20Business%20Settlement.%20Commercial.%20Residential.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20first-time%20clients%20in%20Perth.%20Apple,subdivision.%20Pricing%20fixed%20fee%20from%20%24660.%20Strengths.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=CS%20Legal%20*%20%E2%9C%93WA%20Settlement%20Agent.%20*,%E2%9C%9316%2B%20licensed%20conveyancers.%20*%20%E2%9C%93Perth%20CBD%20based.",
        "https://kddsettlementagentperth.com.au/#:~:text=We%20take%20the%20time%20to%20listen%2C%20understand,property%20conveyancing%20transactions.%20*%20Clear%20Conveyancing%20Fee."
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "kddsettlementagentperth.com.au",
        "conveyancerperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "conveyancerperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-conveyancer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A2",
      "prompt": "top conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Apple Settlements",
        "Vicki Philipoff Settlements Perth"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Apple Settlements",
        "Vicki Philipoff Settlements Perth"
      ],
      "brand_order": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Apple Settlements",
        "Vicki Philipoff Settlements Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20first-time%20clients%20in%20Perth.%20Apple,subdivision.%20Pricing%20fixed%20fee%20from%20%24660.%20Strengths.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Which%20is%20the%20best%20conveyancer%20in%20Perth%3F,Perth.%20Runners-up%3A%20CS%20Legal%20and%20KDD%20Conveyancing.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=CS%20Legal%20*%20%E2%9C%93WA%20Settlement%20Agent.%20*,%E2%9C%9316%2B%20licensed%20conveyancers.%20*%20%E2%9C%93Perth%20CBD%20based.",
        "https://kddsettlementagentperth.com.au/#:~:text=Trust%20Us%20With%20Your%20Conveyancing%20Needs.%20KDD,and%20statewide%2C%20meaning%20we%20come%20to%20you.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20first-time%20clients%20in%20Perth.%20Apple,subdivision.%20Pricing%20fixed%20fee%20from%20%24660.%20Strengths.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20conveyancers%20with%20strong%20local%20reviews.,off-the-plan.%20Pricing%20fixed%20fee%20from%20%24880.%20Strengths.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=15%20Verified%20Conveyancers%20in%20Perth%2C%20Ranked%20*,%E2%9C%93Fixed%20fee%20structure.%20*%20%E2%9C%936%2B%20licensed%20conveyancers.",
        "https://kddsettlementagentperth.com.au/#:~:text=DRIVEN%20BY%20PASSION%2C%20COMMITTED%20TO%20EXCELLENCE%2C%20FROM,Clear%20Conveyancing%20Fee.%20We%20believe%20in%20transparency."
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "kddsettlementagentperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-conveyancer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A3",
      "prompt": "recommended conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "First Choice Conveyancing",
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "H2 Conveyancing",
        "CS Legal",
        "West Perth Property Settlements",
        "West Coast Conveyancing",
        "Rezzi Conveyancing",
        "Elite Property Settlements",
        "KB Settlements",
        "WA Settlement Services",
        "Flat Rate Settlements",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Shane Jacob Settlements",
        "Alpha Conveyancing and Settlement Solutions",
        "Blaze Conveyancing",
        "Personalised Settlements",
        "Perth Legal Property & Settlements",
        "LEAD Conveyancing Perth"
      ],
      "brands_recommended": [
        "First Choice Conveyancing",
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "H2 Conveyancing",
        "CS Legal",
        "West Perth Property Settlements",
        "West Coast Conveyancing",
        "Rezzi Conveyancing",
        "Elite Property Settlements",
        "KB Settlements",
        "WA Settlement Services",
        "Flat Rate Settlements",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Shane Jacob Settlements",
        "Alpha Conveyancing and Settlement Solutions",
        "Blaze Conveyancing",
        "Personalised Settlements",
        "Perth Legal Property & Settlements",
        "LEAD Conveyancing Perth"
      ],
      "brand_order": [
        "First Choice Conveyancing",
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "H2 Conveyancing",
        "CS Legal",
        "West Perth Property Settlements",
        "West Coast Conveyancing",
        "Rezzi Conveyancing",
        "Elite Property Settlements",
        "KB Settlements",
        "WA Settlement Services",
        "Flat Rate Settlements",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Shane Jacob Settlements",
        "Alpha Conveyancing and Settlement Solutions",
        "Blaze Conveyancing",
        "Personalised Settlements",
        "Perth Legal Property & Settlements",
        "LEAD Conveyancing Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeVpEVjRPSFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNmNURnVaM0k1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpobk0yZzVhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVkyTnFlamN6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XUjZiVzVtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14c05tcDNhalEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0cmNqZ3hOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM04ydHNkall5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkek9ETTFZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNVlqQm9aMm8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaemQyZHhhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NtTjNOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc1bWR6aGthZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0xc01ubDBObkUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMFltWTNOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyUmpkblkyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc09EUndjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxM2EzbHhjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNNU1EQndOSGw2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaVozY3dOVzVuGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-conveyancer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A3",
      "prompt": "recommended conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-conveyancer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A3",
      "prompt": "recommended conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "H2 Conveyancing",
        "Strategic Settlements"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "H2 Conveyancing",
        "Strategic Settlements"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "H2 Conveyancing",
        "Strategic Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpobk0yZzVhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XUjZiVzVtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVkyTnFlamN6GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-conveyancer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A3",
      "prompt": "recommended conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-conveyancer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A3",
      "prompt": "recommended conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-conveyancer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A3",
      "prompt": "recommended conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-conveyancer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A3",
      "prompt": "recommended conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "First Choice Conveyancing",
        "Strategic Property Conveyancing Perth",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "CS Legal",
        "Elite Property Settlements"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "First Choice Conveyancing",
        "Strategic Property Conveyancing Perth",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "CS Legal",
        "Elite Property Settlements"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "First Choice Conveyancing",
        "Strategic Property Conveyancing Perth",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "CS Legal",
        "Elite Property Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/conveyancer?utm_source=chatgpt.com",
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/conveyancing?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/think-conveyancing-wa?utm_source=chatgpt.com",
        "https://www.lawfirmsaustralia.com/state/wa/region/perth/category/property-law/best?utm_source=chatgpt.com",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/conveyancer?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://lawconnect.com/en-au/find/conveyancing/wa?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/iscw-lawyers-168811305627363?utm_source=chatgpt.com",
        "https://www.conveyancers.org/listing/paragon-legal-solutions/?utm_source=chatgpt.com",
        "https://wordofmouth.com.au/wa/success/conveyancer?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wordofmouth.com.au",
        "bestconveyancersaustralia.com.au",
        "productreview.com.au",
        "lawfirmsaustralia.com",
        "conveyancercompare.com.au",
        "datagemba.com",
        "propertygo.com.au",
        "lawconnect.com",
        "reviews.birdeye.com",
        "conveyancers.org"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "lawfirmsaustralia.com",
          "class": "third-party"
        },
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        },
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "conveyancers.org",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-conveyancer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A3",
      "prompt": "recommended conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Rezzi Conveyancing",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "West Perth Property Settlements",
        "Best Conveyancers Australia",
        "Conveyancer Compare",
        "WA Settlement Services",
        "H2 Conveyancing",
        "Flat Rate Settlements",
        "South Perth Settlements",
        "Landmark Settlements",
        "Innercity Settlements",
        "KB Settlements",
        "West Coast Conveyancing",
        "Envoy Settlement Agency"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Rezzi Conveyancing",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "West Perth Property Settlements",
        "Best Conveyancers Australia",
        "Conveyancer Compare",
        "WA Settlement Services",
        "H2 Conveyancing",
        "Flat Rate Settlements",
        "South Perth Settlements",
        "Landmark Settlements",
        "Innercity Settlements",
        "KB Settlements",
        "West Coast Conveyancing",
        "Envoy Settlement Agency"
      ],
      "brand_order": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Rezzi Conveyancing",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "West Perth Property Settlements",
        "Best Conveyancers Australia",
        "Conveyancer Compare",
        "WA Settlement Services",
        "H2 Conveyancing",
        "Flat Rate Settlements",
        "South Perth Settlements",
        "Landmark Settlements",
        "Innercity Settlements",
        "KB Settlements",
        "West Coast Conveyancing",
        "Envoy Settlement Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.trustpilot.com/review/vickiphilipoff.com.au?utm_source=chatgpt.com",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth?utm_source=chatgpt.com",
        "https://conveyancercompare.com.au/settlement-agent/wa?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "trustpilot.com",
        "conveyancercompare.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-conveyancer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A3",
      "prompt": "recommended conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "H2 Conveyancing",
        "CS Legal",
        "Best Conveyancers Australia",
        "Strategic Property Conveyancing Perth",
        "West Coast Conveyancing",
        "Landmark Settlements",
        "West Perth Property Settlements",
        "Flat Rate Settlements",
        "Paramount Settlements",
        "First Choice Conveyancing",
        "KB Settlements",
        "Cockburn Central Property Settlements",
        "Express Property Settlements"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "H2 Conveyancing",
        "CS Legal",
        "Best Conveyancers Australia",
        "Strategic Property Conveyancing Perth",
        "West Coast Conveyancing",
        "Landmark Settlements",
        "West Perth Property Settlements",
        "Flat Rate Settlements",
        "Paramount Settlements",
        "First Choice Conveyancing",
        "KB Settlements",
        "Cockburn Central Property Settlements",
        "Express Property Settlements"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "H2 Conveyancing",
        "CS Legal",
        "Best Conveyancers Australia",
        "Strategic Property Conveyancing Perth",
        "West Coast Conveyancing",
        "Landmark Settlements",
        "West Perth Property Settlements",
        "Flat Rate Settlements",
        "Paramount Settlements",
        "First Choice Conveyancing",
        "KB Settlements",
        "Cockburn Central Property Settlements",
        "Express Property Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.trustpilot.com/review/vickiphilipoff.com.au?utm_source=chatgpt.com",
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/conveyancer?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "trustpilot.com",
        "bestconveyancersaustralia.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-conveyancer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A3",
      "prompt": "recommended conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "KDD Conveyancing",
        "CS Legal",
        "Saint James Conveyancing",
        "West Coast Conveyancing"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "KDD Conveyancing",
        "CS Legal",
        "Saint James Conveyancing",
        "West Coast Conveyancing"
      ],
      "brand_order": [
        "Strategic Settlements",
        "KDD Conveyancing",
        "CS Legal",
        "Saint James Conveyancing",
        "West Coast Conveyancing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20first-time%20clients%20in%20Perth.%20Apple,sale%2C%20subdivision.%20Pricing%20fixed%20fee%20from%20%24660.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Strategic%20Settlements%20consistently%20ranks%20among%20the%20top,strata.%20Pricing%20fixed%20fee%20from%20%24660.%20Strengths.",
        "https://kddsettlementagentperth.com.au/#:~:text=KDD%20Conveyancing%20is%20a%20licensed%20Perth%20settlement,to%20the%20day%20you%20receive%20your%20keys.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=CS%20Legal%20*%20%E2%9C%93WA%20Settlement%20Agent.%20*,%E2%9C%9316%2B%20licensed%20conveyancers.%20*%20%E2%9C%93Perth%20CBD%20based.",
        "https://www.conveyancerperth.com.au/#:~:text=Why%20Choose%20Saint%20James%20Conveyancing%3F%20*%20Fixed,fixed-fee%20structure%2C%20you'll%20have%20no%20hidden%20surprises.",
        "https://westcoastconveyancing.com.au/#:~:text=West%20Coast%20Conveyancing%20%7C%20Trusted%20Property%20Settlements,Get%20your%20instant%20quote.%20*%20Trustworthy%20Service."
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "kddsettlementagentperth.com.au",
        "conveyancerperth.com.au",
        "westcoastconveyancing.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "conveyancerperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoastconveyancing.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-conveyancer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A3",
      "prompt": "recommended conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "KDD Conveyancing",
        "Strategic Settlements",
        "CS Legal",
        "Apple Settlements"
      ],
      "brands_recommended": [
        "KDD Conveyancing",
        "Strategic Settlements",
        "CS Legal",
        "Apple Settlements"
      ],
      "brand_order": [
        "KDD Conveyancing",
        "Strategic Settlements",
        "CS Legal",
        "Apple Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Perth%2C%20Australia.%20Fixed-fee%20quotes%20available.%20Best%20for%3A,residential%20sale%2C%20transfers.%20Pricing%20fixed-fee%20quotes%20available.",
        "https://kddsettlementagentperth.com.au/#:~:text=KDD%20Conveyancing%20is%20a%20licensed%20Perth%20settlement,and%20statewide%2C%20meaning%20we%20come%20to%20you.",
        "https://kddsettlementagentperth.com.au/#:~:text=KDD%20Conveyancing%20is%20a%20licensed%20Perth%20settlement,and%20statewide%2C%20meaning%20we%20come%20to%20you.",
        "https://kddsettlementagentperth.com.au/#:~:text=KDD%20Conveyancing%20is%20a%20licensed%20Perth%20settlement,and%20statewide%2C%20meaning%20we%20come%20to%20you.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=FAQs%3A%20conveyancer%20in%20Perth%20*%20Our%202026,for%20overall%20quality%20and%20reliability%20in%20perth.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Strategic%20Settlements%20consistently%20ranks%20among%20the%20top,strata.%20Pricing%20fixed%20fee%20from%20%24660.%20Strengths.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Strategic%20Settlements%20consistently%20ranks%20among%20the%20top,strata.%20Pricing%20fixed%20fee%20from%20%24660.%20Strengths.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=CS%20Legal%20*%20%E2%9C%93WA%20Settlement%20Agent.%20*,%E2%9C%9316%2B%20licensed%20conveyancers.%20*%20%E2%9C%93Perth%20CBD%20based.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=CS%20Legal%20stands%20out%20for%20a%20mix,sale%2C%20commercial.%20Pricing%20fixed%20fee%20from%20%24660.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20first-time%20clients%20in%20Perth.%20Apple,sale%2C%20subdivision.%20Pricing%20fixed%20fee%20from%20%24660.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Table_title%3A%20Kidman%20Conveyancing%20Table_content%3A%20%7C%20Provider%20%E2%87%85,%24660%20%7C%20first-time%20clients%20in%20Perth%20%7C"
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "kddsettlementagentperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-conveyancer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A3",
      "prompt": "recommended conveyancer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Apple Settlements",
        "Vicki Philipoff Settlements Perth"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Apple Settlements",
        "Vicki Philipoff Settlements Perth"
      ],
      "brand_order": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Apple Settlements",
        "Vicki Philipoff Settlements Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Perth%2C%20Australia.%20Fixed-fee%20quotes%20available.%20Best%20for%3A,residential%20sale%2C%20transfers.%20Pricing%20fixed-fee%20quotes%20available.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Strategic%20Settlements%20consistently%20ranks%20among%20the%20top,strata.%20Pricing%20fixed%20fee%20from%20%24660.%20Strengths.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=CS%20Legal%20*%20%E2%9C%93WA%20Settlement%20Agent.%20*,%E2%9C%9316%2B%20licensed%20conveyancers.%20*%20%E2%9C%93Perth%20CBD%20based.",
        "https://kddsettlementagentperth.com.au/#:~:text=KDD%20Conveyancing%20is%20a%20licensed%20Perth%20settlement,and%20statewide%2C%20meaning%20we%20come%20to%20you.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20first-time%20clients%20in%20Perth.%20Apple,sale%2C%20subdivision.%20Pricing%20fixed%20fee%20from%20%24660.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20conveyancers%20with%20strong%20local%20reviews.,sale%2C%20off-the-plan.%20Pricing%20fixed%20fee%20from%20%24880.",
        "https://kddsettlementagentperth.com.au/#:~:text=DRIVEN%20BY%20PASSION%2C%20COMMITTED%20TO%20EXCELLENCE%2C%20FROM,Clear%20Conveyancing%20Fee.%20We%20believe%20in%20transparency."
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "kddsettlementagentperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-conveyancer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A4",
      "prompt": "who is the best conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/zlfi1r/settlement_agentconveyancer/",
        "https://www.reddit.com/r/perth/comments/1foomkf/selling_a_property_in_perth_recommendations_for/",
        "https://www.reddit.com/r/perth/comments/1o7vj5t/settlement_agent_recommendations/",
        "https://www.reddit.com/r/perth/comments/urfk03/conveyancer_recommendations/",
        "https://www.facebook.com/groups/1756093917959595/posts/4095041024064861/",
        "https://bestconveyancersaustralia.com.au/best/perth/"
      ],
      "cited_domains": [
        "reddit.com",
        "facebook.com",
        "bestconveyancersaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-conveyancer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A4",
      "prompt": "who is the best conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "What are some recommended settlement agents in Perth ..."
      ],
      "brands_recommended": [
        "What are some recommended settlement agents in Perth ..."
      ],
      "brand_order": [
        "What are some recommended settlement agents in Perth ..."
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/urfk03/conveyancer_recommendations/",
        "https://google.com/goto?url=CAESgAEB6zswFZnFJTALBP0qEGwWHTkEjT-vQAc_GKvbU_dco4LYV-0BCZnIp9PwiFk3M-28J3ACHFqmjkdFJ_qezhsIKVuUV2_lemUUeisCPvvQn8s0ozjLFUFSSHj35UEK5WO17bVlRHRBhJHvH2V52d3Wzpf9d6mZpWn8v17nPd_b9g",
        "https://bestconveyancersaustralia.com.au/best/perth/"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com",
        "bestconveyancersaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-conveyancer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A4",
      "prompt": "who is the best conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Voyager Legal"
      ],
      "brands_recommended": [
        "Voyager Legal"
      ],
      "brand_order": [
        "Voyager Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/urfk03/conveyancer_recommendations/",
        "https://bestconveyancersaustralia.com.au/best/perth/",
        "https://www.productreview.com.au/c/conveyancing/l/western-australia_au"
      ],
      "cited_domains": [
        "reddit.com",
        "bestconveyancersaustralia.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-conveyancer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A4",
      "prompt": "who is the best conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.vickiphilipoff.com.au/",
        "https://www.reddit.com/r/perth/comments/urfk03/conveyancer_recommendations/",
        "https://www.facebook.com/groups/1756093917959595/posts/4095041024064861/",
        "https://bestconveyancersaustralia.com.au/best/perth/",
        "https://kddsettlementagentperth.com.au/",
        "https://westperthsettlements.com.au/"
      ],
      "cited_domains": [
        "vickiphilipoff.com.au",
        "reddit.com",
        "facebook.com",
        "bestconveyancersaustralia.com.au",
        "kddsettlementagentperth.com.au",
        "westperthsettlements.com.au"
      ],
      "source_classes": [
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthsettlements.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-conveyancer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A4",
      "prompt": "who is the best conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "KDD Conveyancing",
        "Peacock Settlements",
        "Apple Settlements",
        "West Perth Property Settlements"
      ],
      "brands_recommended": [
        "KDD Conveyancing",
        "Peacock Settlements",
        "Apple Settlements",
        "West Perth Property Settlements"
      ],
      "brand_order": [
        "KDD Conveyancing",
        "Peacock Settlements",
        "Apple Settlements",
        "West Perth Property Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.vickiphilipoff.com.au/",
        "https://www.reddit.com/r/perth/comments/urfk03/conveyancer_recommendations/",
        "https://bestconveyancersaustralia.com.au/best/perth/",
        "https://kddsettlementagentperth.com.au/",
        "https://westperthsettlements.com.au/"
      ],
      "cited_domains": [
        "vickiphilipoff.com.au",
        "reddit.com",
        "bestconveyancersaustralia.com.au",
        "kddsettlementagentperth.com.au",
        "westperthsettlements.com.au"
      ],
      "source_classes": [
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthsettlements.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-conveyancer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A4",
      "prompt": "who is the best conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-conveyancer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A4",
      "prompt": "who is the best conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Rezzi Conveyancing",
        "Strategic Property Conveyancing Perth",
        "H2 Conveyancing",
        "Best Conveyancers Australia",
        "Conveyancer Compare",
        "First Choice Conveyancing",
        "LEAD Conveyancing Perth",
        "Landmark Settlements",
        "Elizabeth Reiss & Associates Settlement Agency",
        "Lacey & Co Conveyancing",
        "West End Settlements",
        "South Perth Settlements",
        "WA Settlement Services",
        "West Coast Conveyancing"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Rezzi Conveyancing",
        "Strategic Property Conveyancing Perth",
        "H2 Conveyancing",
        "Best Conveyancers Australia",
        "Conveyancer Compare",
        "First Choice Conveyancing",
        "LEAD Conveyancing Perth",
        "Landmark Settlements",
        "Elizabeth Reiss & Associates Settlement Agency",
        "Lacey & Co Conveyancing",
        "West End Settlements",
        "South Perth Settlements",
        "WA Settlement Services",
        "West Coast Conveyancing"
      ],
      "brand_order": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Rezzi Conveyancing",
        "Strategic Property Conveyancing Perth",
        "H2 Conveyancing",
        "Best Conveyancers Australia",
        "Conveyancer Compare",
        "First Choice Conveyancing",
        "LEAD Conveyancing Perth",
        "Landmark Settlements",
        "Elizabeth Reiss & Associates Settlement Agency",
        "Lacey & Co Conveyancing",
        "West End Settlements",
        "South Perth Settlements",
        "WA Settlement Services",
        "West Coast Conveyancing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth?utm_source=chatgpt.com",
        "https://www.trustpilot.com/review/vickiphilipoff.com.au?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "conveyancercompare.com.au",
        "trustpilot.com"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trustpilot.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-conveyancer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A4",
      "prompt": "who is the best conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Rezzi Conveyancing",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "Best Conveyancers Australia",
        "Perth Settlements",
        "Landmark Settlements",
        "South Perth Settlements",
        "WA Settlement Services",
        "H2 Conveyancing",
        "Perth Legal Property & Settlements",
        "West Coast Conveyancing",
        "CS Legal",
        "West Perth Property Settlements",
        "Alpha Conveyancing and Settlement Solutions"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Rezzi Conveyancing",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "Best Conveyancers Australia",
        "Perth Settlements",
        "Landmark Settlements",
        "South Perth Settlements",
        "WA Settlement Services",
        "H2 Conveyancing",
        "Perth Legal Property & Settlements",
        "West Coast Conveyancing",
        "CS Legal",
        "West Perth Property Settlements",
        "Alpha Conveyancing and Settlement Solutions"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Rezzi Conveyancing",
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "Best Conveyancers Australia",
        "Perth Settlements",
        "Landmark Settlements",
        "South Perth Settlements",
        "WA Settlement Services",
        "H2 Conveyancing",
        "Perth Legal Property & Settlements",
        "West Coast Conveyancing",
        "CS Legal",
        "West Perth Property Settlements",
        "Alpha Conveyancing and Settlement Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/c/conveyancing?utm_source=chatgpt.com",
        "https://www.trustpilot.com/review/vickiphilipoff.com.au?utm_source=chatgpt.com",
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "trustpilot.com",
        "bestconveyancersaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-conveyancer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A4",
      "prompt": "who is the best conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "Strategic Property Conveyancing Perth",
        "H2 Conveyancing"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "Strategic Property Conveyancing Perth",
        "H2 Conveyancing"
      ],
      "brand_order": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "Strategic Property Conveyancing Perth",
        "H2 Conveyancing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.trustpilot.com/review/vickiphilipoff.com.au?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/conveyancer?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/perth-settlements?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/conveyancing?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/think-conveyancing-wa?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/vicki-philipoff-settlements?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/think-conveyancing-qld?utm_source=chatgpt.com",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth?utm_source=chatgpt.com",
        "https://conveyancercompare.com.au/settlement-agent/wa?utm_source=chatgpt.com",
        "https://au.trustpilot.com/review/vickiphilipoff.com.au?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/professionals/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/fs-legal-perth-167954513921390?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/iscw-lawyers-168811305627363?utm_source=chatgpt.com",
        "https://www.australianconveyancer.com.au/article/award-winners-continue-to-strengthen-industry/?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/buyers-advocate-perth/reviews?utm_source=chatgpt.com",
        "https://www.lawfirmsaustralia.com/state/wa/region/perth/category/property-law/best?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "trustpilot.com",
        "wordofmouth.com.au",
        "productreview.com.au",
        "conveyancercompare.com.au",
        "au.trustpilot.com",
        "starworks.com.au",
        "reviews.birdeye.com",
        "australianconveyancer.com.au",
        "propertygo.com.au",
        "lawfirmsaustralia.com"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        },
        {
          "domain": "au.trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "australianconveyancer.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "lawfirmsaustralia.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-conveyancer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A4",
      "prompt": "who is the best conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Australian Institute of Conveyancers"
      ],
      "brands_recommended": [
        "Australian Institute of Conveyancers"
      ],
      "brand_order": [
        "Australian Institute of Conveyancers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://kddsettlementagentperth.com.au/#:~:text=Trust%20Us%20With%20Your%20Conveyancing%20Needs.%20KDD,and%20statewide%2C%20meaning%20we%20come%20to%20you.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Which%20is%20the%20best%20conveyancer%20in%20Perth%3F,Perth.%20Runners-up%3A%20CS%20Legal%20and%20KDD%20Conveyancing.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Which%20is%20the%20best%20conveyancer%20in%20Perth%3F,Perth.%20Runners-up%3A%20CS%20Legal%20and%20KDD%20Conveyancing.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=KDD%20Conveyancing%20*%20%E2%9C%93WA%20Settlement%20Agent.%20*,%E2%9C%935%2B%20licensed%20conveyancers.%20*%20%E2%9C%9320%2B%20years%20operating.",
        "https://kddsettlementagentperth.com.au/#:~:text=Trust%20Us%20With%20Your%20Conveyancing%20Needs.%20KDD,and%20statewide%2C%20meaning%20we%20come%20to%20you.",
        "https://www.vickiphilipoff.com.au/#:~:text=Welcome%20to%20Vicki%20Philipoff%20Settlements.%20Welcome%20to,Reviews.%20Why%20Choose%20Us%3F%20Why%20Choose%20Us%3F",
        "https://www.vickiphilipoff.com.au/#:~:text=Welcome%20to%20Vicki%20Philipoff%20Settlements.%20Welcome%20to,Reviews.%20Why%20Choose%20Us%3F%20Why%20Choose%20Us%3F",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=CS%20Legal%20*%20%E2%9C%93WA%20Settlement%20Agent.%20*,%E2%9C%9316%2B%20licensed%20conveyancers.%20*%20%E2%9C%93Perth%20CBD%20based.",
        "https://www.conveyancerperth.com.au/#:~:text=With%20many%20satisfied%20clients%2C%20we're%20one%20of,for%20Sellers.%20*%20Commercial%20Conveyancing.%20Learn%20More.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20first-time%20clients%20in%20Perth.%20Apple,sale%2C%20subdivision.%20Pricing%20fixed%20fee%20from%20%24660.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Strategic%20Settlements%20consistently%20ranks%20among%20the%20top,strata.%20Pricing%20fixed%20fee%20from%20%24660.%20Strengths.",
        "https://kddsettlementagentperth.com.au/#:~:text=PEXA%2C%20the%20world's%20first%20online%20network%20for,and%20financial%20settlement%20of%20property%20conveyancing%20transactions."
      ],
      "cited_domains": [
        "kddsettlementagentperth.com.au",
        "bestconveyancersaustralia.com.au",
        "vickiphilipoff.com.au",
        "conveyancerperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "conveyancerperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-conveyancer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A4",
      "prompt": "who is the best conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing Services",
        "Vicki Philipoff Settlements Perth"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing Services",
        "Vicki Philipoff Settlements Perth"
      ],
      "brand_order": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing Services",
        "Vicki Philipoff Settlements Perth"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-conveyancer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A4",
      "prompt": "who is the best conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=A1%20Conveyancing%20stands%20out%20for%20a%20mix,sale%2C%20transfers.%20Pricing%20fixed-fee%20quotes%20available.%20Strengths.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=FAQs%3A%20conveyancer%20in%20Perth%20*%20Our%202026,for%20overall%20quality%20and%20reliability%20in%20perth.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Waterways%20Conveyancing%20earns%20its%20spot%20through%20transparent,sale%2C%20commercial.%20Pricing%20fixed-fee%20quotes%20available.%20Strengths.",
        "https://kddsettlementagentperth.com.au/",
        "https://kddsettlementagentperth.com.au/#:~:text=KDD%20Conveyancing%20is%20a%20licensed%20Perth%20settlement,and%20statewide%2C%20meaning%20we%20come%20to%20you.",
        "https://kddsettlementagentperth.com.au/#:~:text=KDD%20Conveyancing%20is%20a%20licensed%20Perth%20settlement,and%20statewide%2C%20meaning%20we%20come%20to%20you.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Table_title%3A%20Kidman%20Conveyancing%20Table_content%3A%20%7C%20Provider%20%E2%87%85,%24660%20%7C%20first-time%20clients%20in%20Perth%20%7C",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20first-time%20clients%20in%20Perth.%20Apple,sale%2C%20subdivision.%20Pricing%20fixed%20fee%20from%20%24660.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20first-time%20clients%20in%20Perth.%20Apple,sale%2C%20subdivision.%20Pricing%20fixed%20fee%20from%20%24660.",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth#:~:text=Disbursements%20(Landgate%20searches%2C%20PEXA%20fees)%20add%20%24200%E2%80%93%24600,reviews.%20All%20agents%20listed%20here%20are%20licence-verified.",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth#:~:text=Frequently%20Asked%20Questions%20*%20Settlement%20agent%20fees,*%20Compare%20at%20least%203%20settlement%20agents."
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "kddsettlementagentperth.com.au",
        "conveyancercompare.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-conveyancer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A5",
      "prompt": "recommend a good conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "Strategic Settlements",
        "H2 Conveyancing",
        "Vicki Philipoff Settlements Perth",
        "WA Settlement Services",
        "KB Settlements",
        "Rezzi Conveyancing",
        "West Perth Property Settlements",
        "Elite Property Settlements",
        "West Coast Conveyancing",
        "Paramount Settlements",
        "CS Legal",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Envoy Settlement Agency",
        "Shane Jacob Settlements",
        "Flat Rate Settlements",
        "Personalised Settlements",
        "Peacock Settlements & Conveyance Services",
        "Alpha Conveyancing and Settlement Solutions"
      ],
      "brands_recommended": [
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "Strategic Settlements",
        "H2 Conveyancing",
        "Vicki Philipoff Settlements Perth",
        "WA Settlement Services",
        "KB Settlements",
        "Rezzi Conveyancing",
        "West Perth Property Settlements",
        "Elite Property Settlements",
        "West Coast Conveyancing",
        "Paramount Settlements",
        "CS Legal",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Envoy Settlement Agency",
        "Shane Jacob Settlements",
        "Flat Rate Settlements",
        "Personalised Settlements",
        "Peacock Settlements & Conveyance Services",
        "Alpha Conveyancing and Settlement Solutions"
      ],
      "brand_order": [
        "Strategic Property Conveyancing Perth",
        "First Choice Conveyancing",
        "Strategic Settlements",
        "H2 Conveyancing",
        "Vicki Philipoff Settlements Perth",
        "WA Settlement Services",
        "KB Settlements",
        "Rezzi Conveyancing",
        "West Perth Property Settlements",
        "Elite Property Settlements",
        "West Coast Conveyancing",
        "Paramount Settlements",
        "CS Legal",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Envoy Settlement Agency",
        "Shane Jacob Settlements",
        "Flat Rate Settlements",
        "Personalised Settlements",
        "Peacock Settlements & Conveyance Services",
        "Alpha Conveyancing and Settlement Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNmNURnVaM0k1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeVpEVjRPSFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVkyTnFlamN6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XUjZiVzVtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpobk0yZzVhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NtTjNOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaemQyZHhhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkek9ETTFZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0cmNqZ3hOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNVlqQm9aMm8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM04ydHNkall5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaeE1XWjVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14c05tcDNhalEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0xc01ubDBObkUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdjNU5uWjNaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMFltWTNOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc1bWR6aGthZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxM2EzbHhjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2R6ZzNlamt5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyUmpkblkyGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-conveyancer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A5",
      "prompt": "recommend a good conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "First Choice Conveyancing",
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "H2 Conveyancing",
        "Strategic Settlements",
        "CS Legal",
        "West Coast Conveyancing",
        "West Perth Property Settlements",
        "Rezzi Conveyancing",
        "WA Settlement Services",
        "KB Settlements",
        "LEAD Conveyancing Perth",
        "Elite Property Settlements",
        "Flat Rate Settlements",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Paramount Settlements",
        "Shane Jacob Settlements",
        "Blaze Conveyancing",
        "Alpha Conveyancing and Settlement Solutions",
        "Envoy Settlement Agency"
      ],
      "brands_recommended": [
        "First Choice Conveyancing",
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "H2 Conveyancing",
        "Strategic Settlements",
        "CS Legal",
        "West Coast Conveyancing",
        "West Perth Property Settlements",
        "Rezzi Conveyancing",
        "WA Settlement Services",
        "KB Settlements",
        "LEAD Conveyancing Perth",
        "Elite Property Settlements",
        "Flat Rate Settlements",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Paramount Settlements",
        "Shane Jacob Settlements",
        "Blaze Conveyancing",
        "Alpha Conveyancing and Settlement Solutions",
        "Envoy Settlement Agency"
      ],
      "brand_order": [
        "First Choice Conveyancing",
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "H2 Conveyancing",
        "Strategic Settlements",
        "CS Legal",
        "West Coast Conveyancing",
        "West Perth Property Settlements",
        "Rezzi Conveyancing",
        "WA Settlement Services",
        "KB Settlements",
        "LEAD Conveyancing Perth",
        "Elite Property Settlements",
        "Flat Rate Settlements",
        "Garnett's - Paul Garnett's Conveyancing WA",
        "Paramount Settlements",
        "Shane Jacob Settlements",
        "Blaze Conveyancing",
        "Alpha Conveyancing and Settlement Solutions",
        "Envoy Settlement Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeVpEVjRPSFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNmNURnVaM0k1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpobk0yZzVhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XUjZiVzVtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVkyTnFlamN6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14c05tcDNhalEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM04ydHNkall5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0cmNqZ3hOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkek9ETTFZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NtTjNOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaemQyZHhhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaVozY3dOVzVuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNVlqQm9aMm8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc1bWR6aGthZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0xc01ubDBObkUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaeE1XWjVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMFltWTNOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKc09EUndjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyUmpkblkyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdjNU5uWjNaQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-conveyancer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A5",
      "prompt": "recommend a good conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Elite Settlements",
        "Highly Recommended Perth Settlement Agents"
      ],
      "brands_recommended": [
        "Elite Settlements",
        "Highly Recommended Perth Settlement Agents"
      ],
      "brand_order": [
        "Elite Settlements",
        "Highly Recommended Perth Settlement Agents"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.vickiphilipoff.com.au/",
        "https://www.reddit.com/r/perth/comments/1o7vj5t/settlement_agent_recommendations/",
        "https://www.reddit.com/r/perth/comments/1foomkf/selling_a_property_in_perth_recommendations_for/",
        "https://www.reddit.com/r/perth/comments/zlfi1r/settlement_agentconveyancer/",
        "https://www.reddit.com/r/perth/comments/1e1d0ux/conveyancer_youd_recommend/"
      ],
      "cited_domains": [
        "vickiphilipoff.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-conveyancer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A5",
      "prompt": "recommend a good conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "West Perth Property Settlements",
        "Recommended Conveyancers in Perth"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "West Perth Property Settlements",
        "Recommended Conveyancers in Perth"
      ],
      "brand_order": [
        "Strategic Settlements",
        "West Perth Property Settlements",
        "Recommended Conveyancers in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/urfk03/conveyancer_recommendations/",
        "https://www.strategicsettlements.com.au/conveyancing-perth/",
        "https://bestconveyancersaustralia.com.au/best/perth/",
        "https://kidmanconveyancing.com/",
        "https://westperthsettlements.com.au/",
        "https://kddsettlementagentperth.com.au/",
        "https://www.cslegal.com.au/blog/settlements/choose-best-settlement-agent-perth/",
        "https://transactorapp.com/conveyancers/perth/",
        "https://www.conveyancerperth.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "strategicsettlements.com.au",
        "bestconveyancersaustralia.com.au",
        "kidmanconveyancing.com",
        "westperthsettlements.com.au",
        "kddsettlementagentperth.com.au",
        "cslegal.com.au",
        "transactorapp.com",
        "conveyancerperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "kidmanconveyancing.com",
          "class": "brand-source"
        },
        {
          "domain": "westperthsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cslegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "transactorapp.com",
          "class": "brand-source"
        },
        {
          "domain": "conveyancerperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-conveyancer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A5",
      "prompt": "recommend a good conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/urfk03/conveyancer_recommendations/",
        "https://www.cslegal.com.au/blog/settlements/choose-best-settlement-agent-perth/",
        "https://bestconveyancersaustralia.com.au/best/perth/",
        "https://www.strategicsettlements.com.au/conveyancing-perth/",
        "https://westperthsettlements.com.au/",
        "https://transactorapp.com/conveyancers/perth/",
        "https://kddsettlementagentperth.com.au/",
        "https://www.conveyancerperth.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "cslegal.com.au",
        "bestconveyancersaustralia.com.au",
        "strategicsettlements.com.au",
        "westperthsettlements.com.au",
        "transactorapp.com",
        "kddsettlementagentperth.com.au",
        "conveyancerperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "cslegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "transactorapp.com",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "conveyancerperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-conveyancer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A5",
      "prompt": "recommend a good conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "Highly Recommended Perth Conveyancers"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "Highly Recommended Perth Conveyancers"
      ],
      "brand_order": [
        "Strategic Settlements",
        "Highly Recommended Perth Conveyancers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.vickiphilipoff.com.au/",
        "https://westcoastconveyancing.com.au/",
        "https://bestconveyancersaustralia.com.au/best/perth/",
        "https://transactorapp.com/conveyancers/perth/",
        "https://kddsettlementagentperth.com.au/",
        "https://www.strategicsettlements.com.au/conveyancing-perth/",
        "https://strandlc.com.au/settlement-agents/"
      ],
      "cited_domains": [
        "vickiphilipoff.com.au",
        "westcoastconveyancing.com.au",
        "bestconveyancersaustralia.com.au",
        "transactorapp.com",
        "kddsettlementagentperth.com.au",
        "strategicsettlements.com.au",
        "strandlc.com.au"
      ],
      "source_classes": [
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoastconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "transactorapp.com",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strandlc.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-conveyancer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A5",
      "prompt": "recommend a good conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "West Perth Property Settlements",
        "Rezzi Conveyancing",
        "CS Legal",
        "Elite Property Settlements",
        "Recommended Perth conveyancers"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "West Perth Property Settlements",
        "Rezzi Conveyancing",
        "CS Legal",
        "Elite Property Settlements",
        "Recommended Perth conveyancers"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "West Perth Property Settlements",
        "Rezzi Conveyancing",
        "CS Legal",
        "Elite Property Settlements",
        "Recommended Perth conveyancers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/conveyancer?utm_source=chatgpt.com",
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/conveyancing?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/think-conveyancing-wa?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/conveyancer?utm_source=chatgpt.com",
        "https://www.lawfirmsaustralia.com/state/wa/region/perth/category/property-law/best?utm_source=chatgpt.com",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/south-perth/conveyancer?utm_source=chatgpt.com",
        "https://wordofmouth.com.au/wa/success/conveyancer?utm_source=chatgpt.com",
        "https://bestinau.com.au/conveyancers-perth/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/west-coast-conveyancing-169647638853859?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wordofmouth.com.au",
        "bestconveyancersaustralia.com.au",
        "productreview.com.au",
        "datagemba.com",
        "lawfirmsaustralia.com",
        "conveyancercompare.com.au",
        "propertygo.com.au",
        "bestinau.com.au",
        "reviews.birdeye.com"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        },
        {
          "domain": "lawfirmsaustralia.com",
          "class": "third-party"
        },
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "bestinau.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-conveyancer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A5",
      "prompt": "recommend a good conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "First Choice Conveyancing",
        "Best Conveyancers Australia",
        "Strategic Property Conveyancing Perth",
        "Flat Rate Settlements",
        "Landmark Settlements",
        "H2 Conveyancing",
        "South Perth Settlements",
        "Perth Legal Property & Settlements",
        "West Coast Conveyancing",
        "Paramount Settlements",
        "Cockburn Central Property Settlements",
        "CS Legal"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "First Choice Conveyancing",
        "Best Conveyancers Australia",
        "Strategic Property Conveyancing Perth",
        "Flat Rate Settlements",
        "Landmark Settlements",
        "H2 Conveyancing",
        "South Perth Settlements",
        "Perth Legal Property & Settlements",
        "West Coast Conveyancing",
        "Paramount Settlements",
        "Cockburn Central Property Settlements",
        "CS Legal"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "First Choice Conveyancing",
        "Best Conveyancers Australia",
        "Strategic Property Conveyancing Perth",
        "Flat Rate Settlements",
        "Landmark Settlements",
        "H2 Conveyancing",
        "South Perth Settlements",
        "Perth Legal Property & Settlements",
        "West Coast Conveyancing",
        "Paramount Settlements",
        "Cockburn Central Property Settlements",
        "CS Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.trustpilot.com/review/vickiphilipoff.com.au?utm_source=chatgpt.com",
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "trustpilot.com",
        "bestconveyancersaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-conveyancer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A5",
      "prompt": "recommend a good conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Strategic Property Conveyancing Perth",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "Best Conveyancers Australia",
        "First Choice Conveyancing",
        "Rezzi Conveyancing",
        "West Coast Conveyancing",
        "CS Legal",
        "WA Settlement Services",
        "Hanson Property Settlements Perth",
        "Paramount Settlements",
        "Beckley Conveyancing",
        "KB Settlements",
        "Anjia Settlements"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Strategic Property Conveyancing Perth",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "Best Conveyancers Australia",
        "First Choice Conveyancing",
        "Rezzi Conveyancing",
        "West Coast Conveyancing",
        "CS Legal",
        "WA Settlement Services",
        "Hanson Property Settlements Perth",
        "Paramount Settlements",
        "Beckley Conveyancing",
        "KB Settlements",
        "Anjia Settlements"
      ],
      "brand_order": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Strategic Property Conveyancing Perth",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "Best Conveyancers Australia",
        "First Choice Conveyancing",
        "Rezzi Conveyancing",
        "West Coast Conveyancing",
        "CS Legal",
        "WA Settlement Services",
        "Hanson Property Settlements Perth",
        "Paramount Settlements",
        "Beckley Conveyancing",
        "KB Settlements",
        "Anjia Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.trustpilot.com/review/vickiphilipoff.com.au?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "trustpilot.com"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trustpilot.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-conveyancer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A5",
      "prompt": "recommend a good conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "First Choice Conveyancing",
        "H2 Conveyancing"
      ],
      "brands_recommended": [
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "First Choice Conveyancing",
        "H2 Conveyancing"
      ],
      "brand_order": [
        "Strategic Property Conveyancing Perth",
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "First Choice Conveyancing",
        "H2 Conveyancing"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-conveyancer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A5",
      "prompt": "recommend a good conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "CS Legal",
        "Vicki Philipoff Settlements Perth",
        "KDD Conveyancing Services"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "CS Legal",
        "Vicki Philipoff Settlements Perth",
        "KDD Conveyancing Services"
      ],
      "brand_order": [
        "Strategic Settlements",
        "CS Legal",
        "Vicki Philipoff Settlements Perth",
        "KDD Conveyancing Services"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-conveyancer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-A5",
      "prompt": "recommend a good conveyancer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "H2 Conveyancing",
        "First Choice Conveyancing",
        "Strategic Settlements",
        "Strategic Property Conveyancing Perth"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "H2 Conveyancing",
        "First Choice Conveyancing",
        "Strategic Settlements",
        "Strategic Property Conveyancing Perth"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "H2 Conveyancing",
        "First Choice Conveyancing",
        "Strategic Settlements",
        "Strategic Property Conveyancing Perth"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-conveyancer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B1",
      "prompt": "cheapest conveyancer in Perth for buying a house",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1o7vj5t/settlement_agent_recommendations/",
        "https://www.reddit.com/r/perth/comments/1foomkf/selling_a_property_in_perth_recommendations_for/",
        "https://www.vickiphilipoff.com.au/get-a-quote/",
        "https://perth.leadconveyancing.com.au/",
        "https://www.supremesettlements.com.au/settlement-agent-fees/",
        "https://kidmanconveyancing.com/",
        "https://www.hartfieldconveyancing.com.au/conveyancing-costs-perth"
      ],
      "cited_domains": [
        "reddit.com",
        "vickiphilipoff.com.au",
        "perth.leadconveyancing.com.au",
        "supremesettlements.com.au",
        "kidmanconveyancing.com",
        "hartfieldconveyancing.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perth.leadconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "supremesettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kidmanconveyancing.com",
          "class": "brand-source"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-conveyancer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B1",
      "prompt": "cheapest conveyancer in Perth for buying a house",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Conveyancing Quote | Settlements From $880 | Vicki Philipoff"
      ],
      "brands_recommended": [
        "Conveyancing Quote | Settlements From $880 | Vicki Philipoff"
      ],
      "brand_order": [
        "Conveyancing Quote | Settlements From $880 | Vicki Philipoff"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://kddsettlementagentperth.com.au/settlement-agent-fees/",
        "https://google.com/goto?url=CAESZgHrOzAVtDfDTGKTa8cpxdL3W73ENkqroIhWwTrHJJloMlPH8JEBi1jk-TrzPETtuL5cSCtG0PdR9PvtLCkjdSooXv39xJ6CAvrWYEEOqGW9ZVJ9YBmSj30ZYbXh0jS2KxuORwz55w",
        "https://www.strategicsettlements.com.au/settlement-agent-fees-in-wa-what-youll-pay-and-whats-included-2026/",
        "https://whatsthedamage.com.au/conveyancer-cost-perth/"
      ],
      "cited_domains": [
        "kddsettlementagentperth.com.au",
        "google.com",
        "strategicsettlements.com.au",
        "whatsthedamage.com.au"
      ],
      "source_classes": [
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-conveyancer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B1",
      "prompt": "cheapest conveyancer in Perth for buying a house",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "Conveyancer Compare"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "Conveyancer Compare"
      ],
      "brand_order": [
        "Strategic Settlements",
        "Conveyancer Compare"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.vickiphilipoff.com.au/get-a-quote/",
        "https://www.strategicsettlements.com.au/conveyancing-perth/",
        "https://www.hartfieldconveyancing.com.au/conveyancing-costs-perth",
        "https://conveyancercompare.com.au/settlement-agent/wa"
      ],
      "cited_domains": [
        "vickiphilipoff.com.au",
        "strategicsettlements.com.au",
        "hartfieldconveyancing.com.au",
        "conveyancercompare.com.au"
      ],
      "source_classes": [
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-conveyancer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B1",
      "prompt": "cheapest conveyancer in Perth for buying a house",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Low-Cost Conveyancers in Perth"
      ],
      "brands_recommended": [
        "Low-Cost Conveyancers in Perth"
      ],
      "brand_order": [
        "Low-Cost Conveyancers in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://transactorapp.com/conveyancers/perth/",
        "https://hpsetts.com.au/how-much-does-a-conveyancer-cost-perth/"
      ],
      "cited_domains": [
        "transactorapp.com",
        "hpsetts.com.au"
      ],
      "source_classes": [
        {
          "domain": "transactorapp.com",
          "class": "brand-source"
        },
        {
          "domain": "hpsetts.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-conveyancer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B1",
      "prompt": "cheapest conveyancer in Perth for buying a house",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-conveyancer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B1",
      "prompt": "cheapest conveyancer in Perth for buying a house",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "Important Notes on \"Cheap\" Conveyancing"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "Important Notes on \"Cheap\" Conveyancing"
      ],
      "brand_order": [
        "Strategic Settlements",
        "Important Notes on \"Cheap\" Conveyancing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perth.leadconveyancing.com.au/",
        "https://www.vickiphilipoff.com.au/",
        "https://www.strategicsettlements.com.au/conveyancing-perth/",
        "https://www.hartfieldconveyancing.com.au/conveyancing-fees-perth",
        "https://www.hartfieldconveyancing.com.au/conveyancing-costs-perth",
        "https://www.discountsettlements.com.au/"
      ],
      "cited_domains": [
        "perth.leadconveyancing.com.au",
        "vickiphilipoff.com.au",
        "strategicsettlements.com.au",
        "hartfieldconveyancing.com.au",
        "discountsettlements.com.au"
      ],
      "source_classes": [
        {
          "domain": "perth.leadconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "discountsettlements.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-conveyancer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B1",
      "prompt": "cheapest conveyancer in Perth for buying a house",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "CS Legal",
        "Rezzi Conveyancing",
        "KDD Conveyancing",
        "Apple Settlements",
        "Hartfield Conveyancing"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "CS Legal",
        "Rezzi Conveyancing",
        "KDD Conveyancing",
        "Apple Settlements",
        "Hartfield Conveyancing"
      ],
      "brand_order": [
        "Strategic Settlements",
        "CS Legal",
        "Rezzi Conveyancing",
        "KDD Conveyancing",
        "Apple Settlements",
        "Hartfield Conveyancing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.hartfieldconveyancing.com.au/conveyancing-fees-perth?utm_source=chatgpt.com",
        "https://rezzi.com.au/property-conveyancing-perth/?utm_source=chatgpt.com",
        "https://www.zettle.com.au/explainers/what-fixed-fee-conveyancing-means?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "hartfieldconveyancing.com.au",
        "rezzi.com.au",
        "zettle.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rezzi.com.au",
          "class": "brand-source"
        },
        {
          "domain": "zettle.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-conveyancer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B1",
      "prompt": "cheapest conveyancer in Perth for buying a house",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Property Conveyancing Perth",
        "FS Legal Perth",
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "H2 Conveyancing",
        "Rezzi Conveyancing",
        "Best Conveyancers Australia",
        "Conveyancers Australia",
        "West Perth Legal",
        "West Perth Property Settlements",
        "Solomon Hollett Lawyers",
        "Tang Law",
        "First Choice Conveyancing",
        "Flat Rate Settlements",
        "Paragon Legal Solutions",
        "Clairs Keeley Lawyers",
        "Elite Property Settlements"
      ],
      "brands_recommended": [
        "Strategic Property Conveyancing Perth",
        "FS Legal Perth",
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "H2 Conveyancing",
        "Rezzi Conveyancing",
        "Best Conveyancers Australia",
        "Conveyancers Australia",
        "West Perth Legal",
        "West Perth Property Settlements",
        "Solomon Hollett Lawyers",
        "Tang Law",
        "First Choice Conveyancing",
        "Flat Rate Settlements",
        "Paragon Legal Solutions",
        "Clairs Keeley Lawyers",
        "Elite Property Settlements"
      ],
      "brand_order": [
        "Strategic Property Conveyancing Perth",
        "FS Legal Perth",
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "H2 Conveyancing",
        "Rezzi Conveyancing",
        "Best Conveyancers Australia",
        "Conveyancers Australia",
        "West Perth Legal",
        "West Perth Property Settlements",
        "Solomon Hollett Lawyers",
        "Tang Law",
        "First Choice Conveyancing",
        "Flat Rate Settlements",
        "Paragon Legal Solutions",
        "Clairs Keeley Lawyers",
        "Elite Property Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.conveyancers.org/listing/vicki-philipoff-settlements-perth/?utm_source=chatgpt.com",
        "https://whatsthedamage.com.au/conveyancer-cost-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "conveyancers.org",
        "whatsthedamage.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "conveyancers.org",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-conveyancer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B1",
      "prompt": "cheapest conveyancer in Perth for buying a house",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Best Conveyancers Australia",
        "Hartfield Conveyancing",
        "Strategic Property Conveyancing Perth",
        "Perth Settlements",
        "First Choice Conveyancing",
        "Elite Property Settlements",
        "H2 Conveyancing",
        "Perth Legal Property & Settlements",
        "Hanson Property Settlements Perth",
        "West Coast Conveyancing",
        "4 Settlements",
        "West Perth Property Settlements",
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Apple Settlements"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Best Conveyancers Australia",
        "Hartfield Conveyancing",
        "Strategic Property Conveyancing Perth",
        "Perth Settlements",
        "First Choice Conveyancing",
        "Elite Property Settlements",
        "H2 Conveyancing",
        "Perth Legal Property & Settlements",
        "Hanson Property Settlements Perth",
        "West Coast Conveyancing",
        "4 Settlements",
        "West Perth Property Settlements",
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Apple Settlements"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Best Conveyancers Australia",
        "Hartfield Conveyancing",
        "Strategic Property Conveyancing Perth",
        "Perth Settlements",
        "First Choice Conveyancing",
        "Elite Property Settlements",
        "H2 Conveyancing",
        "Perth Legal Property & Settlements",
        "Hanson Property Settlements Perth",
        "West Coast Conveyancing",
        "4 Settlements",
        "West Perth Property Settlements",
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Apple Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.hartfieldconveyancing.com.au/conveyancing-fees-perth?utm_source=chatgpt.com",
        "https://whatsthedamage.com.au/conveyancer-cost-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "hartfieldconveyancing.com.au",
        "whatsthedamage.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-conveyancer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B1",
      "prompt": "cheapest conveyancer in Perth for buying a house",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://whatsthedamage.com.au/conveyancer-cost-perth/#:~:text=In%20Perth%20it%20is%20done%20by%20a,NSW%20metro%20sits%20highest%20and%20Queensland%20lowest.",
        "https://www.hartfieldconveyancing.com.au/conveyancing-fees-perth#:~:text=Frequently%20Asked%20Questions%20*%20How%20much%20are,get%20a%20quote%20before%20signing%20a%20contract%3F",
        "https://www.strategicsettlements.com.au/conveyancing-perth/#:~:text=The%20cost%20of%20a%20conveyancer%20in%20Perth,(excluding%20GST)%20for%20a%20standard%20residential%20settlement.",
        "https://www.vickiphilipoff.com.au/get-a-quote/",
        "https://flatratesettlements.com/#:~:text=Not%20just%20a%20Perth%20Settlement%20Agent%3B%20a,settlement%20fee%3A%20%241490%20Read%20more.%20Buyer%20settlement.",
        "https://whatsthedamage.com.au/conveyancer-cost-perth/#:~:text=How%20much%20does%20conveyancing%20cost%20in%20Perth%3F,I%20need%20a%20solicitor%20or%20a%20conveyancer%3F",
        "https://whatsthedamage.com.au/conveyancer-cost-perth/#:~:text=What%20actually%20moves%20the%20price%20*%20Conveyancer,and%20lender%20liaison%20than%20sales.%20*%20Complexity."
      ],
      "cited_domains": [
        "whatsthedamage.com.au",
        "hartfieldconveyancing.com.au",
        "strategicsettlements.com.au",
        "vickiphilipoff.com.au",
        "flatratesettlements.com"
      ],
      "source_classes": [
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "flatratesettlements.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-conveyancer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B1",
      "prompt": "cheapest conveyancer in Perth for buying a house",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://whatsthedamage.com.au/conveyancer-cost-perth/#:~:text=Typically%20%24800%E2%80%93%241%2C800%20in%20professional%20fees%20with%20a,plus%20%24300%E2%80%93%24800%20in%20disbursements.%20What%20are%20disbursements%3F",
        "https://www.hartfieldconveyancing.com.au/conveyancing-fees-perth#:~:text=Frequently%20Asked%20Questions.%20Questions%20About%20Property%20Settlements,Are%20settlement%20agent%20fees%20fixed%20or%20hourly%3F",
        "https://www.strategicsettlements.com.au/perth-settlement-agent-fees/#:~:text=How%20much%20do%20Settlement%20Agents%20charge%20in,of%20these%20fees%20to%20ensure%20full%20transparency.",
        "https://whatsthedamage.com.au/conveyancer-cost-perth/#:~:text=1.%20Get%20the%20all-in%20figure%20in%20writing%3A,matter%20where%20the%20state%20allows%20it.%203.",
        "https://www.hartfieldconveyancing.com.au/conveyancing-fees-perth#:~:text=%24770%20inc%20GST%20*%20Contract%20review.%20*,via%20PEXA.%20*%20Final%20settlement%20statement%20preparation."
      ],
      "cited_domains": [
        "whatsthedamage.com.au",
        "hartfieldconveyancing.com.au",
        "strategicsettlements.com.au"
      ],
      "source_classes": [
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-conveyancer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B1",
      "prompt": "cheapest conveyancer in Perth for buying a house",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://whatsthedamage.com.au/conveyancer-cost-perth/#:~:text=How%20much%20does%20conveyancing%20cost%20in%20Perth%3F,plus%20%24300%E2%80%93%24800%20in%20disbursements.%20What%20are%20disbursements%3F",
        "https://rezzi.com.au/how-much-do-settlement-agents-cost/#:~:text=Think%20of%20these%20as%20the%20three%20pockets,What%20do%20settlement%20agents%20cost%20in%202025%3F",
        "https://www.hartfieldconveyancing.com.au/conveyancing-fees-perth#:~:text=%24770%20inc%20GST%20*%20Contract%20review.%20*,via%20PEXA.%20*%20Final%20settlement%20statement%20preparation.",
        "https://whatsthedamage.com.au/conveyancer-cost-perth/#:~:text=Off-the-plan%2C%20strata%20with%20issues%2C%20trusts%20or%20SMSF%2C,Disbursements%20(on%20top%20of%20any%20tier)%20%24300%E2%80%93%24800.",
        "https://whatsthedamage.com.au/conveyancer-cost-perth/#:~:text=How%20much%20does%20conveyancing%20cost%20in%20Perth%3F,I%20need%20a%20solicitor%20or%20a%20conveyancer%3F",
        "https://rezzi.com.au/how-much-do-settlement-agents-cost/#:~:text=*%20Government%20fees%20%E2%80%93%20stamp%20duty%20and,%2F%20strata%20%7C%20%241%2C200%20%E2%80%93%20%241%2C800%20%7C",
        "https://www.vickiphilipoff.com.au/get-a-quote/#:~:text=Conveyancing%20Quote%20%7C%20Settlements%20From%20%24880%20%7C,Selling.%20*%20Non-strata%20Strata-titled.%20*%20Residential%20Non-residential.",
        "https://www.hartfieldconveyancing.com.au/conveyancing-fees-perth#:~:text=Conveyancing%20Fees%20%26%20Costs%20in%20Perth.%20Looking,turnaround%20%E2%80%94%20most%20quotes%20delivered%20within%20hours.",
        "https://conveyancercompare.com.au/settlement-agent/wa#:~:text=Disbursements%20(Landgate%20searches%2C%20PEXA%20fees)%20add%20%24200%E2%80%93%24600,%E2%80%94%20handling%20property%20transfers%2C%20searches%2C%20and%20settlement."
      ],
      "cited_domains": [
        "whatsthedamage.com.au",
        "rezzi.com.au",
        "hartfieldconveyancing.com.au",
        "vickiphilipoff.com.au",
        "conveyancercompare.com.au"
      ],
      "source_classes": [
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "rezzi.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-conveyancer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B2",
      "prompt": "best settlement agent Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Paul Garnett's Conveyancing WA"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Paul Garnett's Conveyancing WA"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Paul Garnett's Conveyancing WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.vickiphilipoff.com.au/",
        "https://garnetts.com.au/settlement-agent-reviews-perth/"
      ],
      "cited_domains": [
        "vickiphilipoff.com.au",
        "garnetts.com.au"
      ],
      "source_classes": [
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "garnetts.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-conveyancer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B2",
      "prompt": "best settlement agent Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "West Perth Property Settlements"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "West Perth Property Settlements"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "West Perth Property Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.vickiphilipoff.com.au/",
        "https://westperthsettlements.com.au/"
      ],
      "cited_domains": [
        "vickiphilipoff.com.au",
        "westperthsettlements.com.au"
      ],
      "source_classes": [
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthsettlements.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-conveyancer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B2",
      "prompt": "best settlement agent Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Digital Integration"
      ],
      "brands_recommended": [
        "Digital Integration"
      ],
      "brand_order": [
        "Digital Integration"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.vickiphilipoff.com.au/",
        "https://www.strategicsettlements.com.au/"
      ],
      "cited_domains": [
        "vickiphilipoff.com.au",
        "strategicsettlements.com.au"
      ],
      "source_classes": [
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-conveyancer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B2",
      "prompt": "best settlement agent Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "KDD Conveyancing",
        "CS Legal",
        "Highly Recommended Perth Settlement Agents"
      ],
      "brands_recommended": [
        "KDD Conveyancing",
        "CS Legal",
        "Highly Recommended Perth Settlement Agents"
      ],
      "brand_order": [
        "KDD Conveyancing",
        "CS Legal",
        "Highly Recommended Perth Settlement Agents"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.vickiphilipoff.com.au/",
        "https://kddsettlementagentperth.com.au/",
        "https://www.cslegal.com.au/settlements/",
        "https://kddsettlementagentperth.com.au/essential-property-settlement-services-for-first-time-buyers-in-perth-kdd-conveyancing/",
        "https://lewiskitson.com.au/our-services/settlements-and-conveyancing/",
        "https://kidmanconveyancing.com/",
        "https://www.facebook.com/groups/1756093917959595/posts/4095041024064861/"
      ],
      "cited_domains": [
        "vickiphilipoff.com.au",
        "kddsettlementagentperth.com.au",
        "cslegal.com.au",
        "lewiskitson.com.au",
        "kidmanconveyancing.com",
        "facebook.com"
      ],
      "source_classes": [
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cslegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lewiskitson.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kidmanconveyancing.com",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-conveyancer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B2",
      "prompt": "best settlement agent Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "CS Legal",
        "consensus on Reddit"
      ],
      "brands_recommended": [
        "CS Legal",
        "consensus on Reddit"
      ],
      "brand_order": [
        "CS Legal",
        "consensus on Reddit"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.vickiphilipoff.com.au/",
        "https://www.strategicsettlements.com.au/",
        "https://www.a1conveyancing.com.au/",
        "https://www.cslegal.com.au/settlements/",
        "https://www.reddit.com/r/perth/comments/1foomkf/selling_a_property_in_perth_recommendations_for/",
        "https://www.facebook.com/groups/1756093917959595/posts/4095041024064861/"
      ],
      "cited_domains": [
        "vickiphilipoff.com.au",
        "strategicsettlements.com.au",
        "a1conveyancing.com.au",
        "cslegal.com.au",
        "reddit.com",
        "facebook.com"
      ],
      "source_classes": [
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "a1conveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cslegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-conveyancer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B2",
      "prompt": "best settlement agent Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.vickiphilipoff.com.au/",
        "https://kddsettlementagentperth.com.au/",
        "https://www.cslegal.com.au/settlements/",
        "https://www.reddit.com/r/perth/comments/1o7vj5t/settlement_agent_recommendations/",
        "https://rezzi.com.au/",
        "https://kddsettlementagentperth.com.au/essential-property-settlement-services-for-first-time-buyers-in-perth-kdd-conveyancing/",
        "https://www.facebook.com/groups/1756093917959595/posts/4095041024064861/"
      ],
      "cited_domains": [
        "vickiphilipoff.com.au",
        "kddsettlementagentperth.com.au",
        "cslegal.com.au",
        "reddit.com",
        "rezzi.com.au",
        "facebook.com"
      ],
      "source_classes": [
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cslegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "rezzi.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-conveyancer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B2",
      "prompt": "best settlement agent Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "CS Legal",
        "Strategic Settlements — Best overall",
        "First Choice Conveyancing — Strong alternative",
        "H2 Conveyancing — Good highly-rated option",
        "CS Legal — Larger established firm"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "CS Legal",
        "Strategic Settlements — Best overall",
        "First Choice Conveyancing — Strong alternative",
        "H2 Conveyancing — Good highly-rated option",
        "CS Legal — Larger established firm"
      ],
      "brand_order": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "First Choice Conveyancing",
        "H2 Conveyancing",
        "CS Legal",
        "Strategic Settlements — Best overall",
        "First Choice Conveyancing — Strong alternative",
        "H2 Conveyancing — Good highly-rated option",
        "CS Legal — Larger established firm"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.conveyancers.org/listing/vicki-philipoff-settlements-perth/?utm_source=chatgpt.com",
        "https://www.consumerprotection.wa.gov.au/settlement-agents?utm_source=chatgpt.com",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth?utm_source=chatgpt.com",
        "https://conveyancercompare.com.au/settlement-agent/wa?utm_source=chatgpt.com",
        "https://www.wa.gov.au/government/multi-step-guides/real-estate-and-business-agents-licensing?utm_source=chatgpt.com",
        "https://www.wa.gov.au/government/multi-step-guides/settlement-agent-licensing?utm_source=chatgpt.com",
        "https://www.wa.gov.au/organisation/service-delivery/automatic-mutual-recognition?utm_source=chatgpt.com",
        "https://www.wa.gov.au/government/multi-step-guides/settlement-agent-licensing/apply-settlement-agent-licence?utm_source=chatgpt.com",
        "https://www.wa.gov.au/service/financial-management/taxation-and-duty/make-enquiry-about-online-duties?utm_source=chatgpt.com",
        "https://www.wa.gov.au/government/announcements/the-commissioner-thinking-of-using-buyers-agent-follow-these-tips?utm_source=chatgpt.com",
        "https://www.wa.gov.au/organisation/service-delivery/consumer-protection-licensing-and-registration?utm_source=chatgpt.com",
        "https://www.conveyancers.org/listing/wa-settlement-services/?utm_source=chatgpt.com",
        "https://www.conveyancers.org/listing/kb-settlements/?utm_source=chatgpt.com",
        "https://www.hartfieldconveyancing.com.au/?utm_source=chatgpt.com",
        "https://www.hartfieldconveyancing.com.au/settlement-agent-perth?utm_source=chatgpt.com",
        "https://www.hartfieldconveyancing.com.au/residential-settlements?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/conveyancer?utm_source=chatgpt.com",
        "https://www.consumerprotection.wa.gov.au/consumer-protection-licence-and-registration-search?utm_source=chatgpt.com",
        "https://www.consumerprotection.wa.gov.au/property-settlement?utm_source=chatgpt.com",
        "https://www.consumerprotection.wa.gov.au/planning-buy-property?utm_source=chatgpt.com",
        "https://www.consumerprotection.wa.gov.au/publications/real-estate-settlement-agent-licensed-activities?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://flatratesettlements.com/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "conveyancers.org",
        "consumerprotection.wa.gov.au",
        "conveyancercompare.com.au",
        "wa.gov.au",
        "hartfieldconveyancing.com.au",
        "wordofmouth.com.au",
        "propertygo.com.au",
        "flatratesettlements.com"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "conveyancers.org",
          "class": "brand-source"
        },
        {
          "domain": "consumerprotection.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "flatratesettlements.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-conveyancer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B2",
      "prompt": "best settlement agent Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "KB Settlements",
        "First Choice Conveyancing",
        "Elite Property Settlements",
        "Conveyancers Australia",
        "Best Conveyancers Australia",
        "Conveyancer Compare",
        "West Perth Property Settlements",
        "H2 Conveyancing",
        "West End Settlements",
        "Perth Settlements",
        "Envoy Settlement Agency",
        "Flat Rate Settlements",
        "Hanson Property Settlements Perth",
        "Rezzi Conveyancing",
        "Paramount Settlements",
        "4 Settlements"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "KB Settlements",
        "First Choice Conveyancing",
        "Elite Property Settlements",
        "Conveyancers Australia",
        "Best Conveyancers Australia",
        "Conveyancer Compare",
        "West Perth Property Settlements",
        "H2 Conveyancing",
        "West End Settlements",
        "Perth Settlements",
        "Envoy Settlement Agency",
        "Flat Rate Settlements",
        "Hanson Property Settlements Perth",
        "Rezzi Conveyancing",
        "Paramount Settlements",
        "4 Settlements"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "KB Settlements",
        "First Choice Conveyancing",
        "Elite Property Settlements",
        "Conveyancers Australia",
        "Best Conveyancers Australia",
        "Conveyancer Compare",
        "West Perth Property Settlements",
        "H2 Conveyancing",
        "West End Settlements",
        "Perth Settlements",
        "Envoy Settlement Agency",
        "Flat Rate Settlements",
        "Hanson Property Settlements Perth",
        "Rezzi Conveyancing",
        "Paramount Settlements",
        "4 Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.conveyancers.org/listing/vicki-philipoff-settlements-perth/?utm_source=chatgpt.com",
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.conveyancers.org/listing/kb-settlements/?utm_source=chatgpt.com",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "conveyancers.org",
        "bestconveyancersaustralia.com.au",
        "conveyancercompare.com.au"
      ],
      "source_classes": [
        {
          "domain": "conveyancers.org",
          "class": "brand-source"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-conveyancer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B2",
      "prompt": "best settlement agent Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "KB Settlements",
        "Specifically offers first-home buyer settlements"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "KB Settlements"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "KB Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.conveyancers.org/listing/vicki-philipoff-settlements-perth/?utm_source=chatgpt.com",
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.conveyancers.org/listing/kb-settlements/?utm_source=chatgpt.com",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/conveyancer?utm_source=chatgpt.com",
        "https://conveyancercompare.com.au/settlement-agent/wa?utm_source=chatgpt.com",
        "https://www.hartfieldconveyancing.com.au/?utm_source=chatgpt.com",
        "https://www.hartfieldconveyancing.com.au/settlement-agent-perth?utm_source=chatgpt.com",
        "https://www.conveyancers.org/listing/wa-settlement-services/?utm_source=chatgpt.com",
        "https://www.conveyancers.org/listing/west-perth-property-settlements/?utm_source=chatgpt.com",
        "https://www.vickiphilipoff.com.au/testimonials-reviews/?utm_source=chatgpt.com",
        "https://flatratesettlements.com/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "conveyancers.org",
        "bestconveyancersaustralia.com.au",
        "conveyancercompare.com.au",
        "wordofmouth.com.au",
        "hartfieldconveyancing.com.au",
        "vickiphilipoff.com.au",
        "flatratesettlements.com"
      ],
      "source_classes": [
        {
          "domain": "conveyancers.org",
          "class": "brand-source"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "flatratesettlements.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-conveyancer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B2",
      "prompt": "best settlement agent Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "Apple Settlements",
        "KDD Conveyancing",
        "CS Legal"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "Apple Settlements",
        "KDD Conveyancing",
        "CS Legal"
      ],
      "brand_order": [
        "Strategic Settlements",
        "Apple Settlements",
        "KDD Conveyancing",
        "CS Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20first-time%20clients%20in%20Perth.%20Apple,sale%2C%20subdivision.%20Pricing%20fixed%20fee%20from%20%24660.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Perth%2C%20Australia.%20Fixed-fee%20quotes%20available.%20Best%20for%3A,residential%20sale%2C%20transfers.%20Pricing%20fixed-fee%20quotes%20available.",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth#:~:text=Frequently%20Asked%20Questions%20*%20Settlement%20agent%20fees,*%20Compare%20at%20least%203%20settlement%20agents.",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth#:~:text=Frequently%20Asked%20Questions%20*%20Settlement%20agent%20fees,*%20Compare%20at%20least%203%20settlement%20agents.",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth#:~:text=Disbursements%20(Landgate%20searches%2C%20PEXA%20fees)%20add%20%24200%E2%80%93%24600,reviews.%20All%20agents%20listed%20here%20are%20licence-verified."
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "conveyancercompare.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-conveyancer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B2",
      "prompt": "best settlement agent Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "KDD Conveyancing",
        "Strategic Settlements",
        "CS Legal",
        "Apple Settlements",
        "Prime Settlements"
      ],
      "brands_recommended": [
        "KDD Conveyancing",
        "Strategic Settlements",
        "CS Legal",
        "Apple Settlements",
        "Prime Settlements"
      ],
      "brand_order": [
        "KDD Conveyancing",
        "Strategic Settlements",
        "CS Legal",
        "Apple Settlements",
        "Prime Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=CS%20Legal%20*%20%E2%9C%93WA%20Settlement%20Agent.%20*,%E2%9C%9316%2B%20licensed%20conveyancers.%20*%20%E2%9C%93Perth%20CBD%20based.",
        "https://kddsettlementagentperth.com.au/#:~:text=We%20take%20the%20time%20to%20listen%2C%20understand,property%20conveyancing%20transactions.%20*%20Clear%20Conveyancing%20Fee."
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "kddsettlementagentperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-conveyancer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B2",
      "prompt": "best settlement agent Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "KDD Conveyancing",
        "CS Legal",
        "Apple Settlements",
        "Highly-Rated Perth Settlement Agents"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "KDD Conveyancing",
        "CS Legal",
        "Apple Settlements",
        "Highly-Rated Perth Settlement Agents"
      ],
      "brand_order": [
        "Strategic Settlements",
        "KDD Conveyancing",
        "CS Legal",
        "Apple Settlements",
        "Highly-Rated Perth Settlement Agents"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=gemini#:~:text=Best%20for%3A%20conveyancers%20with%20strong%20local%20reviews.,sale%2C%20off-the-plan.%20Pricing%20fixed%20fee%20from%20%24880.",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth?utm_source=gemini#:~:text=Frequently%20Asked%20Questions%20*%20Settlement%20agent%20fees,*%20Compare%20at%20least%203%20settlement%20agents.",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth?utm_source=gemini#:~:text=Frequently%20Asked%20Questions%20*%20Settlement%20agent%20fees,*%20Compare%20at%20least%203%20settlement%20agents.",
        "https://kddsettlementagentperth.com.au/?utm_source=gemini#:~:text=We%20take%20the%20time%20to%20listen%2C%20understand,property%20conveyancing%20transactions.%20*%20Clear%20Conveyancing%20Fee."
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "conveyancercompare.com.au",
        "kddsettlementagentperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-conveyancer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B3",
      "prompt": "most reliable conveyancer Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Debbie Crawford Conveyancing",
        "Apple Settlements",
        "Highly Recommended Perth Conveyancers"
      ],
      "brands_recommended": [
        "Debbie Crawford Conveyancing",
        "Apple Settlements",
        "Highly Recommended Perth Conveyancers"
      ],
      "brand_order": [
        "Debbie Crawford Conveyancing",
        "Apple Settlements",
        "Highly Recommended Perth Conveyancers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1e1d0ux/conveyancer_youd_recommend/",
        "https://www.reddit.com/r/perth/comments/urfk03/conveyancer_recommendations/",
        "https://www.productreview.com.au/c/conveyancing/l/western-australia_au"
      ],
      "cited_domains": [
        "reddit.com",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-conveyancer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B3",
      "prompt": "most reliable conveyancer Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.strategicsettlements.com.au/",
        "https://www.reddit.com/r/perth/comments/zlfi1r/settlement_agentconveyancer/",
        "https://lawconnect.com/en-au/l/strategic-settlements-perth",
        "https://bestconveyancersaustralia.com.au/best/perth/",
        "https://www.vickiphilipoff.com.au/testimonials-reviews/",
        "https://www.productreview.com.au/c/conveyancing/l/western-australia_au"
      ],
      "cited_domains": [
        "strategicsettlements.com.au",
        "reddit.com",
        "lawconnect.com",
        "bestconveyancersaustralia.com.au",
        "vickiphilipoff.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-conveyancer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B3",
      "prompt": "most reliable conveyancer Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "Residential Settlements"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "Residential Settlements"
      ],
      "brand_order": [
        "Strategic Settlements",
        "Residential Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.strategicsettlements.com.au/",
        "https://www.reddit.com/r/perth/comments/zlfi1r/settlement_agentconveyancer/",
        "https://lawconnect.com/en-au/l/strategic-settlements-perth",
        "https://bestconveyancersaustralia.com.au/best/perth/",
        "https://www.facebook.com/groups/1756093917959595/posts/4095041024064861/",
        "https://spotonconveyancing.com.au/contact-us/"
      ],
      "cited_domains": [
        "strategicsettlements.com.au",
        "reddit.com",
        "lawconnect.com",
        "bestconveyancersaustralia.com.au",
        "facebook.com",
        "spotonconveyancing.com.au"
      ],
      "source_classes": [
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "spotonconveyancing.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-conveyancer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B3",
      "prompt": "most reliable conveyancer Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/",
        "https://westcoastconveyancing.com.au/",
        "https://www.vickiphilipoff.com.au/testimonials-reviews/",
        "https://transactorapp.com/conveyancers/perth/",
        "https://kddsettlementagentperth.com.au/",
        "https://www.facebook.com/groups/1756093917959595/posts/3956702171232081/"
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "westcoastconveyancing.com.au",
        "vickiphilipoff.com.au",
        "transactorapp.com",
        "kddsettlementagentperth.com.au",
        "facebook.com"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "directory"
        },
        {
          "domain": "westcoastconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "transactorapp.com",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-conveyancer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B3",
      "prompt": "most reliable conveyancer Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://westcoastconveyancing.com.au/",
        "https://bestconveyancersaustralia.com.au/best/perth/",
        "https://www.vickiphilipoff.com.au/testimonials-reviews/",
        "https://transactorapp.com/conveyancers/perth/",
        "https://kddsettlementagentperth.com.au/",
        "https://www.facebook.com/groups/1756093917959595/posts/3956702171232081/"
      ],
      "cited_domains": [
        "westcoastconveyancing.com.au",
        "bestconveyancersaustralia.com.au",
        "vickiphilipoff.com.au",
        "transactorapp.com",
        "kddsettlementagentperth.com.au",
        "facebook.com"
      ],
      "source_classes": [
        {
          "domain": "westcoastconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "transactorapp.com",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-conveyancer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B3",
      "prompt": "most reliable conveyancer Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.vickiphilipoff.com.au/testimonials-reviews/",
        "https://perthhappenings.com.au/choosing-the-right-conveyancer-for-a-successful-buying-journey-in-perth/",
        "https://bestconveyancersaustralia.com.au/best/perth/",
        "https://h2conveyancing.com.au/",
        "https://transactorapp.com/conveyancers/perth/",
        "https://kddsettlementagentperth.com.au/",
        "https://www.facebook.com/groups/1756093917959595/posts/3956702171232081/",
        "https://www.reddit.com/r/perth/comments/urfk03/conveyancer_recommendations/"
      ],
      "cited_domains": [
        "vickiphilipoff.com.au",
        "perthhappenings.com.au",
        "bestconveyancersaustralia.com.au",
        "h2conveyancing.com.au",
        "transactorapp.com",
        "kddsettlementagentperth.com.au",
        "facebook.com",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthhappenings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "h2conveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "transactorapp.com",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-conveyancer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B3",
      "prompt": "most reliable conveyancer Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "Strategic Settlements",
        "H2 Conveyancing",
        "West Perth Property Settlements"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "Strategic Settlements",
        "H2 Conveyancing",
        "West Perth Property Settlements"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "Strategic Settlements",
        "H2 Conveyancing",
        "West Perth Property Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.trustpilot.com/review/vickiphilipoff.com.au?utm_source=chatgpt.com",
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.consumerprotection.wa.gov.au/settlement-agents?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "trustpilot.com",
        "bestconveyancersaustralia.com.au",
        "consumerprotection.wa.gov.au"
      ],
      "source_classes": [
        {
          "domain": "trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "consumerprotection.wa.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-conveyancer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B3",
      "prompt": "most reliable conveyancer Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "Best Conveyancers Australia",
        "First Choice Conveyancing",
        "Mighty Settlements",
        "Strategic Property Conveyancing Perth",
        "Landmark Settlements",
        "Flat Rate Settlements",
        "South Perth Settlements",
        "West Coast Conveyancing",
        "WA Settlement Services",
        "Perth Legal Property & Settlements",
        "CS Legal"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "Best Conveyancers Australia",
        "First Choice Conveyancing",
        "Mighty Settlements",
        "Strategic Property Conveyancing Perth",
        "Landmark Settlements",
        "Flat Rate Settlements",
        "South Perth Settlements",
        "West Coast Conveyancing",
        "WA Settlement Services",
        "Perth Legal Property & Settlements",
        "CS Legal"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "Rezzi Conveyancing",
        "H2 Conveyancing",
        "West Perth Property Settlements",
        "Best Conveyancers Australia",
        "First Choice Conveyancing",
        "Mighty Settlements",
        "Strategic Property Conveyancing Perth",
        "Landmark Settlements",
        "Flat Rate Settlements",
        "South Perth Settlements",
        "West Coast Conveyancing",
        "WA Settlement Services",
        "Perth Legal Property & Settlements",
        "CS Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.trustpilot.com/review/vickiphilipoff.com.au?utm_source=chatgpt.com",
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "trustpilot.com",
        "bestconveyancersaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-conveyancer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B3",
      "prompt": "most reliable conveyancer Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Strategic Settlements",
        "Rezzi Conveyancing",
        "CS Legal",
        "Strategic Property Conveyancing Perth",
        "Strategic Settlements 1 in Perth"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Strategic Settlements",
        "Rezzi Conveyancing",
        "CS Legal",
        "Strategic Property Conveyancing Perth"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Strategic Settlements",
        "Rezzi Conveyancing",
        "CS Legal",
        "Strategic Property Conveyancing Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.trustpilot.com/review/vickiphilipoff.com.au?utm_source=chatgpt.com",
        "https://bestconveyancersaustralia.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/conveyancer?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/professionals/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/conveyancing?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/think-conveyancing-wa?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/think-conveyancing?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/monkey-conveyancing?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/perth-settlements?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/sunstate-conveyancing?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/think-conveyancing-qld?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/brisbane-conveyancing?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/whitestar-conveyancing?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/by-the-rules?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/vicki-philipoff-settlements?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/ownit-conveyancing?utm_source=chatgpt.com",
        "https://au.trustpilot.com/review/vickiphilipoff.com.au?utm_source=chatgpt.com",
        "https://au.trustpilot.com/review/conveyancing.com.au?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/iscw-lawyers-168811305627363?utm_source=chatgpt.com",
        "https://conveyancercompare.com.au/settlement-agent/wa/suburbs/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "trustpilot.com",
        "bestconveyancersaustralia.com.au",
        "wordofmouth.com.au",
        "starworks.com.au",
        "productreview.com.au",
        "au.trustpilot.com",
        "propertygo.com.au",
        "reviews.birdeye.com",
        "conveyancercompare.com.au"
      ],
      "source_classes": [
        {
          "domain": "trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "au.trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "conveyancercompare.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-conveyancer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B3",
      "prompt": "most reliable conveyancer Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Best%20for%3A%20first-time%20clients%20in%20Perth.%20A1,sale%2C%20transfers.%20Pricing%20fixed-fee%20quotes%20available.%20Strengths.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Key%20takeaways.%20%E2%9C%9316%20listed%20providers%20operate%20in,range%20from%20listed%20providers%3A%20%24660%20to%20%241%2C290.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Strategic%20Settlements%20consistently%20ranks%20among%20the%20top,sale%2C%20strata.%20Pricing%20fixed%20fee%20from%20%24660.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=CS%20Legal%20*%20%E2%9C%93WA%20Settlement%20Agent.%20*,%E2%9C%9316%2B%20licensed%20conveyancers.%20*%20%E2%9C%93Perth%20CBD%20based.",
        "https://www.vickiphilipoff.com.au/testimonials-reviews/#:~:text=Her%20communication%20was%20clear%20and%20consistent%2C%20keeping,in%20need%20of%20a%20reliable%20settlement%20agent.",
        "https://westperthsettlements.com.au/google-reviews/#:~:text=Posted%20on%20Google.%20Omwavu%20Mugezi.%20April%2027%2C,in%20Perth%2C%20look%20no%20further.%205%20stars.",
        "https://westperthsettlements.com.au/google-reviews/#:~:text=Posted%20on%20Google.%20Omwavu%20Mugezi.%20April%2027%2C,in%20Perth%2C%20look%20no%20further.%205%20stars.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=KDD%20Conveyancing%20*%20%E2%9C%93WA%20Settlement%20Agent.%20*,%E2%9C%935%2B%20licensed%20conveyancers.%20*%20%E2%9C%9320%2B%20years%20operating."
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au",
        "vickiphilipoff.com.au",
        "westperthsettlements.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthsettlements.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-conveyancer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B3",
      "prompt": "most reliable conveyancer Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Vicki Philipoff Settlements Perth",
        "Kidman Conveyancing Services",
        "Apple Settlements",
        "Australian Institute of Conveyancers"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Vicki Philipoff Settlements Perth",
        "Kidman Conveyancing Services",
        "Apple Settlements",
        "Australian Institute of Conveyancers"
      ],
      "brand_order": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Vicki Philipoff Settlements Perth",
        "Kidman Conveyancing Services",
        "Apple Settlements",
        "Australian Institute of Conveyancers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Perth%2C%20Australia.%20Fixed-fee%20quotes%20available.%20Best%20for%3A,residential%20sale%2C%20transfers.%20Pricing%20fixed-fee%20quotes%20available.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=15%20Verified%20Conveyancers%20in%20Perth%2C%20Ranked%20*,%E2%9C%93Fixed%20fee%20structure.%20*%20%E2%9C%936%2B%20licensed%20conveyancers."
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-conveyancer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B3",
      "prompt": "most reliable conveyancer Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Vicki Philipoff Settlements Perth",
        "Apple Settlements"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Vicki Philipoff Settlements Perth",
        "Apple Settlements"
      ],
      "brand_order": [
        "Strategic Settlements",
        "CS Legal",
        "KDD Conveyancing",
        "Vicki Philipoff Settlements Perth",
        "Apple Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Perth%2C%20Australia.%20Fixed-fee%20quotes%20available.%20Best%20for%3A,residential%20sale%2C%20transfers.%20Pricing%20fixed-fee%20quotes%20available.",
        "https://bestconveyancersaustralia.com.au/best/perth/#:~:text=Table_title%3A%20Kidman%20Conveyancing%20Table_content%3A%20%7C%20Provider%20%E2%87%85,%24660%20%7C%20first-time%20clients%20in%20Perth%20%7C"
      ],
      "cited_domains": [
        "bestconveyancersaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestconveyancersaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-conveyancer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B4",
      "prompt": "conveyancer or solicitor for a Perth property settlement",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Standard Settlement",
        "Licensed Settlement Agent",
        "Property Solicitor"
      ],
      "brands_recommended": [
        "Standard Settlement",
        "Licensed Settlement Agent",
        "Property Solicitor"
      ],
      "brand_order": [
        "Standard Settlement",
        "Licensed Settlement Agent",
        "Property Solicitor"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/14kyg8c/settlement_agent_vs_conveyancer_vs_lawyer/",
        "https://www.cslegal.com.au/blog/settlements/difference-settlement-agent-lawyer/",
        "https://curaelaw.com.au/blog/buying-property/settlement-agent-conveyancer-or-lawyer-wa/",
        "https://www.vickiphilipoff.com.au/whats-difference-conveyancer-property-lawyer/",
        "https://crsettsmandurah.com.au/whats-the-difference-between-a-conveyancer-a-licensed-settlement-agent-and-a-solicitor-in-wa/"
      ],
      "cited_domains": [
        "reddit.com",
        "cslegal.com.au",
        "curaelaw.com.au",
        "vickiphilipoff.com.au",
        "crsettsmandurah.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "cslegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "curaelaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "crsettsmandurah.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-conveyancer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B4",
      "prompt": "conveyancer or solicitor for a Perth property settlement",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Curae Law",
        "Licensed Settlement Agent",
        "Property Solicitor"
      ],
      "brands_recommended": [
        "Curae Law",
        "Licensed Settlement Agent",
        "Property Solicitor"
      ],
      "brand_order": [
        "Curae Law",
        "Licensed Settlement Agent",
        "Property Solicitor"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.cslegal.com.au/blog/settlements/difference-settlement-agent-lawyer/",
        "https://www.reddit.com/r/perth/comments/14kyg8c/settlement_agent_vs_conveyancer_vs_lawyer/",
        "https://www.vickiphilipoff.com.au/whats-difference-conveyancer-property-lawyer/",
        "https://curaelaw.com.au/blog/buying-property/settlement-agent-conveyancer-or-lawyer-wa/"
      ],
      "cited_domains": [
        "cslegal.com.au",
        "reddit.com",
        "vickiphilipoff.com.au",
        "curaelaw.com.au"
      ],
      "source_classes": [
        {
          "domain": "cslegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "curaelaw.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-conveyancer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B4",
      "prompt": "conveyancer or solicitor for a Perth property settlement",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.cslegal.com.au/blog/settlements/difference-settlement-agent-lawyer/",
        "https://curaelaw.com.au/blog/buying-property/settlement-agent-conveyancer-or-lawyer-wa/",
        "https://westperthlegal.com.au/property-settlements/",
        "https://crsettsmandurah.com.au/whats-the-difference-between-a-conveyancer-a-licensed-settlement-agent-and-a-solicitor-in-wa/"
      ],
      "cited_domains": [
        "cslegal.com.au",
        "curaelaw.com.au",
        "westperthlegal.com.au",
        "crsettsmandurah.com.au"
      ],
      "source_classes": [
        {
          "domain": "cslegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "curaelaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "crsettsmandurah.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-conveyancer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B4",
      "prompt": "conveyancer or solicitor for a Perth property settlement",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Licensed Conveyancers",
        "Solicitors"
      ],
      "brands_recommended": [
        "Licensed Conveyancers",
        "Solicitors"
      ],
      "brand_order": [
        "Licensed Conveyancers",
        "Solicitors"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.vickiphilipoff.com.au/",
        "https://westcoastconveyancing.com.au/",
        "https://www.rattigan.com.au/property-lawyers/",
        "https://kidmanconveyancing.com/",
        "https://chamberlains.com.au/expertise/conveyancing/perth/",
        "https://lawconnect.com/en-au/find/conveyancing/wa/south-perth-6151",
        "https://www.perthlegalproperty.com.au/property-settlement-perth/"
      ],
      "cited_domains": [
        "vickiphilipoff.com.au",
        "westcoastconveyancing.com.au",
        "rattigan.com.au",
        "kidmanconveyancing.com",
        "chamberlains.com.au",
        "lawconnect.com",
        "perthlegalproperty.com.au"
      ],
      "source_classes": [
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoastconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rattigan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kidmanconveyancing.com",
          "class": "brand-source"
        },
        {
          "domain": "chamberlains.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "perthlegalproperty.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-conveyancer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B4",
      "prompt": "conveyancer or solicitor for a Perth property settlement",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.rattigan.com.au/property-lawyers/",
        "https://kidmanconveyancing.com/",
        "https://westperthsettlements.com.au/",
        "https://chamberlains.com.au/expertise/conveyancing/perth/",
        "https://lawconnect.com/en-au/find/conveyancing/wa/south-perth-6151",
        "https://www.solbros.com.au/settlements/",
        "https://www.perthlegalproperty.com.au/property-settlement-perth/",
        "https://www.perthlegalproperty.com.au/conveyancer-aveley/"
      ],
      "cited_domains": [
        "rattigan.com.au",
        "kidmanconveyancing.com",
        "westperthsettlements.com.au",
        "chamberlains.com.au",
        "lawconnect.com",
        "solbros.com.au",
        "perthlegalproperty.com.au"
      ],
      "source_classes": [
        {
          "domain": "rattigan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kidmanconveyancing.com",
          "class": "brand-source"
        },
        {
          "domain": "westperthsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chamberlains.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "solbros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthlegalproperty.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-conveyancer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B4",
      "prompt": "conveyancer or solicitor for a Perth property settlement",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "conveyancer (settlement agent)",
        "Conveyancer",
        "Solicitor"
      ],
      "brands_recommended": [
        "conveyancer (settlement agent)",
        "Conveyancer",
        "Solicitor"
      ],
      "brand_order": [
        "conveyancer (settlement agent)",
        "Conveyancer",
        "Solicitor"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.culshawmiller.com.au/conveyancing-lawyers/",
        "https://kidmanconveyancing.com/",
        "https://westperthsettlements.com.au/",
        "https://chamberlains.com.au/expertise/conveyancing/perth/",
        "https://lawconnect.com/en-au/find/conveyancing/wa/south-perth-6151",
        "https://www.strategicsettlements.com.au/conveyancing-perth/"
      ],
      "cited_domains": [
        "culshawmiller.com.au",
        "kidmanconveyancing.com",
        "westperthsettlements.com.au",
        "chamberlains.com.au",
        "lawconnect.com",
        "strategicsettlements.com.au"
      ],
      "source_classes": [
        {
          "domain": "culshawmiller.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kidmanconveyancing.com",
          "class": "brand-source"
        },
        {
          "domain": "westperthsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chamberlains.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-conveyancer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B4",
      "prompt": "conveyancer or solicitor for a Perth property settlement",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Rezzi Conveyancing",
        "Elite Property Settlements",
        "Robertson Hayles Lawyers",
        "HHG Legal Group | Perth",
        "Perth Legal Property & Settlements",
        "Perth, WA property settlement",
        "Hartfield Conveyancing",
        "Curae Settlements",
        "Saint James Conveyancing",
        "Vicki Philipoff, Strategic Settlements and Hartfield"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Rezzi Conveyancing",
        "Elite Property Settlements",
        "Robertson Hayles Lawyers",
        "HHG Legal Group | Perth",
        "Perth Legal Property & Settlements",
        "Perth, WA property settlement",
        "Hartfield Conveyancing",
        "Curae Settlements",
        "Saint James Conveyancing",
        "Vicki Philipoff, Strategic Settlements and Hartfield"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Rezzi Conveyancing",
        "Elite Property Settlements",
        "Robertson Hayles Lawyers",
        "HHG Legal Group | Perth",
        "Perth Legal Property & Settlements",
        "Perth, WA property settlement",
        "Hartfield Conveyancing",
        "Curae Settlements",
        "Saint James Conveyancing",
        "Vicki Philipoff, Strategic Settlements and Hartfield"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.robertsonhayles.com.au/settlement-services/?utm_source=chatgpt.com",
        "https://www.perthlegalproperty.com.au/property-settlements-perth/?utm_source=chatgpt.com",
        "https://www.hartfieldconveyancing.com.au/conveyancing-fees-perth?utm_source=chatgpt.com",
        "https://flatratesettlements.com/?utm_source=chatgpt.com",
        "https://www.conveyancerperth.com.au/?utm_source=chatgpt.com",
        "https://www.hartfieldconveyancing.com.au/residential-settlements?utm_source=chatgpt.com",
        "https://www.hartfieldconveyancing.com.au/?utm_source=chatgpt.com",
        "https://www.hartfieldconveyancing.com.au/settlement-agent-perth?utm_source=chatgpt.com",
        "https://www.supremesettlements.com.au/conveyancing-services-perth/?utm_source=chatgpt.com",
        "https://lotuslegalperth.com.au/property-settlement/conveyancing/?utm_source=chatgpt.com",
        "https://www.cslegal.com.au/settlements/?utm_source=chatgpt.com",
        "https://www.primesettlements.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "robertsonhayles.com.au",
        "perthlegalproperty.com.au",
        "hartfieldconveyancing.com.au",
        "flatratesettlements.com",
        "conveyancerperth.com.au",
        "supremesettlements.com.au",
        "lotuslegalperth.com.au",
        "cslegal.com.au",
        "primesettlements.com.au"
      ],
      "source_classes": [
        {
          "domain": "robertsonhayles.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthlegalproperty.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "flatratesettlements.com",
          "class": "brand-source"
        },
        {
          "domain": "conveyancerperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "supremesettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lotuslegalperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cslegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "primesettlements.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-conveyancer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B4",
      "prompt": "conveyancer or solicitor for a Perth property settlement",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "West Perth Property Settlements",
        "CS Legal",
        "West Perth Legal",
        "West End Settlements",
        "Strategic Property Conveyancing Perth",
        "Envoy Settlement Agency",
        "Tang Law",
        "Elite Property Settlements",
        "KB Settlements",
        "HHG Legal Group | Perth",
        "Perth Settlements",
        "Elizabeth Reiss & Associates Settlement Agency",
        "Settlement agent vs solicitor",
        "I'd choose a solicitor if…"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "West Perth Property Settlements",
        "CS Legal",
        "West Perth Legal",
        "West End Settlements",
        "Strategic Property Conveyancing Perth",
        "Envoy Settlement Agency",
        "Tang Law",
        "Elite Property Settlements",
        "KB Settlements",
        "HHG Legal Group | Perth",
        "Perth Settlements",
        "Elizabeth Reiss & Associates Settlement Agency",
        "Settlement agent vs solicitor",
        "I'd choose a solicitor if…"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "West Perth Property Settlements",
        "CS Legal",
        "West Perth Legal",
        "West End Settlements",
        "Strategic Property Conveyancing Perth",
        "Envoy Settlement Agency",
        "Tang Law",
        "Elite Property Settlements",
        "KB Settlements",
        "HHG Legal Group | Perth",
        "Perth Settlements",
        "Elizabeth Reiss & Associates Settlement Agency",
        "Settlement agent vs solicitor",
        "I'd choose a solicitor if…"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.consumerprotection.wa.gov.au/settlement-agents?utm_source=chatgpt.com",
        "https://www.consumerprotection.wa.gov.au/property-settlement?utm_source=chatgpt.com",
        "https://www.commerce.wa.gov.au/sites/default/files/atoms/files/homebuyersguide.pdf?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "consumerprotection.wa.gov.au",
        "commerce.wa.gov.au"
      ],
      "source_classes": [
        {
          "domain": "consumerprotection.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "commerce.wa.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-conveyancer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B4",
      "prompt": "conveyancer or solicitor for a Perth property settlement",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hartfield Conveyancing",
        "Legal Care Australia",
        "Perth, WA property settlement"
      ],
      "brands_recommended": [
        "Hartfield Conveyancing",
        "Legal Care Australia"
      ],
      "brand_order": [
        "Hartfield Conveyancing",
        "Legal Care Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.consumerprotection.wa.gov.au/property-settlement?utm_source=chatgpt.com",
        "https://www.consumerprotection.wa.gov.au/system/files/migrated/sites/default/files/atoms/files/choosingasettlementagent.pdf?utm_source=chatgpt.com",
        "https://www.hartfieldconveyancing.com.au/settlement-agent-vs-conveyancer-wa?utm_source=chatgpt.com",
        "https://www.consumerprotection.wa.gov.au/settlement-agents?utm_source=chatgpt.com",
        "https://www.legalcareaustralia.com.au/legal-guides/conveyancer-vs-property-lawyer-wa/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "consumerprotection.wa.gov.au",
        "hartfieldconveyancing.com.au",
        "legalcareaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "consumerprotection.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "legalcareaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-conveyancer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B4",
      "prompt": "conveyancer or solicitor for a Perth property settlement",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Licensed Conveyancers"
      ],
      "brands_recommended": [
        "Licensed Conveyancers"
      ],
      "brand_order": [
        "Licensed Conveyancers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://transactorapp.com/conveyancers/perth/#:~:text=Solicitors%20*%20Can%20specialise%20in%20a%20number,to%20be%20more%20affordable%20than%20a%20solicitor.",
        "https://www.solbros.com.au/settlements/#:~:text=We%20provide%20a%20range%20of%20legal%20support,advice%20during%20each%20stage%20of%20the%20transaction.",
        "https://transactorapp.com/conveyancers/perth/#:~:text=Solicitors%20*%20Can%20specialise%20in%20a%20number,to%20be%20more%20affordable%20than%20a%20solicitor."
      ],
      "cited_domains": [
        "transactorapp.com",
        "solbros.com.au"
      ],
      "source_classes": [
        {
          "domain": "transactorapp.com",
          "class": "brand-source"
        },
        {
          "domain": "solbros.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-conveyancer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B4",
      "prompt": "conveyancer or solicitor for a Perth property settlement",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Licensed Conveyancers",
        "Solicitors"
      ],
      "brands_recommended": [
        "Licensed Conveyancers",
        "Solicitors"
      ],
      "brand_order": [
        "Licensed Conveyancers",
        "Solicitors"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.lairdlawyers.com.au/property-conveyancing/#:~:text=If%20the%20other%20party%20delays%20settlement%20by,out%20the%20contentious%20ground%20between%20the%20parties.",
        "https://www.lairdlawyers.com.au/property-conveyancing/#:~:text=If%20you%20are%20selling%20or%20buying%20residential,of%20the%20property%20and%20its%20intended%20use."
      ],
      "cited_domains": [
        "lairdlawyers.com.au"
      ],
      "source_classes": [
        {
          "domain": "lairdlawyers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-conveyancer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B4",
      "prompt": "conveyancer or solicitor for a Perth property settlement",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1w4btgg/solicitor_vs_conveyancer/#:~:text=In%20some%20other%20states%20you%20*have*%20to,the%20as-is%20condition%20of%20the%20property%20anyway.",
        "https://strandlc.com.au/#:~:text=Yes.%20You%20don't%20need%20to%20live%20locally,of%20local%20expertise%20in%20Perth%20and%20WA.",
        "https://www.reddit.com/r/perth/comments/1w4btgg/solicitor_vs_conveyancer/#:~:text=Do%20you%20generally%20have%20a%20solicitor%20review,the%20contract%20if%20we%20want%20legal%20advice.",
        "https://lewiskitson.com.au/our-services/settlements-and-conveyancing/#:~:text=Your%20conveyancer%20will%20also%20request%20a%20title,restrictions%20or%20easements%20on%20the%20property%20title."
      ],
      "cited_domains": [
        "reddit.com",
        "strandlc.com.au",
        "lewiskitson.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "strandlc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lewiskitson.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-conveyancer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B5",
      "prompt": "fast settlement agent Perth quick turnaround",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "WA Settlement Services",
        "Express Property Settlements",
        "H2 Conveyancing",
        "Envoy Settlement Agency",
        "West Perth Property Settlements",
        "LEAD Conveyancing Perth",
        "Peacock Settlements & Conveyance Services",
        "Perth Settlements",
        "South Perth Settlements",
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Prime Settlements",
        "MP Settlement Services",
        "Rezzi Conveyancing",
        "Perth Settlement Agents",
        "Supreme Settlements Pty Ltd",
        "Stirling Conveyancing Services",
        "Collective Conveyancing",
        "West Coast Conveyancing",
        "Elizabeth Reiss & Associates Settlement Agency"
      ],
      "brands_recommended": [
        "WA Settlement Services",
        "Express Property Settlements",
        "H2 Conveyancing",
        "Envoy Settlement Agency",
        "West Perth Property Settlements",
        "LEAD Conveyancing Perth",
        "Peacock Settlements & Conveyance Services",
        "Perth Settlements",
        "South Perth Settlements",
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Prime Settlements",
        "MP Settlement Services",
        "Rezzi Conveyancing",
        "Perth Settlement Agents",
        "Supreme Settlements Pty Ltd",
        "Stirling Conveyancing Services",
        "Collective Conveyancing",
        "West Coast Conveyancing",
        "Elizabeth Reiss & Associates Settlement Agency"
      ],
      "brand_order": [
        "WA Settlement Services",
        "Express Property Settlements",
        "H2 Conveyancing",
        "Envoy Settlement Agency",
        "West Perth Property Settlements",
        "LEAD Conveyancing Perth",
        "Peacock Settlements & Conveyance Services",
        "Perth Settlements",
        "South Perth Settlements",
        "Vicki Philipoff Settlements Perth",
        "Elite Property Settlements",
        "Prime Settlements",
        "MP Settlement Services",
        "Rezzi Conveyancing",
        "Perth Settlement Agents",
        "Supreme Settlements Pty Ltd",
        "Stirling Conveyancing Services",
        "Collective Conveyancing",
        "West Coast Conveyancing",
        "Elizabeth Reiss & Associates Settlement Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NtTjNOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VXWXdiVjk2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XUjZiVzVtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdjNU5uWjNaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0cmNqZ3hOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaVozY3dOVzVuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2R6ZzNlamt5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZd2REQndaRGQyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkdGJYUXhhdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpobk0yZzVhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNVlqQm9aMm8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMmREUnhNbWM1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSME0zWjROdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkek9ETTFZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNmVUaHhNamh1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhGa016UmlNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWQyMDNiV1kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMFptMDBNRGRtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM04ydHNkall5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1JNVoySjVlZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-conveyancer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B5",
      "prompt": "fast settlement agent Perth quick turnaround",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth"
      ],
      "brand_order": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.vickiphilipoff.com.au/",
        "https://www.strategicsettlements.com.au/"
      ],
      "cited_domains": [
        "vickiphilipoff.com.au",
        "strategicsettlements.com.au"
      ],
      "source_classes": [
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-conveyancer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B5",
      "prompt": "fast settlement agent Perth quick turnaround",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Express Property Settlements",
        "WA Settlement Services",
        "Vicki Philipoff Settlements Perth",
        "Envoy Settlement Agency",
        "Elite Property Settlements",
        "Peacock Settlements & Conveyance Services",
        "West Perth Property Settlements",
        "Perth Settlements",
        "Landmark Settlements",
        "South Perth Settlements",
        "Strategic Settlements",
        "MP Settlement Services",
        "Prime Settlements",
        "Elizabeth Reiss & Associates Settlement Agency",
        "Personalised Settlements",
        "H2 Conveyancing",
        "Perth Settlement Agents",
        "Imperial Settlements Pty Ltd",
        "Space Settlement Services",
        "Lotus Settlements"
      ],
      "brands_recommended": [
        "Express Property Settlements",
        "WA Settlement Services",
        "Vicki Philipoff Settlements Perth",
        "Envoy Settlement Agency",
        "Elite Property Settlements",
        "Peacock Settlements & Conveyance Services",
        "West Perth Property Settlements",
        "Perth Settlements",
        "Landmark Settlements",
        "South Perth Settlements",
        "Strategic Settlements",
        "MP Settlement Services",
        "Prime Settlements",
        "Elizabeth Reiss & Associates Settlement Agency",
        "Personalised Settlements",
        "H2 Conveyancing",
        "Perth Settlement Agents",
        "Imperial Settlements Pty Ltd",
        "Space Settlement Services",
        "Lotus Settlements"
      ],
      "brand_order": [
        "Express Property Settlements",
        "WA Settlement Services",
        "Vicki Philipoff Settlements Perth",
        "Envoy Settlement Agency",
        "Elite Property Settlements",
        "Peacock Settlements & Conveyance Services",
        "West Perth Property Settlements",
        "Perth Settlements",
        "Landmark Settlements",
        "South Perth Settlements",
        "Strategic Settlements",
        "MP Settlement Services",
        "Prime Settlements",
        "Elizabeth Reiss & Associates Settlement Agency",
        "Personalised Settlements",
        "H2 Conveyancing",
        "Perth Settlement Agents",
        "Imperial Settlements Pty Ltd",
        "Space Settlement Services",
        "Lotus Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VXWXdiVjk2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NtTjNOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpobk0yZzVhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdjNU5uWjNaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNVlqQm9aMm8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2R6ZzNlamt5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0cmNqZ3hOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZd2REQndaRGQyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhaa2VIY3dlURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkdGJYUXhhdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNVkyTnFlamN6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSME0zWjROdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMmREUnhNbWM1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1JNVoySjVlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxM2EzbHhjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9XUjZiVzVtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNmVUaHhNamh1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVXdHVjRGhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaa2FIcG5PQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCNlpqaHJkalk1GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-conveyancer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B5",
      "prompt": "fast settlement agent Perth quick turnaround",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "KDD Conveyancing",
        "Tips for a Quick Settlement"
      ],
      "brands_recommended": [
        "KDD Conveyancing",
        "Tips for a Quick Settlement"
      ],
      "brand_order": [
        "KDD Conveyancing",
        "Tips for a Quick Settlement"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://kddsettlementagentperth.com.au/quick-build-homes-property-settlement-services-perth/",
        "https://www.vickiphilipoff.com.au/",
        "https://kddsettlementagentperth.com.au/",
        "https://www.hartfieldconveyancing.com.au/",
        "https://www.strategicsettlements.com.au/",
        "https://www.supremesettlements.com.au/conveyancing-services-north-perth/"
      ],
      "cited_domains": [
        "kddsettlementagentperth.com.au",
        "vickiphilipoff.com.au",
        "hartfieldconveyancing.com.au",
        "strategicsettlements.com.au",
        "supremesettlements.com.au"
      ],
      "source_classes": [
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "supremesettlements.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-conveyancer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B5",
      "prompt": "fast settlement agent Perth quick turnaround",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Supreme Settlements Pty Ltd",
        "Use PEXA Electronic Settlement",
        "Fast Settlement Options in Perth"
      ],
      "brands_recommended": [
        "Supreme Settlements Pty Ltd",
        "Use PEXA Electronic Settlement",
        "Fast Settlement Options in Perth"
      ],
      "brand_order": [
        "Supreme Settlements Pty Ltd",
        "Use PEXA Electronic Settlement",
        "Fast Settlement Options in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.supremesettlements.com.au/conveyancing-services-north-perth/",
        "https://www.hartfieldconveyancing.com.au/",
        "https://westperthsettlements.com.au/"
      ],
      "cited_domains": [
        "supremesettlements.com.au",
        "hartfieldconveyancing.com.au",
        "westperthsettlements.com.au"
      ],
      "source_classes": [
        {
          "domain": "supremesettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthsettlements.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-conveyancer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B5",
      "prompt": "fast settlement agent Perth quick turnaround",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:36",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hartfield Conveyancing",
        "KDD Conveyancing",
        "Fast Settlement Options in Perth",
        "Tips for a Quick Settlement"
      ],
      "brands_recommended": [
        "Hartfield Conveyancing",
        "KDD Conveyancing",
        "Fast Settlement Options in Perth",
        "Tips for a Quick Settlement"
      ],
      "brand_order": [
        "Hartfield Conveyancing",
        "KDD Conveyancing",
        "Fast Settlement Options in Perth",
        "Tips for a Quick Settlement"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hartfieldconveyancing.com.au/",
        "https://www.vickiphilipoff.com.au/",
        "https://kddsettlementagentperth.com.au/quick-build-homes-property-settlement-services-perth/",
        "https://westperthsettlements.com.au/",
        "https://www.supremesettlements.com.au/conveyancing-services-south-perth/"
      ],
      "cited_domains": [
        "hartfieldconveyancing.com.au",
        "vickiphilipoff.com.au",
        "kddsettlementagentperth.com.au",
        "westperthsettlements.com.au",
        "supremesettlements.com.au"
      ],
      "source_classes": [
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kddsettlementagentperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "supremesettlements.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-conveyancer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B5",
      "prompt": "fast settlement agent Perth quick turnaround",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "West Perth Property Settlements",
        "Vicki Philipoff Settlements Perth",
        "Rezzi Conveyancing",
        "Elite Property Settlements",
        "H2 Conveyancing",
        "Hartfield Conveyancing"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "West Perth Property Settlements",
        "Vicki Philipoff Settlements Perth",
        "Rezzi Conveyancing",
        "Elite Property Settlements",
        "H2 Conveyancing",
        "Hartfield Conveyancing"
      ],
      "brand_order": [
        "Strategic Settlements",
        "West Perth Property Settlements",
        "Vicki Philipoff Settlements Perth",
        "Rezzi Conveyancing",
        "Elite Property Settlements",
        "H2 Conveyancing",
        "Hartfield Conveyancing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://westperthsettlements.com.au/?utm_source=chatgpt.com",
        "https://www.vickiphilipoff.com.au/?utm_source=chatgpt.com",
        "https://www.hartfieldconveyancing.com.au/?utm_source=chatgpt.com",
        "https://www.hartfieldconveyancing.com.au/residential-settlements?utm_source=chatgpt.com",
        "https://www.hartfieldconveyancing.com.au/settlement-agent-perth?utm_source=chatgpt.com",
        "https://strandlc.com.au/settlement-agents/?utm_source=chatgpt.com",
        "https://www.mgmsettlements.com.au/?utm_source=chatgpt.com",
        "https://oceaniasettlements.com.au/?utm_source=chatgpt.com",
        "https://garnetts.com.au/?utm_source=chatgpt.com",
        "https://flatratesettlements.com/?utm_source=chatgpt.com",
        "https://www.conveyancerperth.com.au/services-areas/city-of-perth/?utm_source=chatgpt.com",
        "https://cockburnconveyancing.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "westperthsettlements.com.au",
        "vickiphilipoff.com.au",
        "hartfieldconveyancing.com.au",
        "strandlc.com.au",
        "mgmsettlements.com.au",
        "oceaniasettlements.com.au",
        "garnetts.com.au",
        "flatratesettlements.com",
        "conveyancerperth.com.au",
        "cockburnconveyancing.com.au"
      ],
      "source_classes": [
        {
          "domain": "westperthsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strandlc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mgmsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oceaniasettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "garnetts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "flatratesettlements.com",
          "class": "brand-source"
        },
        {
          "domain": "conveyancerperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cockburnconveyancing.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-conveyancer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B5",
      "prompt": "fast settlement agent Perth quick turnaround",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Strategic Property Conveyancing Perth",
        "West Perth Property Settlements",
        "Express Property Settlements",
        "Flat Rate Settlements",
        "Hartfield Conveyancing",
        "WA Settlement Services",
        "H2 Conveyancing",
        "Hanson Property Settlements Perth",
        "Rezzi Conveyancing",
        "Paramount Settlements",
        "Alpha Conveyancing and Settlement Solutions",
        "CS Legal",
        "Platinum Settlement Services",
        "West End Settlements",
        "Cockburn Central Property Settlements"
      ],
      "brands_recommended": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Strategic Property Conveyancing Perth",
        "West Perth Property Settlements",
        "Express Property Settlements",
        "Flat Rate Settlements",
        "Hartfield Conveyancing",
        "WA Settlement Services",
        "H2 Conveyancing",
        "Hanson Property Settlements Perth",
        "Rezzi Conveyancing",
        "Paramount Settlements",
        "Alpha Conveyancing and Settlement Solutions",
        "CS Legal",
        "Platinum Settlement Services",
        "West End Settlements",
        "Cockburn Central Property Settlements"
      ],
      "brand_order": [
        "Strategic Settlements",
        "Vicki Philipoff Settlements Perth",
        "Strategic Property Conveyancing Perth",
        "West Perth Property Settlements",
        "Express Property Settlements",
        "Flat Rate Settlements",
        "Hartfield Conveyancing",
        "WA Settlement Services",
        "H2 Conveyancing",
        "Hanson Property Settlements Perth",
        "Rezzi Conveyancing",
        "Paramount Settlements",
        "Alpha Conveyancing and Settlement Solutions",
        "CS Legal",
        "Platinum Settlement Services",
        "West End Settlements",
        "Cockburn Central Property Settlements"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://flatratesettlements.com/?utm_source=chatgpt.com",
        "https://www.hartfieldconveyancing.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "flatratesettlements.com",
        "hartfieldconveyancing.com.au"
      ],
      "source_classes": [
        {
          "domain": "flatratesettlements.com",
          "class": "brand-source"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-conveyancer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B5",
      "prompt": "fast settlement agent Perth quick turnaround",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "WA Settlement Services",
        "West Perth Property Settlements",
        "Discount Settlements",
        "South Perth Settlements",
        "Landmark Settlements",
        "Flat Rate Settlements",
        "Innercity Settlements",
        "West End Settlements",
        "Alpha Conveyancing and Settlement Solutions",
        "Envoy Settlement Agency",
        "Kidman Conveyancing Services",
        "Mighty Settlements",
        "Perth Settlements",
        "Fast Track service"
      ],
      "brands_recommended": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "WA Settlement Services",
        "West Perth Property Settlements",
        "Discount Settlements",
        "South Perth Settlements",
        "Landmark Settlements",
        "Flat Rate Settlements",
        "Innercity Settlements",
        "West End Settlements",
        "Alpha Conveyancing and Settlement Solutions",
        "Envoy Settlement Agency",
        "Kidman Conveyancing Services",
        "Mighty Settlements",
        "Perth Settlements",
        "Fast Track service"
      ],
      "brand_order": [
        "Vicki Philipoff Settlements Perth",
        "Strategic Settlements",
        "Elite Property Settlements",
        "WA Settlement Services",
        "West Perth Property Settlements",
        "Discount Settlements",
        "South Perth Settlements",
        "Landmark Settlements",
        "Flat Rate Settlements",
        "Innercity Settlements",
        "West End Settlements",
        "Alpha Conveyancing and Settlement Solutions",
        "Envoy Settlement Agency",
        "Kidman Conveyancing Services",
        "Mighty Settlements",
        "Perth Settlements",
        "Fast Track service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.discountsettlements.com.au/services/?utm_source=chatgpt.com",
        "https://www.strategicsettlements.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "discountsettlements.com.au",
        "strategicsettlements.com.au"
      ],
      "source_classes": [
        {
          "domain": "discountsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-conveyancer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B5",
      "prompt": "fast settlement agent Perth quick turnaround",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Recommended Perth Settlement Agents",
        "Tips for Ensuring a Fast Settlement"
      ],
      "brands_recommended": [
        "Recommended Perth Settlement Agents",
        "Tips for Ensuring a Fast Settlement"
      ],
      "brand_order": [
        "Recommended Perth Settlement Agents",
        "Tips for Ensuring a Fast Settlement"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://kidmanconveyancing.com/#:~:text=Kidman%20Conveyancing%20Services%20are%20a%20trusted%20Perth,of%20service.%20*%20Open-communication.%20*%20Transaction%20transparency.",
        "https://settlementtalk.com.au/#:~:text=Hannah%20is%20extremely%20helpful%2C%20professional%20and%20knowledgeable%2C,Settlement%20Talk%20team%20to%20anyone!%20Hemachandra%20Sam.",
        "https://westcoastconveyancing.com.au/",
        "https://kidmanconveyancing.com/#:~:text=A%20settlement%20agent's%20primary%20function%20is%20to,In%20Touch.%20CALL%20(08)%209204%201868.%20Notifications."
      ],
      "cited_domains": [
        "kidmanconveyancing.com",
        "settlementtalk.com.au",
        "westcoastconveyancing.com.au"
      ],
      "source_classes": [
        {
          "domain": "kidmanconveyancing.com",
          "class": "brand-source"
        },
        {
          "domain": "settlementtalk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoastconveyancing.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-conveyancer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B5",
      "prompt": "fast settlement agent Perth quick turnaround",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.supremesettlements.com.au/conveyancing-services-south-perth/",
        "https://www.strategicsettlements.com.au/#:~:text=At%20Strategic%20Settlements%2C%20we%20bring%20over%20115,informed%20decision%20before%20committing%20to%20our%20services.",
        "https://www.hartfieldconveyancing.com.au/#:~:text=Settlement%20Agent%20Perth%20%7C%2015%2C000%2B%20Settlements%20%7C,Fees%20%26%20Settlement%20Agent%20Costs%20in%20Perth.",
        "https://westcoastconveyancing.com.au/#:~:text=*%20Our%20Services.%20*%20Contact%20Us.%20Why,honest%20communication%20with%20clients.%20Meet%20the%20team.",
        "https://www.vickiphilipoff.com.au/"
      ],
      "cited_domains": [
        "supremesettlements.com.au",
        "strategicsettlements.com.au",
        "hartfieldconveyancing.com.au",
        "westcoastconveyancing.com.au",
        "vickiphilipoff.com.au"
      ],
      "source_classes": [
        {
          "domain": "supremesettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicsettlements.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoastconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vickiphilipoff.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-conveyancer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "conveyancer-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-conveyancer-B5",
      "prompt": "fast settlement agent Perth quick turnaround",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Conveyancer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hartfield Conveyancing",
        "Settlement Talk",
        "West Coast Conveyancing",
        "Bellmac Settlements",
        "Tips for a Quick Turnaround Settlement"
      ],
      "brands_recommended": [
        "Hartfield Conveyancing",
        "Settlement Talk",
        "West Coast Conveyancing",
        "Bellmac Settlements",
        "Tips for a Quick Turnaround Settlement"
      ],
      "brand_order": [
        "Hartfield Conveyancing",
        "Settlement Talk",
        "West Coast Conveyancing",
        "Bellmac Settlements",
        "Tips for a Quick Turnaround Settlement"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hartfieldconveyancing.com.au/#:~:text=At%20Hartfield%20Conveyancing%2C%20we%20offer%20fixed%2C%20transparent,and%20stress-free.%20Get%20a%20Quote.%20Our%20Fees.",
        "https://settlementtalk.com.au/#:~:text=Our%20focus%20is%20on%20helping%20you%20with,Us.%20Contact.%2072%20Cantonment%20Street%20Fremantle%206160.",
        "https://settlementtalk.com.au/#:~:text=Perth's%20Premium%20Settlement%20Agent%20%7C%20Settlement%20Talk.%2008%209239%200101.",
        "https://westcoastconveyancing.com.au/#:~:text=West%20Coast%20Conveyancing%20%7C%20Trusted%20Property%20Settlements,Get%20your%20instant%20quote.%20*%20Trustworthy%20Service.",
        "https://westcoastconveyancing.com.au/#:~:text=Get%20your%20instant%20quote%20or%20call%20us,08%209226%203033.%20Return%20to%20Top.%20quotes%40wccwa.com.au.",
        "https://www.bellmacsettlements.com.au/#:~:text=made%20simply%20easy.%20Bellmac%20Settlements%20is%20Western,have%20dedicated%2C%20reliable%2C%20and%20highly%20skilled%20conveyancers.",
        "https://www.bellmacsettlements.com.au/#:~:text=Contacts.%20(08)%209407%209220."
      ],
      "cited_domains": [
        "hartfieldconveyancing.com.au",
        "settlementtalk.com.au",
        "westcoastconveyancing.com.au",
        "bellmacsettlements.com.au"
      ],
      "source_classes": [
        {
          "domain": "hartfieldconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "settlementtalk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoastconveyancing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bellmacsettlements.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-conveyancer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A1",
      "prompt": "best dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "LifeCare Dental",
        "Accent Dental Care",
        "Above & Beyond Dental",
        "DB Dental Perth City",
        "West Perth Dental Centre",
        "Perth City Dental",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Perth Dental Rooms",
        "Stirling Street Dental Clinic",
        "Dental O So Gentle St Georges Terrace",
        "Iconic Dentistry",
        "Mendelsohn Dental on Royal",
        "V Dentist",
        "The Teeth Whitener",
        "Dental Boutique Perth",
        "East Perth Dental Centre"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "LifeCare Dental",
        "Accent Dental Care",
        "Above & Beyond Dental",
        "DB Dental Perth City",
        "West Perth Dental Centre",
        "Perth City Dental",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Perth Dental Rooms",
        "Stirling Street Dental Clinic",
        "Dental O So Gentle St Georges Terrace",
        "Iconic Dentistry",
        "Mendelsohn Dental on Royal",
        "V Dentist",
        "The Teeth Whitener",
        "Dental Boutique Perth",
        "East Perth Dental Centre"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "LifeCare Dental",
        "Accent Dental Care",
        "Above & Beyond Dental",
        "DB Dental Perth City",
        "West Perth Dental Centre",
        "Perth City Dental",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Perth Dental Rooms",
        "Stirling Street Dental Clinic",
        "Dental O So Gentle St Georges Terrace",
        "Iconic Dentistry",
        "Mendelsohn Dental on Royal",
        "V Dentist",
        "The Teeth Whitener",
        "Dental Boutique Perth",
        "East Perth Dental Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpCeU1qWnljQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNelpERnplV2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1YUTNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGeWRIRjNkM1I0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkb2NIQjROSFp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-dentist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A1",
      "prompt": "best dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Accent Dental Care",
        "Above & Beyond Dental",
        "Iconic Dentistry",
        "Perth Prime Dental",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "Aria Dental",
        "Perth City Dental",
        "DB Dental Perth City",
        "Dental O So Gentle St Georges Terrace",
        "West Perth Dental Centre",
        "Dental Boutique Perth",
        "Perth Dental Rooms",
        "Stirling Street Dental Clinic",
        "V Dentist",
        "Dr Matthew Kinsella",
        "LifeCare Dental",
        "Mendelsohn Dental on Royal",
        "Radiant Smiles Dental Care Dental Implants Perth"
      ],
      "brands_recommended": [
        "Accent Dental Care",
        "Above & Beyond Dental",
        "Iconic Dentistry",
        "Perth Prime Dental",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "Aria Dental",
        "Perth City Dental",
        "DB Dental Perth City",
        "Dental O So Gentle St Georges Terrace",
        "West Perth Dental Centre",
        "Dental Boutique Perth",
        "Perth Dental Rooms",
        "Stirling Street Dental Clinic",
        "V Dentist",
        "Dr Matthew Kinsella",
        "LifeCare Dental",
        "Mendelsohn Dental on Royal",
        "Radiant Smiles Dental Care Dental Implants Perth"
      ],
      "brand_order": [
        "Accent Dental Care",
        "Above & Beyond Dental",
        "Iconic Dentistry",
        "Perth Prime Dental",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "Aria Dental",
        "Perth City Dental",
        "DB Dental Perth City",
        "Dental O So Gentle St Georges Terrace",
        "West Perth Dental Centre",
        "Dental Boutique Perth",
        "Perth Dental Rooms",
        "Stirling Street Dental Clinic",
        "V Dentist",
        "Dr Matthew Kinsella",
        "LifeCare Dental",
        "Mendelsohn Dental on Royal",
        "Radiant Smiles Dental Care Dental Implants Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpCeU1qWnljQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkb2NIQjROSFp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1YUTNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG0wMlltdHVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNelpERnplV2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKalpIbDJOV3BmGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-dentist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A1",
      "prompt": "best dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "LifeCare Dental",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "West Perth Dental Centre",
        "Perth City Dental",
        "DB Dental Perth City",
        "Iconic Dentistry",
        "Stirling Street Dental Clinic",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Perth Dental Rooms",
        "Dental O So Gentle St Georges Terrace",
        "Mendelsohn Dental on Royal",
        "V Dentist",
        "Boujee Smile",
        "WHITEOLOGY",
        "East Perth Dental Centre",
        "Dental Boutique Perth",
        "Access Dental Care Perth CBD",
        "Maylands Dental Centre",
        "Highly Rated General & Family Dentistry"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "LifeCare Dental",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "West Perth Dental Centre",
        "Perth City Dental",
        "DB Dental Perth City",
        "Iconic Dentistry",
        "Stirling Street Dental Clinic",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Perth Dental Rooms",
        "Dental O So Gentle St Georges Terrace",
        "Mendelsohn Dental on Royal",
        "V Dentist",
        "Boujee Smile",
        "WHITEOLOGY",
        "East Perth Dental Centre",
        "Dental Boutique Perth",
        "Access Dental Care Perth CBD",
        "Maylands Dental Centre",
        "Highly Rated General & Family Dentistry"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "LifeCare Dental",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "West Perth Dental Centre",
        "Perth City Dental",
        "DB Dental Perth City",
        "Iconic Dentistry",
        "Stirling Street Dental Clinic",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Perth Dental Rooms",
        "Dental O So Gentle St Georges Terrace",
        "Mendelsohn Dental on Royal",
        "V Dentist",
        "Boujee Smile",
        "WHITEOLOGY",
        "East Perth Dental Centre",
        "Dental Boutique Perth",
        "Access Dental Care Perth CBD",
        "Maylands Dental Centre",
        "Highly Rated General & Family Dentistry"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpCeU1qWnljQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNelpERnplV2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1YUTNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4bk4yeHNaRFpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbk9XMHhPVGhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkb2NIQjROSFp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZM1kxOHhlSE0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpONU5UVm5jdxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-dentist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A1",
      "prompt": "best dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-dentist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A1",
      "prompt": "best dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Dental Rooms",
        "Highly rated Perth dentists"
      ],
      "brands_recommended": [
        "Perth Dental Rooms",
        "Highly rated Perth dentists"
      ],
      "brand_order": [
        "Perth Dental Rooms",
        "Highly rated Perth dentists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.iconicdentistry.com.au/",
        "https://www.theapplecrossdentist.com.au/",
        "https://westcoastdentalcare.com.au/dentist-perth/",
        "https://perthdentalrooms.com.au/",
        "https://accentdental.com.au/"
      ],
      "cited_domains": [
        "iconicdentistry.com.au",
        "theapplecrossdentist.com.au",
        "westcoastdentalcare.com.au",
        "perthdentalrooms.com.au",
        "accentdental.com.au"
      ],
      "source_classes": [
        {
          "domain": "iconicdentistry.com.au",
          "class": "brand-source"
        },
        {
          "domain": "theapplecrossdentist.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoastdentalcare.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdentalrooms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "accentdental.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-dentist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A1",
      "prompt": "best dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-dentist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A1",
      "prompt": "best dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Perth Central Dental Centre"
      ],
      "brands_recommended": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Perth Central Dental Centre"
      ],
      "brand_order": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Perth Central Dental Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/dental/perth-wa/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/dentist?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/dentists/perth-wa/?utm_source=chatgpt.com",
        "https://dentistscout.com.au/wa/perth/?utm_source=chatgpt.com",
        "https://biglove.to/dentists/perth/google-reviews-guide?utm_source=chatgpt.com",
        "https://www.dentistryplusreviews.com.au/?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/dentistry/WA/perth-6000?icid=nar%3Apro%3Aunp%3Aprp%3Apcs%3A%3Arvl%3A%3A%3Anov22&utm_source=chatgpt.com",
        "https://healthengine.com.au/search/dentistry/WA/perth-6000?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/dentistry/WA/perth-6000?icid=icid%3Dnpp%3Apro%3A%3Aprp%3Apcs%3Aall%3A%3A%3A%3Ajun22&utm_source=chatgpt.com",
        "https://healthengine.com.au/search/dentistry/WA/perth-6000?gov-scheme-select=&language-select=&payment-method-select=&provider-select=HBF&utm_source=chatgpt.com",
        "https://yably.co.uk/dentists-dental-clinics/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "reviews.birdeye.com",
        "wordofmouth.com.au",
        "dentistscout.com.au",
        "biglove.to",
        "dentistryplusreviews.com.au",
        "healthengine.com.au",
        "yably.co.uk"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "dentistscout.com.au",
          "class": "brand-source"
        },
        {
          "domain": "biglove.to",
          "class": "third-party"
        },
        {
          "domain": "dentistryplusreviews.com.au",
          "class": "brand-source"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        },
        {
          "domain": "yably.co.uk",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-dentist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A1",
      "prompt": "best dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "Perth Central Dental Centre",
        "DB Dental Perth City",
        "West Perth Dental Centre",
        "Accent Dental Care",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Signature Dental - South Perth",
        "West Perth Cosmetic & Emergency Dental",
        "Perth City Dental",
        "My Implant Dentist South Perth",
        "Aria Dental",
        "Dentique Dental Spa",
        "Accent Dental",
        "Dental Boutique Perth",
        "Signature Dental"
      ],
      "brands_recommended": [
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "Perth Central Dental Centre",
        "DB Dental Perth City",
        "West Perth Dental Centre",
        "Accent Dental Care",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Signature Dental - South Perth",
        "West Perth Cosmetic & Emergency Dental",
        "Perth City Dental",
        "My Implant Dentist South Perth",
        "Aria Dental",
        "Dentique Dental Spa",
        "Accent Dental",
        "Dental Boutique Perth",
        "Signature Dental"
      ],
      "brand_order": [
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "Perth Central Dental Centre",
        "DB Dental Perth City",
        "West Perth Dental Centre",
        "Accent Dental Care",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Signature Dental - South Perth",
        "West Perth Cosmetic & Emergency Dental",
        "Perth City Dental",
        "My Implant Dentist South Perth",
        "Aria Dental",
        "Dentique Dental Spa",
        "Accent Dental",
        "Dental Boutique Perth",
        "Signature Dental"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-dentist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A1",
      "prompt": "best dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Perth Dental Centre",
        "Accent Dental Care",
        "Dentique Dental Spa"
      ],
      "brands_recommended": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Perth Dental Centre",
        "Accent Dental Care",
        "Dentique Dental Spa"
      ],
      "brand_order": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Perth Dental Centre",
        "Accent Dental Care",
        "Dentique Dental Spa"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/dental/perth-wa/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/dentist?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/dental-services?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/dentists/perth-wa/?utm_source=chatgpt.com",
        "https://dentistscout.com.au/wa/perth/?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/dentistry/WA/perth-6000?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/dentistry/WA/perth-6000?icid=30r%3Aserp%3A%3Adis%3Apaa%3A%3A%3A%3A%3Afeb24&utm_source=chatgpt.com",
        "https://healthengine.com.au/search/dentistry/WA/perth-6000?icid=npp%3Apro%3A%3Aprp%3Apcs%3Aall%3A%3A%3A%3Ajun22&onlineAppts=true&utm_source=chatgpt.com",
        "https://www.dentistryplusreviews.com.au/?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/dentists?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/dentists/cannington?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "reviews.birdeye.com",
        "wordofmouth.com.au",
        "productreview.com.au",
        "dentistscout.com.au",
        "healthengine.com.au",
        "dentistryplusreviews.com.au",
        "datagemba.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "dentistscout.com.au",
          "class": "brand-source"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dentistryplusreviews.com.au",
          "class": "brand-source"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-dentist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A1",
      "prompt": "best dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "DB Dental",
        "Perth Dental Rooms",
        "Advanced Dental Artistry",
        "Aria Dental",
        "Maylands Dental Centre",
        "Winthrop Village Dental Centre"
      ],
      "brands_recommended": [
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "DB Dental",
        "Perth Dental Rooms",
        "Advanced Dental Artistry",
        "Aria Dental",
        "Maylands Dental Centre",
        "Winthrop Village Dental Centre"
      ],
      "brand_order": [
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "DB Dental",
        "Perth Dental Rooms",
        "Advanced Dental Artistry",
        "Aria Dental",
        "Maylands Dental Centre",
        "Winthrop Village Dental Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://biglove.to/dentists/perth/google-reviews-guide#:~:text=Who's%20winning%20the%20review%20race%20in%20Perth.,WA%206000.%204.9%20%E2%98%85%20%C2%B7%20364%20reviews.",
        "https://biglove.to/dentists/perth/google-reviews-guide#:~:text=Who's%20winning%20the%20review%20race%20in%20Perth.,WA%206000.%204.9%20%E2%98%85%20%C2%B7%20364%20reviews.",
        "https://comparedentists.com.au/best/perth/#:~:text=Perth%20Dental%20Rooms%20(Perth%20Dental%20Rooms%2C%20Perth,or%20specialist%20alignment.%20Hours%3A%20Emergency%20dental%20available.",
        "https://comparedentists.com.au/best/perth/#:~:text=Which%20is%20the%20best%20dentist%20in%20Perth%3F,practice.%20Runners-up%3A%20Aria%20Dental%20and%20Dental%20Boutique.",
        "https://www.connollydentalboutique.com.au/doctor/dr-lily/#:~:text=I%20strongly%20believe%20in%20holistic%20dentistry%2C%20facially,Smile%20Design%20*%20National%20Prize%20for%20Medicine.",
        "https://maylandsdentalcentre.com.au/#:~:text=Maylands%20Dental%20Centre%20offers%20sleep%20dentistry%20options,and%20determine%20if%20sleep%20dentistry%20suits%20you.",
        "https://comparedentists.com.au/best/perth/#:~:text=Specialises%20in%3A%20general%2C%20cosmetic%2C%20implants%2C%20emergency.%20Best,(08)%209312%201388%20Verify%20on%20AHPRA%20%E2%86%97",
        "https://maylandsdentalcentre.com.au/#:~:text=With%20quality%20and%20accessibility%20as%20our%20main,NIB%2C%20and%20Smile.com.au.%20Get%20To%20Know%20Us.",
        "https://comparedentists.com.au/best/perth/#:~:text=Winthrop%20Village%20Dental%20Centre%20runs%20Winthrop%20Village,or%20full-mouth%20reconstruction.%20Hours%3A%20Emergency%20dental%20available."
      ],
      "cited_domains": [
        "biglove.to",
        "comparedentists.com.au",
        "connollydentalboutique.com.au",
        "maylandsdentalcentre.com.au"
      ],
      "source_classes": [
        {
          "domain": "biglove.to",
          "class": "third-party"
        },
        {
          "domain": "comparedentists.com.au",
          "class": "directory"
        },
        {
          "domain": "connollydentalboutique.com.au",
          "class": "brand-source"
        },
        {
          "domain": "maylandsdentalcentre.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-dentist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A1",
      "prompt": "best dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Specializes in digital smile design"
      ],
      "brands_recommended": [
        "Specializes in digital smile design"
      ],
      "brand_order": [
        "Specializes in digital smile design"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-dentist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A1",
      "prompt": "best dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "DB Dental Perth City",
        "Advanced Dental Artistry",
        "Perth Central Dental Centre"
      ],
      "brands_recommended": [
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "DB Dental Perth City",
        "Advanced Dental Artistry",
        "Perth Central Dental Centre"
      ],
      "brand_order": [
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "DB Dental Perth City",
        "Advanced Dental Artistry",
        "Perth Central Dental Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-dentist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A2",
      "prompt": "top dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Above & Beyond Dental",
        "Iconic Dentistry",
        "Perth Prime Dental",
        "Accent Dental Care",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "Perth City Dental",
        "Aria Dental",
        "DB Dental Perth City",
        "West Perth Dental Centre",
        "Dental Boutique Perth",
        "Dental O So Gentle St Georges Terrace",
        "V Dentist",
        "Stirling Street Dental Clinic",
        "Perth Dental Rooms",
        "Dr Matthew Kinsella",
        "My Implant Dentist Perth CBD",
        "Mendelsohn Dental on Royal",
        "LifeCare Dental",
        "East Perth Dental Centre"
      ],
      "brands_recommended": [
        "Above & Beyond Dental",
        "Iconic Dentistry",
        "Perth Prime Dental",
        "Accent Dental Care",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "Perth City Dental",
        "Aria Dental",
        "DB Dental Perth City",
        "West Perth Dental Centre",
        "Dental Boutique Perth",
        "Dental O So Gentle St Georges Terrace",
        "V Dentist",
        "Stirling Street Dental Clinic",
        "Perth Dental Rooms",
        "Dr Matthew Kinsella",
        "My Implant Dentist Perth CBD",
        "Mendelsohn Dental on Royal",
        "LifeCare Dental",
        "East Perth Dental Centre"
      ],
      "brand_order": [
        "Above & Beyond Dental",
        "Iconic Dentistry",
        "Perth Prime Dental",
        "Accent Dental Care",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "Perth City Dental",
        "Aria Dental",
        "DB Dental Perth City",
        "West Perth Dental Centre",
        "Dental Boutique Perth",
        "Dental O So Gentle St Georges Terrace",
        "V Dentist",
        "Stirling Street Dental Clinic",
        "Perth Dental Rooms",
        "Dr Matthew Kinsella",
        "My Implant Dentist Perth CBD",
        "Mendelsohn Dental on Royal",
        "LifeCare Dental",
        "East Perth Dental Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpCeU1qWnljQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkb2NIQjROSFp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1YUTNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG0wMlltdHVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoMmNHNXFORGsxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNelpERnplV2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-dentist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A2",
      "prompt": "top dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Above & Beyond Dental",
        "Iconic Dentistry",
        "Perth Prime Dental",
        "Accent Dental Care",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "Perth City Dental",
        "DB Dental Perth City",
        "Aria Dental",
        "West Perth Dental Centre",
        "Dental Boutique Perth",
        "Dental O So Gentle St Georges Terrace",
        "Stirling Street Dental Clinic",
        "V Dentist",
        "Perth Dental Rooms",
        "Dr Matthew Kinsella",
        "My Implant Dentist Perth CBD",
        "Mendelsohn Dental on Royal",
        "LifeCare Dental"
      ],
      "brands_recommended": [
        "Above & Beyond Dental",
        "Iconic Dentistry",
        "Perth Prime Dental",
        "Accent Dental Care",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "Perth City Dental",
        "DB Dental Perth City",
        "Aria Dental",
        "West Perth Dental Centre",
        "Dental Boutique Perth",
        "Dental O So Gentle St Georges Terrace",
        "Stirling Street Dental Clinic",
        "V Dentist",
        "Perth Dental Rooms",
        "Dr Matthew Kinsella",
        "My Implant Dentist Perth CBD",
        "Mendelsohn Dental on Royal",
        "LifeCare Dental"
      ],
      "brand_order": [
        "Above & Beyond Dental",
        "Iconic Dentistry",
        "Perth Prime Dental",
        "Accent Dental Care",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "Perth City Dental",
        "DB Dental Perth City",
        "Aria Dental",
        "West Perth Dental Centre",
        "Dental Boutique Perth",
        "Dental O So Gentle St Georges Terrace",
        "Stirling Street Dental Clinic",
        "V Dentist",
        "Perth Dental Rooms",
        "Dr Matthew Kinsella",
        "My Implant Dentist Perth CBD",
        "Mendelsohn Dental on Royal",
        "LifeCare Dental"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpCeU1qWnljQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkb2NIQjROSFp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1YUTNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG0wMlltdHVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoMmNHNXFORGsxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNelpERnplV2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-dentist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A2",
      "prompt": "top dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Iconic Dentistry",
        "Perth Prime Dental",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "Perth City Dental",
        "Aria Dental",
        "DB Dental Perth City",
        "West Perth Dental Centre",
        "Dental O So Gentle St Georges Terrace",
        "Dental Boutique Perth",
        "Stirling Street Dental Clinic",
        "Perth Dental Rooms",
        "V Dentist",
        "Dr Matthew Kinsella",
        "LifeCare Dental",
        "Mendelsohn Dental on Royal",
        "My Implant Dentist Perth CBD"
      ],
      "brands_recommended": [
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Iconic Dentistry",
        "Perth Prime Dental",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "Perth City Dental",
        "Aria Dental",
        "DB Dental Perth City",
        "West Perth Dental Centre",
        "Dental O So Gentle St Georges Terrace",
        "Dental Boutique Perth",
        "Stirling Street Dental Clinic",
        "Perth Dental Rooms",
        "V Dentist",
        "Dr Matthew Kinsella",
        "LifeCare Dental",
        "Mendelsohn Dental on Royal",
        "My Implant Dentist Perth CBD"
      ],
      "brand_order": [
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Iconic Dentistry",
        "Perth Prime Dental",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "Perth City Dental",
        "Aria Dental",
        "DB Dental Perth City",
        "West Perth Dental Centre",
        "Dental O So Gentle St Georges Terrace",
        "Dental Boutique Perth",
        "Stirling Street Dental Clinic",
        "Perth Dental Rooms",
        "V Dentist",
        "Dr Matthew Kinsella",
        "LifeCare Dental",
        "Mendelsohn Dental on Royal",
        "My Implant Dentist Perth CBD"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpCeU1qWnljQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkb2NIQjROSFp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1YUTNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG0wMlltdHVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNelpERnplV2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoMmNHNXFORGsxGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-dentist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A2",
      "prompt": "top dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-dentist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A2",
      "prompt": "top dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-dentist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A2",
      "prompt": "top dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-dentist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A2",
      "prompt": "top dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "Dentique Dental Spa",
        "Dianella Family Dental",
        "My Implant Dentist South Perth",
        "SmileOn Perth",
        "Highly rated Perth dentists"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "Dentique Dental Spa",
        "Dianella Family Dental",
        "My Implant Dentist South Perth",
        "SmileOn Perth",
        "Highly rated Perth dentists"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "Dentique Dental Spa",
        "Dianella Family Dental",
        "My Implant Dentist South Perth",
        "SmileOn Perth",
        "Highly rated Perth dentists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/dentist?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/dentists/perth-wa/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/dental/perth-wa/?utm_source=chatgpt.com",
        "https://www.whatclinic.com/dentists/australia/western-australia/perth?utm_source=chatgpt.com",
        "https://dentistscout.com.au/wa/perth/?utm_source=chatgpt.com",
        "https://biglove.to/dentists/perth/google-reviews-guide?utm_source=chatgpt.com",
        "https://www.ratemds.com/best-doctors/wau/perth/dentist/?utm_source=chatgpt.com",
        "https://www.ratemds.com/best-doctors/wau/perth/dentist/?verified=true&utm_source=chatgpt.com",
        "https://yably.co.uk/dentists-dental-clinics/perth?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/dentists?utm_source=chatgpt.com",
        "https://www.dentistryplusreviews.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "reviews.birdeye.com",
        "whatclinic.com",
        "dentistscout.com.au",
        "biglove.to",
        "ratemds.com",
        "yably.co.uk",
        "datagemba.com",
        "dentistryplusreviews.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "whatclinic.com",
          "class": "brand-source"
        },
        {
          "domain": "dentistscout.com.au",
          "class": "brand-source"
        },
        {
          "domain": "biglove.to",
          "class": "third-party"
        },
        {
          "domain": "ratemds.com",
          "class": "third-party"
        },
        {
          "domain": "yably.co.uk",
          "class": "third-party"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        },
        {
          "domain": "dentistryplusreviews.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-dentist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A2",
      "prompt": "top dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "West Perth Dental Centre",
        "Perth Central Dental Centre",
        "DB Dental Perth City",
        "Aria Dental",
        "Dentique Dental Spa",
        "My Implant Dentist South Perth",
        "Access Dental Care Perth CBD",
        "West Perth Cosmetic & Emergency Dental",
        "Dianella Family Dental",
        "Family Dental Care",
        "Perth Dental Rooms",
        "Shenton Park Family Dental",
        "Joondanna Family Dental",
        "My Implant Dentist"
      ],
      "brands_recommended": [
        "West Perth Dental Centre",
        "Perth Central Dental Centre",
        "DB Dental Perth City",
        "Aria Dental",
        "Dentique Dental Spa",
        "My Implant Dentist South Perth",
        "Access Dental Care Perth CBD",
        "West Perth Cosmetic & Emergency Dental",
        "Dianella Family Dental",
        "Family Dental Care",
        "Perth Dental Rooms",
        "Shenton Park Family Dental",
        "Joondanna Family Dental",
        "My Implant Dentist"
      ],
      "brand_order": [
        "West Perth Dental Centre",
        "Perth Central Dental Centre",
        "DB Dental Perth City",
        "Aria Dental",
        "Dentique Dental Spa",
        "My Implant Dentist South Perth",
        "Access Dental Care Perth CBD",
        "West Perth Cosmetic & Emergency Dental",
        "Dianella Family Dental",
        "Family Dental Care",
        "Perth Dental Rooms",
        "Shenton Park Family Dental",
        "Joondanna Family Dental",
        "My Implant Dentist"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/dentist?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-dentist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A2",
      "prompt": "top dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Perth Dental Centre",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "My Implant Dentist South Perth",
        "South Perth Dental Surgery",
        "West Perth Cosmetic & Emergency Dental",
        "Access Dental Care Perth CBD",
        "Perth Dental Rooms",
        "Aria Dental",
        "DB Dental Perth City",
        "Signature Dental - South Perth",
        "Signature Dental"
      ],
      "brands_recommended": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Perth Dental Centre",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "My Implant Dentist South Perth",
        "South Perth Dental Surgery",
        "West Perth Cosmetic & Emergency Dental",
        "Access Dental Care Perth CBD",
        "Perth Dental Rooms",
        "Aria Dental",
        "DB Dental Perth City",
        "Signature Dental - South Perth",
        "Signature Dental"
      ],
      "brand_order": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Perth Dental Centre",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "My Implant Dentist South Perth",
        "South Perth Dental Surgery",
        "West Perth Cosmetic & Emergency Dental",
        "Access Dental Care Perth CBD",
        "Perth Dental Rooms",
        "Aria Dental",
        "DB Dental Perth City",
        "Signature Dental - South Perth",
        "Signature Dental"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-dentist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A2",
      "prompt": "top dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Dental Rooms",
        "Advanced Dental Artistry",
        "Bayview Dental",
        "Well-reviewed for efficient service"
      ],
      "brands_recommended": [
        "Perth Dental Rooms",
        "Advanced Dental Artistry",
        "Bayview Dental",
        "Well-reviewed for efficient service"
      ],
      "brand_order": [
        "Perth Dental Rooms",
        "Advanced Dental Artistry",
        "Bayview Dental",
        "Well-reviewed for efficient service"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-dentist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A2",
      "prompt": "top dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Dental Rooms",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Dentists@Burswood",
        "Helena Street Dental Clinic"
      ],
      "brands_recommended": [
        "Perth Dental Rooms",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Dentists@Burswood",
        "Helena Street Dental Clinic"
      ],
      "brand_order": [
        "Perth Dental Rooms",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Dentists@Burswood",
        "Helena Street Dental Clinic"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-dentist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A2",
      "prompt": "top dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Dental Rooms"
      ],
      "brands_recommended": [
        "Perth Dental Rooms"
      ],
      "brand_order": [
        "Perth Dental Rooms"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-dentist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A3",
      "prompt": "recommended dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "DB Dental Perth City",
        "Above & Beyond Dental",
        "Stirling Street Dental Clinic",
        "Accent Dental Care",
        "LifeCare Dental",
        "Perth City Dental",
        "Perth Dental Rooms",
        "Dental O So Gentle St Georges Terrace",
        "Aria Dental",
        "East Perth Dental Centre",
        "V Dentist",
        "Access Dental Care Perth CBD",
        "Mendelsohn Dental on Royal",
        "Absolute Dental | Perth Wellness & Sleep Dentistry",
        "Advanced Dental Artistry",
        "Mi Dental"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "DB Dental Perth City",
        "Above & Beyond Dental",
        "Stirling Street Dental Clinic",
        "Accent Dental Care",
        "LifeCare Dental",
        "Perth City Dental",
        "Perth Dental Rooms",
        "Dental O So Gentle St Georges Terrace",
        "Aria Dental",
        "East Perth Dental Centre",
        "V Dentist",
        "Access Dental Care Perth CBD",
        "Mendelsohn Dental on Royal",
        "Absolute Dental | Perth Wellness & Sleep Dentistry",
        "Advanced Dental Artistry",
        "Mi Dental"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "DB Dental Perth City",
        "Above & Beyond Dental",
        "Stirling Street Dental Clinic",
        "Accent Dental Care",
        "LifeCare Dental",
        "Perth City Dental",
        "Perth Dental Rooms",
        "Dental O So Gentle St Georges Terrace",
        "Aria Dental",
        "East Perth Dental Centre",
        "V Dentist",
        "Access Dental Care Perth CBD",
        "Mendelsohn Dental on Royal",
        "Absolute Dental | Perth Wellness & Sleep Dentistry",
        "Advanced Dental Artistry",
        "Mi Dental"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1YUTNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZM1kxOHhlSE0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNelpERnplV2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkalkzUjVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhaMGR6aHdPQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-dentist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A3",
      "prompt": "recommended dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "DB Dental Perth City",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "West Perth Dental Centre",
        "Perth City Dental",
        "Perth Dental Rooms",
        "LifeCare Dental",
        "Aria Dental",
        "Stirling Street Dental Clinic",
        "East Perth Dental Centre",
        "Dental O So Gentle St Georges Terrace",
        "Advanced Dental Artistry",
        "Maylands Dental Centre",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Gledden Dental",
        "Advent Dental Studio",
        "Mendelsohn Dental on Royal"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "DB Dental Perth City",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "West Perth Dental Centre",
        "Perth City Dental",
        "Perth Dental Rooms",
        "LifeCare Dental",
        "Aria Dental",
        "Stirling Street Dental Clinic",
        "East Perth Dental Centre",
        "Dental O So Gentle St Georges Terrace",
        "Advanced Dental Artistry",
        "Maylands Dental Centre",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Gledden Dental",
        "Advent Dental Studio",
        "Mendelsohn Dental on Royal"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "DB Dental Perth City",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "West Perth Dental Centre",
        "Perth City Dental",
        "Perth Dental Rooms",
        "LifeCare Dental",
        "Aria Dental",
        "Stirling Street Dental Clinic",
        "East Perth Dental Centre",
        "Dental O So Gentle St Georges Terrace",
        "Advanced Dental Artistry",
        "Maylands Dental Centre",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Gledden Dental",
        "Advent Dental Studio",
        "Mendelsohn Dental on Royal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpONU5UVm5jdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKalpIbDJOV3BmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdka2QzSXhZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvMFgxOWthQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNelpERnplV2MYCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-dentist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A3",
      "prompt": "recommended dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "City Physiotherapy on Healthengine",
        "Access Dental Care"
      ],
      "brands_recommended": [
        "City Physiotherapy on Healthengine",
        "Access Dental Care"
      ],
      "brand_order": [
        "City Physiotherapy on Healthengine",
        "Access Dental Care"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://healthengine.com.au/appointment/book/43379/Dentistry/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book/43416/Dentistry/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book/60049/Dentistry/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24"
      ],
      "cited_domains": [
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-dentist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A3",
      "prompt": "recommended dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-dentist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A3",
      "prompt": "recommended dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-dentist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A3",
      "prompt": "recommended dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-dentist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A3",
      "prompt": "recommended dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "West Perth Dental Centre",
        "Iconic Dentistry",
        "Advanced Dental Artistry",
        "Signature Dental - South Perth",
        "DB Dental Perth City",
        "Dentique Dental Spa",
        "Perth Dental Rooms",
        "My Implant Dentist South Perth",
        "Perth City Dental",
        "LifeCare Dental",
        "Signature Dental"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "West Perth Dental Centre",
        "Iconic Dentistry",
        "Advanced Dental Artistry",
        "Signature Dental - South Perth",
        "DB Dental Perth City",
        "Dentique Dental Spa",
        "Perth Dental Rooms",
        "My Implant Dentist South Perth",
        "Perth City Dental",
        "LifeCare Dental",
        "Signature Dental"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "West Perth Dental Centre",
        "Iconic Dentistry",
        "Advanced Dental Artistry",
        "Signature Dental - South Perth",
        "DB Dental Perth City",
        "Dentique Dental Spa",
        "Perth Dental Rooms",
        "My Implant Dentist South Perth",
        "Perth City Dental",
        "LifeCare Dental",
        "Signature Dental"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/dentists/perth-wa/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "reviews.birdeye.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-dentist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A3",
      "prompt": "recommended dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "CBD Dental Perth",
        "Perth City Dental",
        "South Perth Dental Surgery",
        "V Dentist",
        "Perth Dental Rooms",
        "Aria Dental",
        "DB Dental Perth City",
        "East Perth Dental Centre",
        "Stirling Street Dental Clinic"
      ],
      "brands_recommended": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "CBD Dental Perth",
        "Perth City Dental",
        "South Perth Dental Surgery",
        "V Dentist",
        "Perth Dental Rooms",
        "Aria Dental",
        "DB Dental Perth City",
        "East Perth Dental Centre",
        "Stirling Street Dental Clinic"
      ],
      "brand_order": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "CBD Dental Perth",
        "Perth City Dental",
        "South Perth Dental Surgery",
        "V Dentist",
        "Perth Dental Rooms",
        "Aria Dental",
        "DB Dental Perth City",
        "East Perth Dental Centre",
        "Stirling Street Dental Clinic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-dentist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A3",
      "prompt": "recommended dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Perth Dental Centre",
        "DB Dental Perth City",
        "Perth City Dental",
        "Access Dental Care Perth CBD",
        "Dianella Family Dental",
        "South Perth Dental Surgery",
        "Tee Family Dental",
        "Joondanna Family Dental",
        "Perth Dental Rooms",
        "Family Dental Care",
        "Shenton Park Family Dental",
        "Bayswater Family Dental",
        "Banksia Grove Family Dental"
      ],
      "brands_recommended": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Perth Dental Centre",
        "DB Dental Perth City",
        "Perth City Dental",
        "Access Dental Care Perth CBD",
        "Dianella Family Dental",
        "South Perth Dental Surgery",
        "Tee Family Dental",
        "Joondanna Family Dental",
        "Perth Dental Rooms",
        "Family Dental Care",
        "Shenton Park Family Dental",
        "Bayswater Family Dental",
        "Banksia Grove Family Dental"
      ],
      "brand_order": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Perth Dental Centre",
        "DB Dental Perth City",
        "Perth City Dental",
        "Access Dental Care Perth CBD",
        "Dianella Family Dental",
        "South Perth Dental Surgery",
        "Tee Family Dental",
        "Joondanna Family Dental",
        "Perth Dental Rooms",
        "Family Dental Care",
        "Shenton Park Family Dental",
        "Bayswater Family Dental",
        "Banksia Grove Family Dental"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/dentist?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-dentist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A3",
      "prompt": "recommended dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Dental Rooms",
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Stirling Street Dental Clinic",
        "Maylands Dental Centre"
      ],
      "brands_recommended": [
        "Perth Dental Rooms",
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Stirling Street Dental Clinic",
        "Maylands Dental Centre"
      ],
      "brand_order": [
        "Perth Dental Rooms",
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Stirling Street Dental Clinic",
        "Maylands Dental Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-dentist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A3",
      "prompt": "recommended dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Dental Rooms",
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "Advanced Dental Artistry",
        "Maylands Dental Centre",
        "Offers a wide scope of services"
      ],
      "brands_recommended": [
        "Perth Dental Rooms",
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "Advanced Dental Artistry",
        "Maylands Dental Centre",
        "Offers a wide scope of services"
      ],
      "brand_order": [
        "Perth Dental Rooms",
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "Advanced Dental Artistry",
        "Maylands Dental Centre",
        "Offers a wide scope of services"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-dentist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A3",
      "prompt": "recommended dentist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental",
        "Perth City Dental",
        "Perth Dental Rooms"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental",
        "Perth City Dental",
        "Perth Dental Rooms"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental",
        "Perth City Dental",
        "Perth Dental Rooms"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-dentist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A4",
      "prompt": "who is the best dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "LifeCare Dental",
        "Accent Dental Care",
        "Above & Beyond Dental",
        "West Perth Dental Centre",
        "DB Dental Perth City",
        "Advanced Dental Artistry",
        "Dental O So Gentle St Georges Terrace",
        "Perth City Dental",
        "Aria Dental",
        "Stirling Street Dental Clinic",
        "Iconic Dentistry",
        "Perth Dental Rooms",
        "Mendelsohn Dental on Royal",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Absolute Dental | Perth Wellness & Sleep Dentistry",
        "V Dentist",
        "East Perth Dental Centre"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "LifeCare Dental",
        "Accent Dental Care",
        "Above & Beyond Dental",
        "West Perth Dental Centre",
        "DB Dental Perth City",
        "Advanced Dental Artistry",
        "Dental O So Gentle St Georges Terrace",
        "Perth City Dental",
        "Aria Dental",
        "Stirling Street Dental Clinic",
        "Iconic Dentistry",
        "Perth Dental Rooms",
        "Mendelsohn Dental on Royal",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Absolute Dental | Perth Wellness & Sleep Dentistry",
        "V Dentist",
        "East Perth Dental Centre"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "LifeCare Dental",
        "Accent Dental Care",
        "Above & Beyond Dental",
        "West Perth Dental Centre",
        "DB Dental Perth City",
        "Advanced Dental Artistry",
        "Dental O So Gentle St Georges Terrace",
        "Perth City Dental",
        "Aria Dental",
        "Stirling Street Dental Clinic",
        "Iconic Dentistry",
        "Perth Dental Rooms",
        "Mendelsohn Dental on Royal",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Absolute Dental | Perth Wellness & Sleep Dentistry",
        "V Dentist",
        "East Perth Dental Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpCeU1qWnljQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNelpERnplV2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKalpIbDJOV3BmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkalkzUjVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1YUTNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-dentist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A4",
      "prompt": "who is the best dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Perth Prime Dental",
        "LifeCare Dental",
        "DB Dental Perth City",
        "Dental O So Gentle St Georges Terrace",
        "Advanced Dental Artistry",
        "Aria Dental",
        "Perth City Dental",
        "Iconic Dentistry",
        "West Perth Dental Centre",
        "Stirling Street Dental Clinic",
        "Perth Dental Rooms",
        "Dental Boutique Perth",
        "V Dentist",
        "My Implant Dentist South Perth",
        "Dr Matthew Kinsella",
        "East Perth Dental Centre"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Perth Prime Dental",
        "LifeCare Dental",
        "DB Dental Perth City",
        "Dental O So Gentle St Georges Terrace",
        "Advanced Dental Artistry",
        "Aria Dental",
        "Perth City Dental",
        "Iconic Dentistry",
        "West Perth Dental Centre",
        "Stirling Street Dental Clinic",
        "Perth Dental Rooms",
        "Dental Boutique Perth",
        "V Dentist",
        "My Implant Dentist South Perth",
        "Dr Matthew Kinsella",
        "East Perth Dental Centre"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Perth Prime Dental",
        "LifeCare Dental",
        "DB Dental Perth City",
        "Dental O So Gentle St Georges Terrace",
        "Advanced Dental Artistry",
        "Aria Dental",
        "Perth City Dental",
        "Iconic Dentistry",
        "West Perth Dental Centre",
        "Stirling Street Dental Clinic",
        "Perth Dental Rooms",
        "Dental Boutique Perth",
        "V Dentist",
        "My Implant Dentist South Perth",
        "Dr Matthew Kinsella",
        "East Perth Dental Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpCeU1qWnljQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkb2NIQjROSFp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1YUTNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGVHNWlObkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG0wMlltdHVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK",
        "https://www.hotdoc.com.au/medical-centres/south-perth-WA-6151/iconic-dentistry/doctors?wp=gmb"
      ],
      "cited_domains": [
        "google.com",
        "hotdoc.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "hotdoc.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-dentist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A4",
      "prompt": "who is the best dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental",
        "Accent Dental Care",
        "Above & Beyond Dental",
        "Iconic Dentistry",
        "West Perth Dental Centre",
        "DB Dental Perth City",
        "Dental O So Gentle St Georges Terrace",
        "Perth City Dental",
        "Stirling Street Dental Clinic",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Perth Dental Rooms",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Mendelsohn Dental on Royal",
        "Maylands Dental Centre",
        "Access Dental Care Perth CBD",
        "V Dentist"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental",
        "Accent Dental Care",
        "Above & Beyond Dental",
        "Iconic Dentistry",
        "West Perth Dental Centre",
        "DB Dental Perth City",
        "Dental O So Gentle St Georges Terrace",
        "Perth City Dental",
        "Stirling Street Dental Clinic",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Perth Dental Rooms",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Mendelsohn Dental on Royal",
        "Maylands Dental Centre",
        "Access Dental Care Perth CBD",
        "V Dentist"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental",
        "Accent Dental Care",
        "Above & Beyond Dental",
        "Iconic Dentistry",
        "West Perth Dental Centre",
        "DB Dental Perth City",
        "Dental O So Gentle St Georges Terrace",
        "Perth City Dental",
        "Stirling Street Dental Clinic",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Perth Dental Rooms",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Mendelsohn Dental on Royal",
        "Maylands Dental Centre",
        "Access Dental Care Perth CBD",
        "V Dentist"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpCeU1qWnljQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKalpIbDJOV3BmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNelpERnplV2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpONU5UVm5jdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZM1kxOHhlSE0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1YUTNhZxgK",
        "https://www.hotdoc.com.au/medical-centres/south-perth-WA-6151/iconic-dentistry/doctors?wp=gmb"
      ],
      "cited_domains": [
        "google.com",
        "hotdoc.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "hotdoc.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-dentist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A4",
      "prompt": "who is the best dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.iconicdentistry.com.au/",
        "https://www.theapplecrossdentist.com.au/",
        "https://www.perthdentalcentre.com.au/",
        "https://westcoastdentalcare.com.au/dentist-perth/",
        "https://perthdentalrooms.com.au/"
      ],
      "cited_domains": [
        "iconicdentistry.com.au",
        "theapplecrossdentist.com.au",
        "perthdentalcentre.com.au",
        "westcoastdentalcare.com.au",
        "perthdentalrooms.com.au"
      ],
      "source_classes": [
        {
          "domain": "iconicdentistry.com.au",
          "class": "brand-source"
        },
        {
          "domain": "theapplecrossdentist.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoastdentalcare.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdentalrooms.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-dentist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A4",
      "prompt": "who is the best dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Dental Rooms",
        "Highly rated Perth dentists"
      ],
      "brands_recommended": [
        "Perth Dental Rooms",
        "Highly rated Perth dentists"
      ],
      "brand_order": [
        "Perth Dental Rooms",
        "Highly rated Perth dentists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.iconicdentistry.com.au/",
        "https://www.theapplecrossdentist.com.au/",
        "https://westcoastdentalcare.com.au/dentist-perth/",
        "https://perthdentalrooms.com.au/",
        "https://accentdental.com.au/"
      ],
      "cited_domains": [
        "iconicdentistry.com.au",
        "theapplecrossdentist.com.au",
        "westcoastdentalcare.com.au",
        "perthdentalrooms.com.au",
        "accentdental.com.au"
      ],
      "source_classes": [
        {
          "domain": "iconicdentistry.com.au",
          "class": "brand-source"
        },
        {
          "domain": "theapplecrossdentist.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoastdentalcare.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdentalrooms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "accentdental.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-dentist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A4",
      "prompt": "who is the best dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly Rated Perth Dental Clinics"
      ],
      "brands_recommended": [
        "Highly Rated Perth Dental Clinics"
      ],
      "brand_order": [
        "Highly Rated Perth Dental Clinics"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.iconicdentistry.com.au/",
        "https://www.theapplecrossdentist.com.au/",
        "https://perthprimedental.com.au/",
        "https://www.bullcreekdental.com.au/category/best-dentist-perth/",
        "https://www.ariadental.net.au/"
      ],
      "cited_domains": [
        "iconicdentistry.com.au",
        "theapplecrossdentist.com.au",
        "perthprimedental.com.au",
        "bullcreekdental.com.au",
        "ariadental.net.au"
      ],
      "source_classes": [
        {
          "domain": "iconicdentistry.com.au",
          "class": "brand-source"
        },
        {
          "domain": "theapplecrossdentist.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthprimedental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bullcreekdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ariadental.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-dentist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A4",
      "prompt": "who is the best dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Dianella Family Dental",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Perth Central Dental Centre",
        "DB Dental Perth City",
        "SmileOn Perth",
        "12,703 Google reviews across 50 dentists",
        "Maylands Dental Centre",
        "Bayview Dental",
        "Perth Prime Dental"
      ],
      "brands_recommended": [
        "Dianella Family Dental",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Perth Central Dental Centre",
        "DB Dental Perth City",
        "SmileOn Perth",
        "12,703 Google reviews across 50 dentists",
        "Maylands Dental Centre",
        "Bayview Dental",
        "Perth Prime Dental"
      ],
      "brand_order": [
        "Dianella Family Dental",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Perth Central Dental Centre",
        "DB Dental Perth City",
        "SmileOn Perth",
        "12,703 Google reviews across 50 dentists",
        "Maylands Dental Centre",
        "Bayview Dental",
        "Perth Prime Dental"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com",
        "https://biglove.to/dentists/perth/google-reviews-guide?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/dentist?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/16947/dentist?utm_source=chatgpt.com",
        "https://www.starworks.com.au/score/ecf3dd7f-8b36-4746-86a8-52e60501f8a1?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/dentists/cannington?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/dentists/joondalup?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/dentists/mandurah?utm_source=chatgpt.com",
        "https://www.publicleads.com/dentists/australia/western-australia/perth?utm_source=chatgpt.com",
        "https://dentistscout.com.au/wa/perth/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/above-beyond-dental-166626391966113?utm_source=chatgpt.com",
        "https://wanderlog.com/place/details/11357508/south-perth-dental-surgery?utm_source=chatgpt.com",
        "https://wanderlog.com/place/details/10427675/dr-matthew-kinsella-general-cosmetic--implant-dentistry?utm_source=chatgpt.com",
        "https://www.dentistryplusreviews.com.au/?utm_source=chatgpt.com",
        "https://www.iconicdentistry.com.au/?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/dentists?utm_source=chatgpt.com",
        "https://comparedentists.com.au/best/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "biglove.to",
        "wordofmouth.com.au",
        "publicleads.com",
        "dentistscout.com.au",
        "reviews.birdeye.com",
        "wanderlog.com",
        "dentistryplusreviews.com.au",
        "iconicdentistry.com.au",
        "datagemba.com",
        "comparedentists.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "biglove.to",
          "class": "third-party"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "publicleads.com",
          "class": "third-party"
        },
        {
          "domain": "dentistscout.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "wanderlog.com",
          "class": "third-party"
        },
        {
          "domain": "dentistryplusreviews.com.au",
          "class": "brand-source"
        },
        {
          "domain": "iconicdentistry.com.au",
          "class": "brand-source"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        },
        {
          "domain": "comparedentists.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-dentist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A4",
      "prompt": "who is the best dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "West Perth Dental Centre",
        "Accent Dental Care",
        "Dental Boutique Perth",
        "Perth Central Dental Centre",
        "Signature Dental - South Perth",
        "West Perth Cosmetic & Emergency Dental",
        "DB Dental Perth City",
        "My Implant Dentist South Perth",
        "Perth City Dental",
        "Aria Dental",
        "Signature Dental"
      ],
      "brands_recommended": [
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "West Perth Dental Centre",
        "Accent Dental Care",
        "Dental Boutique Perth",
        "Perth Central Dental Centre",
        "Signature Dental - South Perth",
        "West Perth Cosmetic & Emergency Dental",
        "DB Dental Perth City",
        "My Implant Dentist South Perth",
        "Perth City Dental",
        "Aria Dental",
        "Signature Dental"
      ],
      "brand_order": [
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "West Perth Dental Centre",
        "Accent Dental Care",
        "Dental Boutique Perth",
        "Perth Central Dental Centre",
        "Signature Dental - South Perth",
        "West Perth Cosmetic & Emergency Dental",
        "DB Dental Perth City",
        "My Implant Dentist South Perth",
        "Perth City Dental",
        "Aria Dental",
        "Signature Dental"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-dentist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A4",
      "prompt": "who is the best dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Perth Dental Centre",
        "Above & Beyond Dental",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Dentique Dental Spa"
      ],
      "brands_recommended": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Perth Dental Centre",
        "Above & Beyond Dental",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Dentique Dental Spa"
      ],
      "brand_order": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Perth Dental Centre",
        "Above & Beyond Dental",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Dentique Dental Spa"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/dentist?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/16947/dentist?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/west-perth/dentist?utm_source=chatgpt.com",
        "https://biglove.to/dentists/perth/google-reviews-guide?utm_source=chatgpt.com",
        "https://dentistscout.com.au/wa/perth/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/dental-services?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/above-beyond-dental-166626391966113?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/the-dentist-perth-166642955523877?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/dentists?utm_source=chatgpt.com",
        "https://www.australasiandentist.com.au/news/meet-the-winners-of-the-australian-dentistry-awards-2025/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/dentists/cannington?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "biglove.to",
        "dentistscout.com.au",
        "productreview.com.au",
        "reviews.birdeye.com",
        "datagemba.com",
        "australasiandentist.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "biglove.to",
          "class": "third-party"
        },
        {
          "domain": "dentistscout.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        },
        {
          "domain": "australasiandentist.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-dentist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A4",
      "prompt": "who is the best dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://comparedentists.com.au/best/perth/#:~:text=Which%20is%20the%20best%20dentist%20in%20Perth%3F,practice.%20Runners-up%3A%20Aria%20Dental%20and%20Dental%20Boutique.",
        "https://comparedentists.com.au/best/perth/#:~:text=Dental%20Boutique.%20Premium%20cosmetic%20fees%3B%20payment%20plans,patients%20seeking%20braces%2C%20Invisalign%20or%20specialist%20alignment.",
        "https://comparedentists.com.au/best/perth/#:~:text=Perth%20Dental%20Rooms%20(Perth%20Dental%20Rooms%2C%20Perth,or%20specialist%20alignment.%20Hours%3A%20Emergency%20dental%20available.",
        "https://comparedentists.com.au/best/perth/#:~:text=AHPRA%20Specialist%20West%20Perth.%20Advanced%20Dental%20Artistry,25%20years%20operating%20with%205%2C100%2B%20patients%20treated%3B",
        "https://comparedentists.com.au/best/perth/#:~:text=Perth%20Dental%20Rooms%20(Perth%20Dental%20Rooms%2C%20Perth,or%20specialist%20alignment.%20Hours%3A%20Emergency%20dental%20available.",
        "https://www.wordofmouth.com.au/wa/perth/dentist#:~:text=Word%20of%20Mouth%20dentists%20in%20Perth%20receive,excellent.%20He%20explained%20the%20procedure%20fully%20so",
        "https://comparedentists.com.au/best/perth/#:~:text=Perth%20Dental%20Rooms%20(Perth%20Dental%20Rooms%2C%20Perth,or%20specialist%20alignment.%20Hours%3A%20Emergency%20dental%20available.",
        "https://comparedentists.com.au/best/perth/#:~:text=Winthrop%20Village%20Dental%20Centre%20runs%20Winthrop%20Village,ADA.%20Specialises%20in%3A%20general%2C%20cosmetic%2C%20implants%2C%20emergency.",
        "https://comparedentists.com.au/best/perth/#:~:text=Dental%20Boutique.%20Premium%20cosmetic%20fees%3B%20payment%20plans,patients%20seeking%20braces%2C%20Invisalign%20or%20specialist%20alignment."
      ],
      "cited_domains": [
        "comparedentists.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "comparedentists.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-dentist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A4",
      "prompt": "who is the best dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Dental Rooms",
        "Perth Central Dental Centre",
        "Dentists@Burswood",
        "Maylands Dental Centre",
        "Helena Street Dental Clinic"
      ],
      "brands_recommended": [
        "Perth Dental Rooms",
        "Perth Central Dental Centre",
        "Dentists@Burswood",
        "Maylands Dental Centre",
        "Helena Street Dental Clinic"
      ],
      "brand_order": [
        "Perth Dental Rooms",
        "Perth Central Dental Centre",
        "Dentists@Burswood",
        "Maylands Dental Centre",
        "Helena Street Dental Clinic"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-dentist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A4",
      "prompt": "who is the best dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Dental Rooms",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Dentists@Burswood",
        "Helena Street Dental Clinic",
        "Highly praised for orthodontic treatments"
      ],
      "brands_recommended": [
        "Perth Dental Rooms",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Dentists@Burswood",
        "Helena Street Dental Clinic",
        "Highly praised for orthodontic treatments"
      ],
      "brand_order": [
        "Perth Dental Rooms",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Dentists@Burswood",
        "Helena Street Dental Clinic",
        "Highly praised for orthodontic treatments"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-dentist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A5",
      "prompt": "recommend a good dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "DB Dental Perth City",
        "Perth Prime Dental",
        "Highly Recommended Dental Clinics in Perth"
      ],
      "brands_recommended": [
        "DB Dental Perth City",
        "Perth Prime Dental",
        "Highly Recommended Dental Clinics in Perth"
      ],
      "brand_order": [
        "DB Dental Perth City",
        "Perth Prime Dental",
        "Highly Recommended Dental Clinics in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-dentist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A5",
      "prompt": "recommend a good dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "Iconic Dentistry",
        "Accent Dental Care",
        "DB Dental Perth City",
        "Advanced Dental Artistry",
        "Dental O So Gentle St Georges Terrace",
        "Perth City Dental",
        "West Perth Dental Centre",
        "Aria Dental",
        "Stirling Street Dental Clinic",
        "Dental Boutique Perth",
        "LifeCare Dental",
        "Boujee Smile",
        "Dr Matthew Kinsella",
        "East Perth Dental Centre",
        "V Dentist",
        "My Implant Dentist Perth CBD"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "Iconic Dentistry",
        "Accent Dental Care",
        "DB Dental Perth City",
        "Advanced Dental Artistry",
        "Dental O So Gentle St Georges Terrace",
        "Perth City Dental",
        "West Perth Dental Centre",
        "Aria Dental",
        "Stirling Street Dental Clinic",
        "Dental Boutique Perth",
        "LifeCare Dental",
        "Boujee Smile",
        "Dr Matthew Kinsella",
        "East Perth Dental Centre",
        "V Dentist",
        "My Implant Dentist Perth CBD"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "Iconic Dentistry",
        "Accent Dental Care",
        "DB Dental Perth City",
        "Advanced Dental Artistry",
        "Dental O So Gentle St Georges Terrace",
        "Perth City Dental",
        "West Perth Dental Centre",
        "Aria Dental",
        "Stirling Street Dental Clinic",
        "Dental Boutique Perth",
        "LifeCare Dental",
        "Boujee Smile",
        "Dr Matthew Kinsella",
        "East Perth Dental Centre",
        "V Dentist",
        "My Implant Dentist Perth CBD"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpCeU1qWnljQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkb2NIQjROSFp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4bk4yeHNaRFpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG0wMlltdHVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1YUTNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoMmNHNXFORGsxGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-dentist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A5",
      "prompt": "recommend a good dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Iconic Dentistry",
        "Perth Prime Dental",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "DB Dental Perth City",
        "West Perth Dental Centre",
        "Perth City Dental",
        "Aria Dental",
        "Dental O So Gentle St Georges Terrace",
        "Dental Boutique Perth",
        "Stirling Street Dental Clinic",
        "V Dentist",
        "Perth Dental Rooms",
        "My Implant Dentist Perth CBD",
        "Mendelsohn Dental on Royal",
        "Dr Matthew Kinsella",
        "My Implant Dentist South Perth",
        "LifeCare Dental",
        "East Perth Dental Centre",
        "Access Dental Care Perth CBD"
      ],
      "brands_recommended": [
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Iconic Dentistry",
        "Perth Prime Dental",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "DB Dental Perth City",
        "West Perth Dental Centre",
        "Perth City Dental",
        "Aria Dental",
        "Dental O So Gentle St Georges Terrace",
        "Dental Boutique Perth",
        "Stirling Street Dental Clinic",
        "V Dentist",
        "Perth Dental Rooms",
        "My Implant Dentist Perth CBD",
        "Mendelsohn Dental on Royal",
        "Dr Matthew Kinsella",
        "My Implant Dentist South Perth",
        "LifeCare Dental",
        "East Perth Dental Centre",
        "Access Dental Care Perth CBD"
      ],
      "brand_order": [
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Iconic Dentistry",
        "Perth Prime Dental",
        "Perth Central Dental Centre",
        "Advanced Dental Artistry",
        "DB Dental Perth City",
        "West Perth Dental Centre",
        "Perth City Dental",
        "Aria Dental",
        "Dental O So Gentle St Georges Terrace",
        "Dental Boutique Perth",
        "Stirling Street Dental Clinic",
        "V Dentist",
        "Perth Dental Rooms",
        "My Implant Dentist Perth CBD",
        "Mendelsohn Dental on Royal",
        "Dr Matthew Kinsella",
        "My Implant Dentist South Perth",
        "LifeCare Dental",
        "East Perth Dental Centre",
        "Access Dental Care Perth CBD"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpCeU1qWnljQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkb2NIQjROSFp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1YUTNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoMmNHNXFORGsxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNelpERnplV2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG0wMlltdHVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGVHNWlObkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZM1kxOHhlSE0YCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-dentist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A5",
      "prompt": "recommend a good dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly Recommended Perth Dentists"
      ],
      "brands_recommended": [
        "Highly Recommended Perth Dentists"
      ],
      "brand_order": [
        "Highly Recommended Perth Dentists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1etfsx1/recommendation_of_a_good_dentist_in_perth_to/",
        "https://www.reddit.com/r/perth/comments/1ot1z9c/good_genuine_dentists_in_perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpCeU1qWnljQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1YUTNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNelpERnplV2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkb2NIQjROSFp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZM1kxOHhlSE0YCg"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-dentist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A5",
      "prompt": "recommend a good dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1ot1z9c/good_genuine_dentists_in_perth/",
        "https://www.perthdentalcentre.com.au/",
        "https://www.iconicdentistry.com.au/",
        "https://perthdentalrooms.com.au/",
        "https://www.nationaldentalcare.com.au/practices/perth"
      ],
      "cited_domains": [
        "reddit.com",
        "perthdentalcentre.com.au",
        "iconicdentistry.com.au",
        "perthdentalrooms.com.au",
        "nationaldentalcare.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthdentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "iconicdentistry.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdentalrooms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nationaldentalcare.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-dentist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A5",
      "prompt": "recommend a good dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1etfsx1/recommendation_of_a_good_dentist_in_perth_to/",
        "https://www.perthdentalcentre.com.au/",
        "https://www.iconicdentistry.com.au/",
        "https://perthdentalrooms.com.au/",
        "https://www.nationaldentalcare.com.au/practices/perth",
        "https://www.perthdentalcentre.com.au/about/team"
      ],
      "cited_domains": [
        "reddit.com",
        "perthdentalcentre.com.au",
        "iconicdentistry.com.au",
        "perthdentalrooms.com.au",
        "nationaldentalcare.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthdentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "iconicdentistry.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdentalrooms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nationaldentalcare.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-dentist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A5",
      "prompt": "recommend a good dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Prime Dental",
        "Perth Central Dental Centre",
        "West Perth Dental Centre",
        "Iconic Dentistry",
        "Lifecare Dental (City Station)"
      ],
      "brands_recommended": [
        "Perth Prime Dental",
        "Perth Central Dental Centre",
        "West Perth Dental Centre",
        "Iconic Dentistry",
        "Lifecare Dental (City Station)"
      ],
      "brand_order": [
        "Perth Prime Dental",
        "Perth Central Dental Centre",
        "West Perth Dental Centre",
        "Iconic Dentistry",
        "Lifecare Dental (City Station)"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/dentist?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/dentists/perth-wa/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/dental/perth-wa/?utm_source=chatgpt.com",
        "https://dentistscout.com.au/wa/perth/?utm_source=chatgpt.com",
        "https://www.dentistryplusreviews.com.au/?utm_source=chatgpt.com",
        "https://biglove.to/dentists/perth/google-reviews-guide?utm_source=chatgpt.com",
        "https://www.fresha.com/lp/en/tt/dentists/in/au-perth?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/dentistry/WA/perth-6000?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/dentistry/WA/perth-6000?icid=nar%3Apro%3Aunp%3Aprp%3Apcs%3A%3Arvl%3A%3A%3Anov22&utm_source=chatgpt.com",
        "https://healthengine.com.au/search/dentistry/WA/perth-6000?icid=icid%3Dnpp%3Apro%3A%3Aprp%3Apcs%3Aall%3A%3A%3A%3Ajun22&utm_source=chatgpt.com",
        "https://healthengine.com.au/search/dentistry/WA/perth-6000?gov-scheme-select=&language-select=&payment-method-select=&provider-select=HBF&utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "reviews.birdeye.com",
        "dentistscout.com.au",
        "dentistryplusreviews.com.au",
        "biglove.to",
        "fresha.com",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "dentistscout.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dentistryplusreviews.com.au",
          "class": "brand-source"
        },
        {
          "domain": "biglove.to",
          "class": "third-party"
        },
        {
          "domain": "fresha.com",
          "class": "third-party"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-dentist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A5",
      "prompt": "recommend a good dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "East Perth Dental Centre",
        "CBD Dental Perth",
        "Advanced Dental Artistry",
        "Perth City Dental",
        "V Dentist",
        "Aria Dental",
        "Mendelsohn Dental on Royal",
        "DB Dental Perth City",
        "Perth Dental Rooms"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "East Perth Dental Centre",
        "CBD Dental Perth",
        "Advanced Dental Artistry",
        "Perth City Dental",
        "V Dentist",
        "Aria Dental",
        "Mendelsohn Dental on Royal",
        "DB Dental Perth City",
        "Perth Dental Rooms"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "East Perth Dental Centre",
        "CBD Dental Perth",
        "Advanced Dental Artistry",
        "Perth City Dental",
        "V Dentist",
        "Aria Dental",
        "Mendelsohn Dental on Royal",
        "DB Dental Perth City",
        "Perth Dental Rooms"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-dentist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A5",
      "prompt": "recommend a good dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "West Perth Dental Centre",
        "Perth Prime Dental",
        "Perth Dental Centre",
        "Above & Beyond Dental",
        "Iconic Dentistry"
      ],
      "brands_recommended": [
        "West Perth Dental Centre",
        "Perth Prime Dental",
        "Perth Dental Centre",
        "Above & Beyond Dental",
        "Iconic Dentistry"
      ],
      "brand_order": [
        "West Perth Dental Centre",
        "Perth Prime Dental",
        "Perth Dental Centre",
        "Above & Beyond Dental",
        "Iconic Dentistry"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/dentist?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/dental/perth-wa/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/dentists/perth-wa/?utm_source=chatgpt.com",
        "https://www.whatclinic.com/dentists/australia/western-australia/perth?utm_source=chatgpt.com",
        "https://dentistscout.com.au/wa/perth/?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/dentistry/WA/perth-6000?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/dentistry/WA/perth-6000?icid=30r%3Aserp%3A%3Adis%3Apaa%3A%3A%3A%3A%3Afeb24&utm_source=chatgpt.com",
        "https://healthengine.com.au/search/dentistry/WA/perth-6000?icid=nar%3Apro%3Aunp%3Aprp%3Apcs%3A%3Arvl%3A%3A%3Anov22&utm_source=chatgpt.com",
        "https://healthengine.com.au/search/dentistry/WA/perth-6000?icid=npp%3Apro%3A%3Aprp%3Apcs%3Aall%3A%3A%3A%3Ajun22&onlineAppts=true&utm_source=chatgpt.com",
        "https://www.dentistryplusreviews.com.au/?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/dentists?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "reviews.birdeye.com",
        "whatclinic.com",
        "dentistscout.com.au",
        "healthengine.com.au",
        "dentistryplusreviews.com.au",
        "datagemba.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "whatclinic.com",
          "class": "brand-source"
        },
        {
          "domain": "dentistscout.com.au",
          "class": "brand-source"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dentistryplusreviews.com.au",
          "class": "brand-source"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-dentist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A5",
      "prompt": "recommend a good dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Dental Rooms",
        "Maylands Dental Centre",
        "Dentists@Burswood"
      ],
      "brands_recommended": [
        "Perth Dental Rooms",
        "Maylands Dental Centre",
        "Dentists@Burswood"
      ],
      "brand_order": [
        "Perth Dental Rooms",
        "Maylands Dental Centre",
        "Dentists@Burswood"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-dentist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A5",
      "prompt": "recommend a good dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Dental Rooms",
        "Aria Dental",
        "Advanced Dental Artistry"
      ],
      "brands_recommended": [
        "Perth Dental Rooms",
        "Aria Dental",
        "Advanced Dental Artistry"
      ],
      "brand_order": [
        "Perth Dental Rooms",
        "Aria Dental",
        "Advanced Dental Artistry"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-dentist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-A5",
      "prompt": "recommend a good dentist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Dental Rooms",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Dentista Dental Centre",
        "Comprehensive service range covering general care"
      ],
      "brands_recommended": [
        "Perth Dental Rooms",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Dentista Dental Centre",
        "Comprehensive service range covering general care"
      ],
      "brand_order": [
        "Perth Dental Rooms",
        "Aria Dental",
        "Advanced Dental Artistry",
        "Dentista Dental Centre",
        "Comprehensive service range covering general care"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-dentist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B1",
      "prompt": "emergency dentist Perth open Saturday",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "Emergency Dentist Perth",
        "LifeCare Dental",
        "eDental Perth",
        "Perth Prime Dental",
        "Accent Dental Care",
        "East Perth Dental Centre",
        "Access Dental Care",
        "Stirling Street Dental Clinic",
        "West Perth Dental Centre",
        "LT Dental",
        "Lifecare Dental (City Station)",
        "Dentistry Plus",
        "The Dental Gallery Mt Lawley",
        "Sing Sing Dental Clinic",
        "Chelmsford Dental Mount Lawley",
        "Northbridge Dental Clinic",
        "Emergency Denture Repairs - North Perth",
        "South Perth Dental Surgery",
        "Mends Street Dental Surgery",
        "Rosebery Dental Clinic",
        "CBD Dental Perth",
        "Mount Lawley Dental Clinic",
        "Radiant Smiles Dental Care Dental Implants Perth"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "Emergency Dentist Perth",
        "LifeCare Dental",
        "eDental Perth",
        "Perth Prime Dental",
        "Accent Dental Care",
        "East Perth Dental Centre",
        "Access Dental Care",
        "Stirling Street Dental Clinic",
        "West Perth Dental Centre",
        "LT Dental",
        "Lifecare Dental (City Station)",
        "Dentistry Plus",
        "The Dental Gallery Mt Lawley",
        "Sing Sing Dental Clinic",
        "Chelmsford Dental Mount Lawley",
        "Northbridge Dental Clinic",
        "Emergency Denture Repairs - North Perth",
        "South Perth Dental Surgery",
        "Mends Street Dental Surgery",
        "Rosebery Dental Clinic",
        "CBD Dental Perth",
        "Mount Lawley Dental Clinic",
        "Radiant Smiles Dental Care Dental Implants Perth"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "Emergency Dentist Perth",
        "LifeCare Dental",
        "eDental Perth",
        "Perth Prime Dental",
        "Accent Dental Care",
        "East Perth Dental Centre",
        "Access Dental Care",
        "Stirling Street Dental Clinic",
        "West Perth Dental Centre",
        "LT Dental",
        "Lifecare Dental (City Station)",
        "Dentistry Plus",
        "The Dental Gallery Mt Lawley",
        "Sing Sing Dental Clinic",
        "Chelmsford Dental Mount Lawley",
        "Northbridge Dental Clinic",
        "Emergency Denture Repairs - North Perth",
        "South Perth Dental Surgery",
        "Mends Street Dental Surgery",
        "Rosebery Dental Clinic",
        "CBD Dental Perth",
        "Mount Lawley Dental Clinic",
        "Radiant Smiles Dental Care Dental Implants Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM1pHTjRYelYyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMW1aZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyNTBlblJxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSZlltSnhOM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNeGQzZGZlV3QzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZemJqVmZYMmg2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hweWVHNXFhMmcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEY5blltdHdYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGtiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1KaVkzbzVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM2VqY3lNelJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MmJuWTBhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNM1oyTnhaMk0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoME0zSnNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSaWVqRTBlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNGQyTjZNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKalpIbDJOV3BmGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-dentist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B1",
      "prompt": "emergency dentist Perth open Saturday",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "eDental Perth",
        "Emergency Dentist Perth",
        "East Perth Dental Centre"
      ],
      "brands_recommended": [
        "eDental Perth",
        "Emergency Dentist Perth",
        "East Perth Dental Centre"
      ],
      "brand_order": [
        "eDental Perth",
        "Emergency Dentist Perth",
        "East Perth Dental Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMW1aZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM1pHTjRYelYyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-dentist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B1",
      "prompt": "emergency dentist Perth open Saturday",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental",
        "Accent Dental Care",
        "East Perth Dental Centre",
        "West Perth Dental Centre",
        "Emergency Dentist Perth",
        "Stirling Street Dental Clinic",
        "CBD Dental Perth",
        "Lifecare Dental (City Station)",
        "Access Dental Care",
        "LT Dental",
        "eDental Perth",
        "Sing Sing Dental Clinic",
        "Northbridge Dental Clinic",
        "Aria Dental",
        "South Perth Dental Surgery",
        "West Perth Cosmetic & Emergency Dental",
        "Royal Perth Hospital",
        "Mends Street Dental Surgery"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental",
        "Accent Dental Care",
        "East Perth Dental Centre",
        "West Perth Dental Centre",
        "Emergency Dentist Perth",
        "Stirling Street Dental Clinic",
        "CBD Dental Perth",
        "Lifecare Dental (City Station)",
        "Access Dental Care",
        "LT Dental",
        "eDental Perth",
        "Sing Sing Dental Clinic",
        "Northbridge Dental Clinic",
        "Aria Dental",
        "South Perth Dental Surgery",
        "West Perth Cosmetic & Emergency Dental",
        "Royal Perth Hospital",
        "Mends Street Dental Surgery"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental",
        "Accent Dental Care",
        "East Perth Dental Centre",
        "West Perth Dental Centre",
        "Emergency Dentist Perth",
        "Stirling Street Dental Clinic",
        "CBD Dental Perth",
        "Lifecare Dental (City Station)",
        "Access Dental Care",
        "LT Dental",
        "eDental Perth",
        "Sing Sing Dental Clinic",
        "Northbridge Dental Clinic",
        "Aria Dental",
        "South Perth Dental Surgery",
        "West Perth Cosmetic & Emergency Dental",
        "Royal Perth Hospital",
        "Mends Street Dental Surgery"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://emergencydentistperth.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM1pHTjRYelYyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSaWVqRTBlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNeGQzZGZlV3QzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyNTBlblJxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSZlltSnhOM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMGFHMW1aZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEY5blltdHdYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1KaVkzbzVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MmJuWTBhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSdGQzZzVOVE00GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGBIWCgNwdnESD0Nna3ZiUzh3Tm5FNU1HYxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNM1oyTnhaMk0YCg"
      ],
      "cited_domains": [
        "emergencydentistperth.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "emergencydentistperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-dentist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B1",
      "prompt": "emergency dentist Perth open Saturday",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-dentist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B1",
      "prompt": "emergency dentist Perth open Saturday",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-dentist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B1",
      "prompt": "emergency dentist Perth open Saturday",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-dentist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B1",
      "prompt": "emergency dentist Perth open Saturday",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Saturday emergency dental care"
      ],
      "brands_recommended": [
        "Saturday emergency dental care"
      ],
      "brand_order": [
        "Saturday emergency dental care"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://emergencydentistperth.com.au/contact-us/?utm_source=chatgpt.com",
        "https://myemergencydentist.com.au/?utm_source=chatgpt.com",
        "https://radiantsmiles.com.au/dental-emergencies/?utm_source=chatgpt.com",
        "https://stjohnhealth.com.au/dental-services/emergency-dentist/?utm_source=chatgpt.com",
        "https://www.dental.wa.gov.au/Emergency/?utm_source=chatgpt.com",
        "https://www.wboc.com/online_features/press_releases/emergency-dentist-perth-extends-after-hours-access-for-unplanned-treatment/article_ce3fd3a8-db6c-5771-aadc-82bcb479f69c.html?utm_source=chatgpt.com",
        "https://emergencydentistperth.com.au/?utm_source=chatgpt.com",
        "https://macaubusiness.com/innaloos-odin-house-dental-surgery-marks-dental-health-week-2026-helping-perths-young-adults-navigate-dental-care-on-a-new-budget/?utm_source=chatgpt.com",
        "https://www.abc.net.au/news/2026-06-14/pakistan-shooting-nine-year-old-australian-girl/106795184?utm_source=chatgpt.com",
        "https://www.openpr.com/news/4612381/totalcare-dental-and-dermal-provides-implant-treatment-at-bondi?utm_source=chatgpt.com",
        "https://smilingstarts.health.wa.gov.au/Emergency-dental-care?utm_source=chatgpt.com",
        "https://www.connollydentalboutique.com.au/service/emergency-dentist-connolly/?utm_source=chatgpt.com",
        "https://perthdentalrooms.com.au/emergency-dentist-perth/?utm_source=chatgpt.com",
        "https://actsdentalperth.com.au/emergency-dentist-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "emergencydentistperth.com.au",
        "myemergencydentist.com.au",
        "radiantsmiles.com.au",
        "stjohnhealth.com.au",
        "dental.wa.gov.au",
        "wboc.com",
        "macaubusiness.com",
        "abc.net.au",
        "openpr.com",
        "smilingstarts.health.wa.gov.au",
        "connollydentalboutique.com.au",
        "perthdentalrooms.com.au",
        "actsdentalperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "emergencydentistperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "myemergencydentist.com.au",
          "class": "brand-source"
        },
        {
          "domain": "radiantsmiles.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stjohnhealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dental.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "wboc.com",
          "class": "third-party"
        },
        {
          "domain": "macaubusiness.com",
          "class": "third-party"
        },
        {
          "domain": "abc.net.au",
          "class": "publisher"
        },
        {
          "domain": "openpr.com",
          "class": "third-party"
        },
        {
          "domain": "smilingstarts.health.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "connollydentalboutique.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdentalrooms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "actsdentalperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-dentist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B1",
      "prompt": "emergency dentist Perth open Saturday",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "West Perth Cosmetic Dental",
        "Sage Dental - Dentist Yokine | Emergency Dentist & Dental Implants",
        "eDental Perth",
        "Lifecare Dental (City Station)",
        "Dental WA",
        "Emergency Dentist Perth",
        "Perth City Dental",
        "Perth Dental Rooms",
        "Access Dental Care Perth CBD",
        "Above & Beyond Dental",
        "West Perth Dental Centre",
        "East Perth Dental Centre",
        "Dentist WA Canning Vale",
        "WA public emergency dental clinic",
        "Sage Dental"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "West Perth Cosmetic Dental",
        "Sage Dental - Dentist Yokine | Emergency Dentist & Dental Implants",
        "eDental Perth",
        "Lifecare Dental (City Station)",
        "Dental WA",
        "Emergency Dentist Perth",
        "Perth City Dental",
        "Perth Dental Rooms",
        "Access Dental Care Perth CBD",
        "Above & Beyond Dental",
        "West Perth Dental Centre",
        "East Perth Dental Centre",
        "Dentist WA Canning Vale",
        "WA public emergency dental clinic",
        "Sage Dental"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "West Perth Cosmetic Dental",
        "Sage Dental - Dentist Yokine | Emergency Dentist & Dental Implants",
        "eDental Perth",
        "Lifecare Dental (City Station)",
        "Dental WA",
        "Emergency Dentist Perth",
        "Perth City Dental",
        "Perth Dental Rooms",
        "Access Dental Care Perth CBD",
        "Above & Beyond Dental",
        "West Perth Dental Centre",
        "East Perth Dental Centre",
        "Dentist WA Canning Vale",
        "WA public emergency dental clinic",
        "Sage Dental"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthdentalcentre.com.au/dental-emergencies?utm_source=chatgpt.com",
        "https://www.dental.wa.gov.au/Emergency/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthdentalcentre.com.au",
        "dental.wa.gov.au"
      ],
      "source_classes": [
        {
          "domain": "perthdentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dental.wa.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-dentist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B1",
      "prompt": "emergency dentist Perth open Saturday",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Emergency Dentist Perth",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Perth Dental Centre",
        "eDental Perth",
        "Lifecare Dental (City Station)",
        "Radiant Smiles Dental Care",
        "Dental WA",
        "East Perth Dental Centre",
        "West Perth Dental Centre",
        "Rosebery Dental Clinic",
        "Perth Prime Dental",
        "Accent Dental Care",
        "Dentist WA Canning Vale",
        "EVP Dental",
        "Mount Lawley Dental Clinic",
        "Access Dental Care"
      ],
      "brands_recommended": [
        "Emergency Dentist Perth",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Perth Dental Centre",
        "eDental Perth",
        "Lifecare Dental (City Station)",
        "Radiant Smiles Dental Care",
        "Dental WA",
        "East Perth Dental Centre",
        "West Perth Dental Centre",
        "Rosebery Dental Clinic",
        "Perth Prime Dental",
        "Accent Dental Care",
        "Dentist WA Canning Vale",
        "EVP Dental",
        "Mount Lawley Dental Clinic",
        "Access Dental Care"
      ],
      "brand_order": [
        "Emergency Dentist Perth",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Perth Dental Centre",
        "eDental Perth",
        "Lifecare Dental (City Station)",
        "Radiant Smiles Dental Care",
        "Dental WA",
        "East Perth Dental Centre",
        "West Perth Dental Centre",
        "Rosebery Dental Clinic",
        "Perth Prime Dental",
        "Accent Dental Care",
        "Dentist WA Canning Vale",
        "EVP Dental",
        "Mount Lawley Dental Clinic",
        "Access Dental Care"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://emergencydentistperth.com.au/?utm_source=chatgpt.com",
        "https://emergencydentistperth.com.au/contact-us/?utm_source=chatgpt.com",
        "https://radiantsmiles.com.au/dental-emergencies/?utm_source=chatgpt.com",
        "https://www.dental.wa.gov.au/Emergency/?utm_source=chatgpt.com",
        "https://www.uwa.edu.au/Facilities/OHCWA?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "emergencydentistperth.com.au",
        "radiantsmiles.com.au",
        "dental.wa.gov.au",
        "uwa.edu.au"
      ],
      "source_classes": [
        {
          "domain": "emergencydentistperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "radiantsmiles.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dental.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "uwa.edu.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-dentist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B1",
      "prompt": "emergency dentist Perth open Saturday",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "Emergency Dentist Perth",
        "Alexander Drive Dental Clinic"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "Emergency Dentist Perth",
        "Alexander Drive Dental Clinic"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "Emergency Dentist Perth",
        "Alexander Drive Dental Clinic"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-dentist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B1",
      "prompt": "emergency dentist Perth open Saturday",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-dentist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B1",
      "prompt": "emergency dentist Perth open Saturday",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "Emergency Dentist Perth",
        "Alexander Drive Dental Clinic"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "Emergency Dentist Perth",
        "Alexander Drive Dental Clinic"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "Emergency Dentist Perth",
        "Alexander Drive Dental Clinic"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-dentist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B2",
      "prompt": "best family dentist in Perth taking new patients",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "West Perth Dental Centre",
        "LifeCare Dental",
        "DB Dental Perth City",
        "Accent Dental Care",
        "Perth City Dental",
        "Stirling Street Dental Clinic",
        "Iconic Dentistry",
        "Mendelsohn Dental on Royal",
        "Perth Dental Rooms",
        "East Perth Dental Centre",
        "Advanced Dental Artistry",
        "Dental O So Gentle St Georges Terrace",
        "Aria Dental",
        "Access Dental Care Perth CBD",
        "Dr Matthew Kinsella",
        "Dental Boutique Perth"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "West Perth Dental Centre",
        "LifeCare Dental",
        "DB Dental Perth City",
        "Accent Dental Care",
        "Perth City Dental",
        "Stirling Street Dental Clinic",
        "Iconic Dentistry",
        "Mendelsohn Dental on Royal",
        "Perth Dental Rooms",
        "East Perth Dental Centre",
        "Advanced Dental Artistry",
        "Dental O So Gentle St Georges Terrace",
        "Aria Dental",
        "Access Dental Care Perth CBD",
        "Dr Matthew Kinsella",
        "Dental Boutique Perth"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Above & Beyond Dental",
        "West Perth Dental Centre",
        "LifeCare Dental",
        "DB Dental Perth City",
        "Accent Dental Care",
        "Perth City Dental",
        "Stirling Street Dental Clinic",
        "Iconic Dentistry",
        "Mendelsohn Dental on Royal",
        "Perth Dental Rooms",
        "East Perth Dental Centre",
        "Advanced Dental Artistry",
        "Dental O So Gentle St Georges Terrace",
        "Aria Dental",
        "Access Dental Care Perth CBD",
        "Dr Matthew Kinsella",
        "Dental Boutique Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthdentalcentre.com.au/",
        "https://perthdentalrooms.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpCeU1qWnljQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNelpERnplV2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZM1kxOHhlSE0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG0wMlltdHVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkb2NIQjROSFp6GAo"
      ],
      "cited_domains": [
        "perthdentalcentre.com.au",
        "perthdentalrooms.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "perthdentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdentalrooms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-dentist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B2",
      "prompt": "best family dentist in Perth taking new patients",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://healthengine.com.au/appointment/book_webplugin/61946/Dentistry/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24&utm_source=google&utm_medium=organic&utm_campaign=business_profile",
        "https://healthengine.com.au/appointment/book/62528/Dentistry/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book/81635/Dentistry/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book/101163/Dentistry/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book/100056/Dentistry/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24"
      ],
      "cited_domains": [
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-dentist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B2",
      "prompt": "best family dentist in Perth taking new patients",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Above & Beyond Dental",
        "Banksia Grove Family Dental",
        "Jindalee Family Dental & Implant Centre"
      ],
      "brands_recommended": [
        "Above & Beyond Dental",
        "Banksia Grove Family Dental",
        "Jindalee Family Dental & Implant Centre"
      ],
      "brand_order": [
        "Above & Beyond Dental",
        "Banksia Grove Family Dental",
        "Jindalee Family Dental & Implant Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://healthengine.com.au/appointment/book/81635/Dentistry/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://healthengine.com.au/appointment/book_webplugin/61946/Dentistry/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24&utm_source=google&utm_medium=organic&utm_campaign=business_profile",
        "https://healthengine.com.au/appointment/book_webplugin/61044/Dentistry/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24&utm_source=google&utm_medium=organic&utm_campaign=business_profile"
      ],
      "cited_domains": [
        "healthengine.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-dentist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B2",
      "prompt": "best family dentist in Perth taking new patients",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-dentist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B2",
      "prompt": "best family dentist in Perth taking new patients",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Walk-In Dental Centre"
      ],
      "brands_recommended": [
        "The Walk-In Dental Centre"
      ],
      "brand_order": [
        "The Walk-In Dental Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthdentalrooms.com.au/",
        "https://www.thewalkindentalcentre.com.au/",
        "https://www.edentalperth.net.au/",
        "https://stjohnhealth.com.au/dental-services/",
        "https://www.allieddental.com.au/",
        "https://google.com.au/goto?url=CAESgAEB6zswFStSM_0CsomF5Xybe8f-b69GQI9GqJxWmyRWowrMm2Ps4xMCQnBsLMeL5OnjVOG5SJTe7FD6tbG7Gb6MUXIlBDeGQlkBgxcHpl6b4leQQ0RvdtBmGmI3JHzrvErcNR21SSfeeUB3TdHgWS7RoRa_ljDeIW9bJIsJdhNdHg"
      ],
      "cited_domains": [
        "perthdentalrooms.com.au",
        "thewalkindentalcentre.com.au",
        "edentalperth.net.au",
        "stjohnhealth.com.au",
        "allieddental.com.au",
        "google.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthdentalrooms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thewalkindentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "edentalperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "stjohnhealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allieddental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com.au",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-dentist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B2",
      "prompt": "best family dentist in Perth taking new patients",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Maylands Dental Centre"
      ],
      "brands_recommended": [
        "Maylands Dental Centre"
      ],
      "brand_order": [
        "Maylands Dental Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wembleyfamilydental.com/",
        "https://maylandsdentalcentre.com.au/",
        "https://perthdentalrooms.com.au/",
        "https://www.allieddental.com.au/meet-the-dentists/"
      ],
      "cited_domains": [
        "wembleyfamilydental.com",
        "maylandsdentalcentre.com.au",
        "perthdentalrooms.com.au",
        "allieddental.com.au"
      ],
      "source_classes": [
        {
          "domain": "wembleyfamilydental.com",
          "class": "brand-source"
        },
        {
          "domain": "maylandsdentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdentalrooms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allieddental.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-dentist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B2",
      "prompt": "best family dentist in Perth taking new patients",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Hills Family Dental Centre Kalamunda",
        "Dianella Family Dental",
        "Joondanna Family Dental",
        "Warwick Family Dental Care",
        "Booragoon Family Dental Centre",
        "West Perth Dental Centre",
        "Cambridge City Dental - Perth Dentist",
        "Perth Central Dental Centre",
        "Palmyra Family Dental",
        "Bayswater Family Dental",
        "Melville Family Dental",
        "LifeCare Dental",
        "Above & Beyond Dental",
        "Perth Dental Rooms",
        "Lok Family Dental Centre",
        "Tee Family Dental",
        "Hills Family Dental Centre",
        "Cambridge City Dental"
      ],
      "brands_recommended": [
        "Hills Family Dental Centre Kalamunda",
        "Dianella Family Dental",
        "Joondanna Family Dental",
        "Warwick Family Dental Care",
        "Booragoon Family Dental Centre",
        "West Perth Dental Centre",
        "Cambridge City Dental - Perth Dentist",
        "Perth Central Dental Centre",
        "Palmyra Family Dental",
        "Bayswater Family Dental",
        "Melville Family Dental",
        "LifeCare Dental",
        "Above & Beyond Dental",
        "Perth Dental Rooms",
        "Lok Family Dental Centre",
        "Tee Family Dental",
        "Hills Family Dental Centre",
        "Cambridge City Dental"
      ],
      "brand_order": [
        "Hills Family Dental Centre Kalamunda",
        "Dianella Family Dental",
        "Joondanna Family Dental",
        "Warwick Family Dental Care",
        "Booragoon Family Dental Centre",
        "West Perth Dental Centre",
        "Cambridge City Dental - Perth Dentist",
        "Perth Central Dental Centre",
        "Palmyra Family Dental",
        "Bayswater Family Dental",
        "Melville Family Dental",
        "LifeCare Dental",
        "Above & Beyond Dental",
        "Perth Dental Rooms",
        "Lok Family Dental Centre",
        "Tee Family Dental",
        "Hills Family Dental Centre",
        "Cambridge City Dental"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ccdental.com.au/location/floreat?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "ccdental.com.au"
      ],
      "source_classes": [
        {
          "domain": "ccdental.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-dentist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B2",
      "prompt": "best family dentist in Perth taking new patients",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Dianella Family Dental",
        "Shenton Park Family Dental",
        "Joondanna Family Dental",
        "Warwick Family Dental Care",
        "Perth Central Dental Centre",
        "Tuart Hill Dental",
        "Western Smiles Dental Care, Mirrabooka",
        "HM Dental"
      ],
      "brands_recommended": [
        "Dianella Family Dental",
        "Shenton Park Family Dental",
        "Joondanna Family Dental",
        "Warwick Family Dental Care",
        "Perth Central Dental Centre",
        "Tuart Hill Dental",
        "Western Smiles Dental Care, Mirrabooka",
        "HM Dental"
      ],
      "brand_order": [
        "Dianella Family Dental",
        "Shenton Park Family Dental",
        "Joondanna Family Dental",
        "Warwick Family Dental Care",
        "Perth Central Dental Centre",
        "Tuart Hill Dental",
        "Western Smiles Dental Care, Mirrabooka",
        "HM Dental"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.dentistrynearme.au/dentist-perth/morley/dianella-family-dental/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com",
        "https://tuarthilldental.com.au/?utm_source=chatgpt.com",
        "https://www.westernsmiles.com.au/?utm_source=chatgpt.com",
        "https://www.thewalkindentalcentre.com.au/?utm_source=chatgpt.com",
        "https://www.dentistperth.com/childrens-dentistry-dental-link/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/paediatric-dental-specialists-wa-166799003902583?utm_source=chatgpt.com",
        "https://www.whatclinic.com/dentists/australia/western-australia/perth/paediatric-dentists?utm_source=chatgpt.com",
        "https://www.whatclinic.com/dentists/australia/western-australia/perth/yokine/radiant-smiles-dental-care-yokine?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/dentist?utm_source=chatgpt.com",
        "https://www.jcdental.com.au/perth-dentist/?utm_source=chatgpt.com",
        "https://www.westernsmiles.com.au/faqs/general-dentistry/18623?utm_source=chatgpt.com",
        "https://www.westernsmiles.com.au/faqs?utm_source=chatgpt.com",
        "https://perthdentalrooms.com.au/?utm_source=chatgpt.com",
        "https://wadental.com.au/?utm_source=chatgpt.com",
        "https://wanderlog.com/place/details/11260225/wembley-family-dental-formerly-am-dental-care?utm_source=chatgpt.com",
        "https://www.murdochdental.com.au/kids-dentist-perth/?utm_source=chatgpt.com",
        "https://www.dentistrynearme.au/dentist-perth/morley/toothbuds/?utm_source=chatgpt.com",
        "https://www.serenesmilesperth.com.au/new-patients/?utm_source=chatgpt.com",
        "https://perthprimedental.com.au/?utm_source=chatgpt.com",
        "https://www.shentondental.com.au/new-patients/?utm_source=chatgpt.com",
        "https://www.glenforrestdental.com.au/?utm_source=chatgpt.com",
        "https://www.carinegladesdentalcare.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "dentistrynearme.au",
        "starworks.com.au",
        "tuarthilldental.com.au",
        "westernsmiles.com.au",
        "thewalkindentalcentre.com.au",
        "dentistperth.com",
        "reviews.birdeye.com",
        "whatclinic.com",
        "wordofmouth.com.au",
        "jcdental.com.au",
        "perthdentalrooms.com.au",
        "wadental.com.au",
        "wanderlog.com",
        "murdochdental.com.au",
        "serenesmilesperth.com.au",
        "perthprimedental.com.au",
        "shentondental.com.au",
        "glenforrestdental.com.au",
        "carinegladesdentalcare.com.au"
      ],
      "source_classes": [
        {
          "domain": "dentistrynearme.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "tuarthilldental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westernsmiles.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thewalkindentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dentistperth.com",
          "class": "third-party"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "whatclinic.com",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "jcdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdentalrooms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wadental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wanderlog.com",
          "class": "third-party"
        },
        {
          "domain": "murdochdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "serenesmilesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthprimedental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "shentondental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "glenforrestdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "carinegladesdentalcare.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-dentist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B2",
      "prompt": "best family dentist in Perth taking new patients",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Dianella Family Dental",
        "Joondanna Family Dental",
        "Warwick Family Dental Care",
        "Bayswater Family Dental",
        "Booragoon Family Dental Centre",
        "Perth Dental Centre",
        "Palmyra Family Dental",
        "Melville Family Dental",
        "Tee Family Dental",
        "LifeCare Dental",
        "Above & Beyond Dental",
        "Rossmoyne Family Dental",
        "Lok Family Dental Centre",
        "Stirling Street Dental Clinic",
        "South Fremantle Family Dental"
      ],
      "brands_recommended": [
        "Dianella Family Dental",
        "Joondanna Family Dental",
        "Warwick Family Dental Care",
        "Bayswater Family Dental",
        "Booragoon Family Dental Centre",
        "Perth Dental Centre",
        "Palmyra Family Dental",
        "Melville Family Dental",
        "Tee Family Dental",
        "LifeCare Dental",
        "Above & Beyond Dental",
        "Rossmoyne Family Dental",
        "Lok Family Dental Centre",
        "Stirling Street Dental Clinic",
        "South Fremantle Family Dental"
      ],
      "brand_order": [
        "Dianella Family Dental",
        "Joondanna Family Dental",
        "Warwick Family Dental Care",
        "Bayswater Family Dental",
        "Booragoon Family Dental Centre",
        "Perth Dental Centre",
        "Palmyra Family Dental",
        "Melville Family Dental",
        "Tee Family Dental",
        "LifeCare Dental",
        "Above & Beyond Dental",
        "Rossmoyne Family Dental",
        "Lok Family Dental Centre",
        "Stirling Street Dental Clinic",
        "South Fremantle Family Dental"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthdentalcentre.com.au/new-patients?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthdentalcentre.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthdentalcentre.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-dentist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B2",
      "prompt": "best family dentist in Perth taking new patients",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Wembley Family Dental",
        "Perth Dental Rooms",
        "Oxford Street Dental )",
        "Perth Central Dental Centre",
        "Dianella Family Dental"
      ],
      "brands_recommended": [
        "Wembley Family Dental",
        "Perth Dental Rooms",
        "Oxford Street Dental )",
        "Perth Central Dental Centre",
        "Dianella Family Dental"
      ],
      "brand_order": [
        "Wembley Family Dental",
        "Perth Dental Rooms",
        "Oxford Street Dental )",
        "Perth Central Dental Centre",
        "Dianella Family Dental"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-dentist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B2",
      "prompt": "best family dentist in Perth taking new patients",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-dentist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B2",
      "prompt": "best family dentist in Perth taking new patients",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Wembley Family Dental",
        "Family Dental Care",
        "Odin House Dental Surgery"
      ],
      "brands_recommended": [
        "Wembley Family Dental",
        "Family Dental Care",
        "Odin House Dental Surgery"
      ],
      "brand_order": [
        "Wembley Family Dental",
        "Family Dental Care",
        "Odin House Dental Surgery"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-dentist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B3",
      "prompt": "affordable dentist Perth payment plans",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Afterpay, Zip, and Fund My Dental",
        "Common Dental Payment Options in Perth",
        "Child Dental Benefits Schedule"
      ],
      "brands_recommended": [
        "Afterpay, Zip, and Fund My Dental",
        "Common Dental Payment Options in Perth",
        "Child Dental Benefits Schedule"
      ],
      "brand_order": [
        "Afterpay, Zip, and Fund My Dental",
        "Common Dental Payment Options in Perth",
        "Child Dental Benefits Schedule"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthdentalcentre.com.au/fund-my-dental",
        "https://www.mountlawleydental.com.au/payment-plans",
        "https://kelmscottdental.com.au/payment/",
        "https://www.fixeddental.com.au/find/cheap-dentist/wa/perth"
      ],
      "cited_domains": [
        "perthdentalcentre.com.au",
        "mountlawleydental.com.au",
        "kelmscottdental.com.au",
        "fixeddental.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthdentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mountlawleydental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kelmscottdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fixeddental.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-dentist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B3",
      "prompt": "affordable dentist Perth payment plans",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Dental Rooms",
        "DB Dental Perth City",
        "Perth Central Dental Centre"
      ],
      "brands_recommended": [
        "Perth Dental Rooms",
        "DB Dental Perth City",
        "Perth Central Dental Centre"
      ],
      "brand_order": [
        "Perth Dental Rooms",
        "DB Dental Perth City",
        "Perth Central Dental Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mountlawleydental.com.au/payment-plans",
        "https://kelmscottdental.com.au/payment/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg"
      ],
      "cited_domains": [
        "mountlawleydental.com.au",
        "kelmscottdental.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "mountlawleydental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kelmscottdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-dentist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B3",
      "prompt": "affordable dentist Perth payment plans",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "WA public dental care",
        "Perth Dental Clinics with Payment Plans"
      ],
      "brands_recommended": [
        "WA public dental care",
        "Perth Dental Clinics with Payment Plans"
      ],
      "brand_order": [
        "WA public dental care",
        "Perth Dental Clinics with Payment Plans"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.fixeddental.com.au/find/cheap-dentist/wa/perth",
        "https://www.perthdentalcentre.com.au/fund-my-dental",
        "https://kelmscottdental.com.au/payment/",
        "https://healthengine.com.au/appointment/book/34673/Dentistry/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24"
      ],
      "cited_domains": [
        "fixeddental.com.au",
        "perthdentalcentre.com.au",
        "kelmscottdental.com.au",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "fixeddental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kelmscottdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-dentist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B3",
      "prompt": "affordable dentist Perth payment plans",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Doucas Dental",
        "Allied Dental Victoria Park",
        "West Perth Cosmetic Dental",
        "Enso Dental North Perth"
      ],
      "brands_recommended": [
        "Doucas Dental",
        "Allied Dental Victoria Park",
        "West Perth Cosmetic Dental",
        "Enso Dental North Perth"
      ],
      "brand_order": [
        "Doucas Dental",
        "Allied Dental Victoria Park",
        "West Perth Cosmetic Dental",
        "Enso Dental North Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.fixeddental.com.au/find/cheap-dentist/wa/perth",
        "https://www.mountlawleydental.com.au/payment-plans",
        "https://www.perthdentalcentre.com.au/fund-my-dental",
        "https://westperthdental.com.au/dental-payment-plans/",
        "https://kelmscottdental.com.au/payment/",
        "https://www.allieddental.com.au/affordable-dental-care-afterpay-dentist-victoria-park/",
        "https://doucasdental.com.au/health-funds/payment-plans/",
        "https://www.hotdoc.com.au/find/bulk-billing-dentist/WA/perth-6000",
        "https://www.claremontdentalperth.com.au/payment-plans/",
        "https://ensodental.com.au/payment-options/national-dental-plan/",
        "https://www.glenforrestdental.com.au/payment-plan/"
      ],
      "cited_domains": [
        "fixeddental.com.au",
        "mountlawleydental.com.au",
        "perthdentalcentre.com.au",
        "westperthdental.com.au",
        "kelmscottdental.com.au",
        "allieddental.com.au",
        "doucasdental.com.au",
        "hotdoc.com.au",
        "claremontdentalperth.com.au",
        "ensodental.com.au",
        "glenforrestdental.com.au"
      ],
      "source_classes": [
        {
          "domain": "fixeddental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mountlawleydental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kelmscottdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allieddental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doucasdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hotdoc.com.au",
          "class": "directory"
        },
        {
          "domain": "claremontdentalperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ensodental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "glenforrestdental.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-dentist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B3",
      "prompt": "affordable dentist Perth payment plans",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Doucas Dental",
        "Mount Lawley Dental",
        "West Perth Cosmetic Dental",
        "Enso Dental North Perth",
        "HotDoc",
        "Common Dental Payment Plans in Perth"
      ],
      "brands_recommended": [
        "Doucas Dental",
        "Mount Lawley Dental",
        "West Perth Cosmetic Dental",
        "Enso Dental North Perth",
        "HotDoc",
        "Common Dental Payment Plans in Perth"
      ],
      "brand_order": [
        "Doucas Dental",
        "Mount Lawley Dental",
        "West Perth Cosmetic Dental",
        "Enso Dental North Perth",
        "HotDoc",
        "Common Dental Payment Plans in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.fixeddental.com.au/find/cheap-dentist/wa/perth",
        "https://www.perthdentalcentre.com.au/fund-my-dental",
        "https://perthsleepdentistry.com.au/sleep-dentistry-costs/afterpay/",
        "https://westperthdental.com.au/dental-payment-plans/",
        "https://www.mountlawleydental.com.au/payment-plans",
        "https://kelmscottdental.com.au/payment/",
        "https://www.allieddental.com.au/affordable-dental-care-afterpay-dentist-victoria-park/",
        "https://doucasdental.com.au/health-funds/payment-plans/",
        "https://www.hotdoc.com.au/find/bulk-billing-dentist/WA/perth-6000",
        "https://www.claremontdentalperth.com.au/payment-plans/",
        "https://ensodental.com.au/payment-options/national-dental-plan/",
        "https://www.glenforrestdental.com.au/payment-plan/"
      ],
      "cited_domains": [
        "fixeddental.com.au",
        "perthdentalcentre.com.au",
        "perthsleepdentistry.com.au",
        "westperthdental.com.au",
        "mountlawleydental.com.au",
        "kelmscottdental.com.au",
        "allieddental.com.au",
        "doucasdental.com.au",
        "hotdoc.com.au",
        "claremontdentalperth.com.au",
        "ensodental.com.au",
        "glenforrestdental.com.au"
      ],
      "source_classes": [
        {
          "domain": "fixeddental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsleepdentistry.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mountlawleydental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kelmscottdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allieddental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doucasdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hotdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "claremontdentalperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ensodental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "glenforrestdental.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-dentist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B3",
      "prompt": "affordable dentist Perth payment plans",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Fixed Dental Perth Guide",
        "Allied Dental Victoria Park",
        "Doucas Dental",
        "HotDoc"
      ],
      "brands_recommended": [
        "Fixed Dental Perth Guide",
        "Allied Dental Victoria Park",
        "Doucas Dental",
        "HotDoc"
      ],
      "brand_order": [
        "Fixed Dental Perth Guide",
        "Allied Dental Victoria Park",
        "Doucas Dental",
        "HotDoc"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.fixeddental.com.au/find/cheap-dentist/wa/perth",
        "https://www.perthdentalcentre.com.au/fund-my-dental",
        "https://westperthdental.com.au/dental-payment-plans/",
        "https://www.mountlawleydental.com.au/payment-plans",
        "https://kelmscottdental.com.au/payment/",
        "https://www.allieddental.com.au/affordable-dental-care-afterpay-dentist-victoria-park/",
        "https://doucasdental.com.au/health-funds/payment-plans/",
        "https://www.hotdoc.com.au/find/bulk-billing-dentist/WA/perth-6000",
        "https://www.claremontdentalperth.com.au/payment-plans/",
        "https://ensodental.com.au/payment-options/national-dental-plan/",
        "https://www.glenforrestdental.com.au/payment-plan/"
      ],
      "cited_domains": [
        "fixeddental.com.au",
        "perthdentalcentre.com.au",
        "westperthdental.com.au",
        "mountlawleydental.com.au",
        "kelmscottdental.com.au",
        "allieddental.com.au",
        "doucasdental.com.au",
        "hotdoc.com.au",
        "claremontdentalperth.com.au",
        "ensodental.com.au",
        "glenforrestdental.com.au"
      ],
      "source_classes": [
        {
          "domain": "fixeddental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mountlawleydental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kelmscottdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allieddental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doucasdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hotdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "claremontdentalperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ensodental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "glenforrestdental.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-dentist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B3",
      "prompt": "affordable dentist Perth payment plans",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Perth Dental Rooms",
        "Accent Dental Care",
        "DB Dental Perth City",
        "Afterpay and Humm finance options",
        "Dentists with payment plans"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Perth Dental Rooms",
        "Accent Dental Care",
        "DB Dental Perth City",
        "Afterpay and Humm finance options",
        "Dentists with payment plans"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "Perth Prime Dental",
        "Perth Dental Rooms",
        "Accent Dental Care",
        "DB Dental Perth City",
        "Afterpay and Humm finance options",
        "Dentists with payment plans"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthdentalcentre.com.au/fund-my-dental?utm_source=chatgpt.com",
        "https://perthprimedental.com.au/payment-options-perth-prime-dental/?utm_source=chatgpt.com",
        "https://perthdentalrooms.com.au/payment-plans/?utm_source=chatgpt.com",
        "https://accentdental.com.au/payment-options?utm_source=chatgpt.com",
        "https://doucasdental.com.au/health-funds/payment-plans/?utm_source=chatgpt.com",
        "https://dentistryplus.com.au/?utm_source=chatgpt.com",
        "https://www.perthdentalcentre.com.au/new-patient-offer?utm_source=chatgpt.com",
        "https://kelmscottdental.com.au/payment/?utm_source=chatgpt.com",
        "https://dentalparadiso.com.au/payment-plans/?utm_source=chatgpt.com",
        "https://www.bullcreekdental.com.au/?utm_source=chatgpt.com",
        "https://www.dental359.com.au/payment-plans-pricing/?utm_source=chatgpt.com",
        "https://www.serenesmilesperth.com.au/payment-options/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthdentalcentre.com.au",
        "perthprimedental.com.au",
        "perthdentalrooms.com.au",
        "accentdental.com.au",
        "doucasdental.com.au",
        "dentistryplus.com.au",
        "kelmscottdental.com.au",
        "dentalparadiso.com.au",
        "bullcreekdental.com.au",
        "dental359.com.au",
        "serenesmilesperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthdentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthprimedental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdentalrooms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "accentdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doucasdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dentistryplus.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kelmscottdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dentalparadiso.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bullcreekdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dental359.com.au",
          "class": "brand-source"
        },
        {
          "domain": "serenesmilesperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-dentist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B3",
      "prompt": "affordable dentist Perth payment plans",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Dental Centre",
        "Accent Dental",
        "Dental WA",
        "Perth Central Dental Centre",
        "Accent Dental Care, Perth CBD",
        "Perth Central Dental or Simply Teeth"
      ],
      "brands_recommended": [
        "Perth Dental Centre",
        "Accent Dental",
        "Dental WA",
        "Perth Central Dental Centre",
        "Accent Dental Care, Perth CBD",
        "Perth Central Dental or Simply Teeth"
      ],
      "brand_order": [
        "Perth Dental Centre",
        "Accent Dental",
        "Dental WA",
        "Perth Central Dental Centre",
        "Accent Dental Care, Perth CBD",
        "Perth Central Dental or Simply Teeth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthdentalcentre.com.au/fund-my-dental?utm_source=chatgpt.com",
        "https://www.perthdentalcentre.com.au/benefits?utm_source=chatgpt.com",
        "https://simply-teeth.com.au/fees-and-rebates/?utm_source=chatgpt.com",
        "https://simply-teeth.com.au/fees-and-rebates/dental-payment-plans/?utm_source=chatgpt.com",
        "https://www.edentalperth.net.au/dental-payment-plans/?utm_source=chatgpt.com",
        "https://accentdental.com.au/payment-options?utm_source=chatgpt.com",
        "https://www.serenesmilesperth.com.au/fund-my-dental/?utm_source=chatgpt.com",
        "https://www.dental.wa.gov.au/Dental-Services/Subsidised-Private-Services/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthdentalcentre.com.au",
        "simply-teeth.com.au",
        "edentalperth.net.au",
        "accentdental.com.au",
        "serenesmilesperth.com.au",
        "dental.wa.gov.au"
      ],
      "source_classes": [
        {
          "domain": "perthdentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "simply-teeth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "edentalperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "accentdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "serenesmilesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dental.wa.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-dentist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B3",
      "prompt": "affordable dentist Perth payment plans",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Dental Centre",
        "West Perth Dental Centre",
        "Accent Dental Care",
        "Perth Dental Rooms",
        "eDental Perth",
        "Humm Finance"
      ],
      "brands_recommended": [
        "Perth Dental Centre",
        "West Perth Dental Centre",
        "Accent Dental Care",
        "Perth Dental Rooms",
        "eDental Perth",
        "Humm Finance"
      ],
      "brand_order": [
        "Perth Dental Centre",
        "West Perth Dental Centre",
        "Accent Dental Care",
        "Perth Dental Rooms",
        "eDental Perth",
        "Humm Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthdentalcentre.com.au/fund-my-dental?utm_source=chatgpt.com",
        "https://simply-teeth.com.au/fees-and-rebates/?utm_source=chatgpt.com",
        "https://simply-teeth.com.au/fees-and-rebates/dental-payment-plans/?utm_source=chatgpt.com",
        "https://westperthdental.com.au/dental-payment-plans/?utm_source=chatgpt.com",
        "https://accentdental.com.au/payment-options?utm_source=chatgpt.com",
        "https://perthdentalrooms.com.au/payment-plans/?utm_source=chatgpt.com",
        "https://www.edentalperth.net.au/dental-payment-plans/?utm_source=chatgpt.com",
        "https://maylandsdentalcentre.com.au/?utm_source=chatgpt.com",
        "https://www.perthdentalcentre.com.au/new-patient-offer?utm_source=chatgpt.com",
        "https://www.serenesmilesperth.com.au/fund-my-dental/?utm_source=chatgpt.com",
        "https://wperthdental.com.au/payment-options/afterpay/?utm_source=chatgpt.com",
        "https://dentistryplus.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthdentalcentre.com.au",
        "simply-teeth.com.au",
        "westperthdental.com.au",
        "accentdental.com.au",
        "perthdentalrooms.com.au",
        "edentalperth.net.au",
        "maylandsdentalcentre.com.au",
        "serenesmilesperth.com.au",
        "wperthdental.com.au",
        "dentistryplus.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthdentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "simply-teeth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westperthdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "accentdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdentalrooms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "edentalperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "maylandsdentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "serenesmilesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wperthdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dentistryplus.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-dentist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B3",
      "prompt": "affordable dentist Perth payment plans",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fund My Dental"
      ],
      "brands_recommended": [
        "Fund My Dental"
      ],
      "brand_order": [
        "Fund My Dental"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthsleepdentistry.com.au/sleep-dentistry-costs/perth-sleep-dentistry-offer-a-range-of-payment-plan-options/#:~:text=We%20understand%20that%20dental%20treatment%20can%20be,to%20split%20the%20payments%20in%20to%20instalments.",
        "https://perthsleepdentistry.com.au/sleep-dentistry-costs/perth-sleep-dentistry-offer-a-range-of-payment-plan-options/#:~:text=Buy%20Now%2C%20Pay%20Later%3A%20Perth%20Sleep%20Dentistry,6%20instalments.%20Again%20this%20is%20interest%20free.",
        "https://perthsleepdentistry.com.au/sleep-dentistry-costs/perth-sleep-dentistry-offer-a-range-of-payment-plan-options/#:~:text=It%20is%20essentially%20a%20direct%20debit%20system,you%20need%20to%3A%20*%20Be%20currently%20employed.",
        "https://perthprimedental.com.au/payment-options-perth-prime-dental/#:~:text=Please%20speak%20with%20our%20team%20before%20commencing,it%20early%20may%20reduce%20your%20retirement%20savings."
      ],
      "cited_domains": [
        "perthsleepdentistry.com.au",
        "perthprimedental.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthsleepdentistry.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthprimedental.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-dentist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B3",
      "prompt": "affordable dentist Perth payment plans",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Private Clinic Payment Plans",
        "Fund My Dental"
      ],
      "brands_recommended": [
        "Private Clinic Payment Plans",
        "Fund My Dental"
      ],
      "brand_order": [
        "Private Clinic Payment Plans",
        "Fund My Dental"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.miadentalcentre.com.au/financing/payment-plans/#:~:text=With%20Afterpay's%20%E2%80%9Cbuy%20now%2C%20pay%20later%E2%80%9D%20option%2C,facing%20unnecessary%20delays.%20Schedule%20Your%20Consultation%20Today.",
        "https://perthsleepdentistry.com.au/sleep-dentistry-costs/perth-sleep-dentistry-offer-a-range-of-payment-plan-options/#:~:text=The%20best%20part%20is%20there%20is%20no,of%203%20months%20through%20to%2012%20months.",
        "https://perthsleepdentistry.com.au/sleep-dentistry-costs/perth-sleep-dentistry-offer-a-range-of-payment-plan-options/#:~:text=It%20is%20essentially%20a%20direct%20debit%20system,you%20need%20to%3A%20*%20Be%20currently%20employed.",
        "https://perthsleepdentistry.com.au/sleep-dentistry-costs/perth-sleep-dentistry-offer-a-range-of-payment-plan-options/#:~:text=They%20offer%20two%20simple%20plans%2C%20choose%20from,there%20is%20a%20debit%20balance%20in%20place.",
        "https://www.health.wa.gov.au/Articles/A_E/Dental-Health-Services#:~:text=General%20dental%20clinics%20operate%20throughout%20the%20metropolitan,dental%20clinic%20for%20care.%20Special%20Dental%20Service.",
        "https://www.health.wa.gov.au/Articles/A_E/Dental-Health-Services#:~:text=Metropolitan%20Patients%20Dental%20Subsidy%20Scheme%20(MPDSS)%20%E2%80%93,dental%20care%20at%20participating%20private%20dental%20practitioners."
      ],
      "cited_domains": [
        "miadentalcentre.com.au",
        "perthsleepdentistry.com.au",
        "health.wa.gov.au"
      ],
      "source_classes": [
        {
          "domain": "miadentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsleepdentistry.com.au",
          "class": "brand-source"
        },
        {
          "domain": "health.wa.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-dentist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B3",
      "prompt": "affordable dentist Perth payment plans",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Mount Lawley Dental",
        "Kelmscott Dental",
        "Dental Paradiso",
        "Fund My Dental",
        "Pretty Penny Finance"
      ],
      "brands_recommended": [
        "Mount Lawley Dental",
        "Kelmscott Dental",
        "Dental Paradiso",
        "Fund My Dental",
        "Pretty Penny Finance"
      ],
      "brand_order": [
        "Mount Lawley Dental",
        "Kelmscott Dental",
        "Dental Paradiso",
        "Fund My Dental",
        "Pretty Penny Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mountlawleydental.com.au/payment-plans#:~:text=At%20Mount%20Lawley%20Dental%2C%20we%20understand%20that,treatments%20and%20larger%20procedures.%20Learn%20more.%20Afterpay.",
        "https://wperthdental.com.au/payment-options/zip/#:~:text=How%20Does%20Zip%20Work%3F%20Zip%20is%20a,or%20in%20part%2C%20depending%20on%20your%20preference.",
        "https://joondannafamilydental.com.au/payment-options/fund-my-dental/#:~:text=Their%20convenient%20financing%20program%20lets%20you%20pay,way%20to%20finance%20your%20dental%20care%20needs.",
        "https://dentalparadiso.com.au/payment-plans/#:~:text=*%20SuperCare.%20Did%20you%20know%20that%20it,or%20eligible%20family%20members%2C%20at%20Dental%20Paradiso%3F"
      ],
      "cited_domains": [
        "mountlawleydental.com.au",
        "wperthdental.com.au",
        "joondannafamilydental.com.au",
        "dentalparadiso.com.au"
      ],
      "source_classes": [
        {
          "domain": "mountlawleydental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wperthdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "joondannafamilydental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dentalparadiso.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-dentist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B4",
      "prompt": "best dentist in Perth for dental implants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "My Implant Dentist Perth CBD",
        "Aria Dental",
        "My Implant Dentist South Perth",
        "Perth Prime Dental",
        "Advanced Dental Artistry",
        "Complete Implant & Sedation Dentistry",
        "Accent Dental Care",
        "West Perth Dental Centre",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Iconic Dentistry",
        "Dental Boutique Perth",
        "Above & Beyond Dental",
        "Perth Dental Rooms",
        "Perth Central Dental Centre",
        "Next Smile Australia – All-on-4® Dental Implants Perth",
        "Dental O So Gentle St Georges Terrace",
        "Stirling Street Dental Clinic",
        "Colin Street Periodontics - Gum Care & Dental Implants | Specialist Periodontist",
        "Perth Dental Implant Centre - Applecross"
      ],
      "brands_recommended": [
        "My Implant Dentist Perth CBD",
        "Aria Dental",
        "My Implant Dentist South Perth",
        "Perth Prime Dental",
        "Advanced Dental Artistry",
        "Complete Implant & Sedation Dentistry",
        "Accent Dental Care",
        "West Perth Dental Centre",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Iconic Dentistry",
        "Dental Boutique Perth",
        "Above & Beyond Dental",
        "Perth Dental Rooms",
        "Perth Central Dental Centre",
        "Next Smile Australia – All-on-4® Dental Implants Perth",
        "Dental O So Gentle St Georges Terrace",
        "Stirling Street Dental Clinic",
        "Colin Street Periodontics - Gum Care & Dental Implants | Specialist Periodontist",
        "Perth Dental Implant Centre - Applecross"
      ],
      "brand_order": [
        "My Implant Dentist Perth CBD",
        "Aria Dental",
        "My Implant Dentist South Perth",
        "Perth Prime Dental",
        "Advanced Dental Artistry",
        "Complete Implant & Sedation Dentistry",
        "Accent Dental Care",
        "West Perth Dental Centre",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "Iconic Dentistry",
        "Dental Boutique Perth",
        "Above & Beyond Dental",
        "Perth Dental Rooms",
        "Perth Central Dental Centre",
        "Next Smile Australia – All-on-4® Dental Implants Perth",
        "Dental O So Gentle St Georges Terrace",
        "Stirling Street Dental Clinic",
        "Colin Street Periodontics - Gum Care & Dental Implants | Specialist Periodontist",
        "Perth Dental Implant Centre - Applecross"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoMmNHNXFORGsxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGVHNWlObkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdob05IWmpjdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKalpIbDJOV3BmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpCeU1qWnljQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkb2NIQjROSFp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNU5uaHRabU4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSeGEzSnlYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNNGFEVnphMlI1GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-dentist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B4",
      "prompt": "best dentist in Perth for dental implants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Aria Dental",
        "Perth Prime Dental"
      ],
      "brands_recommended": [
        "Aria Dental",
        "Perth Prime Dental"
      ],
      "brand_order": [
        "Aria Dental",
        "Perth Prime Dental"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://healthengine.com.au/appointment/book/43613/Dentistry/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24"
      ],
      "cited_domains": [
        "google.com",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-dentist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B4",
      "prompt": "best dentist in Perth for dental implants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Aria Dental",
        "My Implant Dentist",
        "Perth Dental Implant Centre",
        "Recreate Smiles Implant Dental Centre",
        "Nicholson Road Implant & Dental Centre"
      ],
      "brands_recommended": [
        "Aria Dental",
        "My Implant Dentist",
        "Perth Dental Implant Centre",
        "Recreate Smiles Implant Dental Centre",
        "Nicholson Road Implant & Dental Centre"
      ],
      "brand_order": [
        "Aria Dental",
        "My Implant Dentist",
        "Perth Dental Implant Centre",
        "Recreate Smiles Implant Dental Centre",
        "Nicholson Road Implant & Dental Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://healthengine.com.au/appointment/book/100212/Dentistry/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://www.hotdoc.com.au/medical-centres/perth-WA-6000/aria-dental-pty-ltd/doctors?wp=gmb",
        "https://healthengine.com.au/appointment/book/43613/Dentistry/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book_webplugin/48004/Dentistry/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24&utm_source=google&utm_medium=organic&utm_campaign=business_profile"
      ],
      "cited_domains": [
        "healthengine.com.au",
        "hotdoc.com.au"
      ],
      "source_classes": [
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hotdoc.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-dentist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B4",
      "prompt": "best dentist in Perth for dental implants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "My Implant Dentist"
      ],
      "brands_recommended": [
        "My Implant Dentist"
      ],
      "brand_order": [
        "My Implant Dentist"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthdentalimplantcentre.com.au/",
        "https://radiantsmiles.com.au/dental-implants-perth/",
        "https://myimplantdentist.com.au/",
        "https://addcdental.com.au/treatments/dental-implants-perth/",
        "https://centreforprosthodontics.com.au/need-an-implant/",
        "https://www.facebook.com/groups/410036368109343/posts/759317366514573/",
        "https://www.ariadental.net.au/",
        "https://www.waimplants.com.au/",
        "https://www.waimplants.com.au/patient-reviews"
      ],
      "cited_domains": [
        "perthdentalimplantcentre.com.au",
        "radiantsmiles.com.au",
        "myimplantdentist.com.au",
        "addcdental.com.au",
        "centreforprosthodontics.com.au",
        "facebook.com",
        "ariadental.net.au",
        "waimplants.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthdentalimplantcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "radiantsmiles.com.au",
          "class": "brand-source"
        },
        {
          "domain": "myimplantdentist.com.au",
          "class": "brand-source"
        },
        {
          "domain": "addcdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centreforprosthodontics.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "ariadental.net.au",
          "class": "brand-source"
        },
        {
          "domain": "waimplants.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-dentist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B4",
      "prompt": "best dentist in Perth for dental implants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthdentalimplantcentre.com.au/",
        "https://radiantsmiles.com.au/dental-implants-perth/",
        "https://myimplantdentist.com.au/locations/south-perth/",
        "https://myimplantdentist.com.au/",
        "https://centreforprosthodontics.com.au/need-an-implant/",
        "https://www.facebook.com/groups/410036368109343/posts/759317366514573/",
        "https://www.ariadental.net.au/",
        "https://www.waimplants.com.au/patient-reviews",
        "https://www.waimplants.com.au/"
      ],
      "cited_domains": [
        "perthdentalimplantcentre.com.au",
        "radiantsmiles.com.au",
        "myimplantdentist.com.au",
        "centreforprosthodontics.com.au",
        "facebook.com",
        "ariadental.net.au",
        "waimplants.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthdentalimplantcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "radiantsmiles.com.au",
          "class": "brand-source"
        },
        {
          "domain": "myimplantdentist.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centreforprosthodontics.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "ariadental.net.au",
          "class": "brand-source"
        },
        {
          "domain": "waimplants.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-dentist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B4",
      "prompt": "best dentist in Perth for dental implants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Dental Implant Centre"
      ],
      "brands_recommended": [
        "Perth Dental Implant Centre"
      ],
      "brand_order": [
        "Perth Dental Implant Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthdentalimplantcentre.com.au/",
        "https://myimplantdentist.com.au/locations/south-perth/",
        "https://myimplantdentist.com.au/",
        "https://centreforprosthodontics.com.au/need-an-implant/",
        "https://www.ariadental.net.au/",
        "https://www.facebook.com/groups/410036368109343/posts/759317366514573/"
      ],
      "cited_domains": [
        "perthdentalimplantcentre.com.au",
        "myimplantdentist.com.au",
        "centreforprosthodontics.com.au",
        "ariadental.net.au",
        "facebook.com"
      ],
      "source_classes": [
        {
          "domain": "perthdentalimplantcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "myimplantdentist.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centreforprosthodontics.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ariadental.net.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-dentist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B4",
      "prompt": "best dentist in Perth for dental implants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "My Implant Dentist South Perth",
        "My Implant Dentist Perth CBD",
        "Perth Dental Implant Centre - Applecross",
        "Perth Prime Dental",
        "Aria Dental",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "2–3 implant dentists",
        "Recommended Perth dental implant clinics",
        "Perth Dental Implant Centre",
        "Listed as a dental implants provider"
      ],
      "brands_recommended": [
        "My Implant Dentist South Perth",
        "My Implant Dentist Perth CBD",
        "Perth Dental Implant Centre - Applecross",
        "Perth Prime Dental",
        "Aria Dental",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "2–3 implant dentists",
        "Recommended Perth dental implant clinics",
        "Perth Dental Implant Centre",
        "Listed as a dental implants provider"
      ],
      "brand_order": [
        "My Implant Dentist South Perth",
        "My Implant Dentist Perth CBD",
        "Perth Dental Implant Centre - Applecross",
        "Perth Prime Dental",
        "Aria Dental",
        "Radiant Smiles Dental Care Dental Implants Perth",
        "2–3 implant dentists",
        "Recommended Perth dental implant clinics",
        "Perth Dental Implant Centre",
        "Listed as a dental implants provider"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://costdoc.com.au/top-reviewed/dental-implants-in-perth/?utm_source=chatgpt.com",
        "https://www.dentistryplusreviews.com.au/dental-implants-perth-reviews?utm_source=chatgpt.com",
        "https://www.dentistryplusreviews.com.au/all-on-4-reviews-perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com",
        "https://www.whatclinic.com/dentists/australia/western-australia/perth/implants?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/dentist?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/reviews/aria-dental-zaninovich-and-associates-perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-dental-implant-centre-east-vic-park-166894635033108?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-dental-implant-centre-kelmscott-166773552343055?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/wa-implants-dental-surgery-176295245056754?utm_source=chatgpt.com",
        "https://www.trustindex.io/reviews/perthdentalimplants.com?utm_source=chatgpt.com",
        "https://www.avenueperth.com/best-dental-implants-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "costdoc.com.au",
        "dentistryplusreviews.com.au",
        "starworks.com.au",
        "whatclinic.com",
        "wordofmouth.com.au",
        "reviews.birdeye.com",
        "trustindex.io",
        "avenueperth.com"
      ],
      "source_classes": [
        {
          "domain": "costdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dentistryplusreviews.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "whatclinic.com",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "trustindex.io",
          "class": "third-party"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-dentist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B4",
      "prompt": "best dentist in Perth for dental implants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "West Perth Prosthodontics",
        "Aria Dental",
        "Perth Dental Implant Centre - Applecross",
        "Branemark Centre",
        "Centre For Prosthodontics",
        "Compare Dentists",
        "My Implant Dentist South Perth",
        "Western Prosthodontic Centre",
        "My Implant Dentist Perth CBD",
        "Advanced Dental Artistry",
        "Garden City Implant & Dental",
        "Complete Implant & Sedation Dentistry",
        "Perth Dental Implant Centre"
      ],
      "brands_recommended": [
        "West Perth Prosthodontics",
        "Aria Dental",
        "Perth Dental Implant Centre - Applecross",
        "Branemark Centre",
        "Centre For Prosthodontics",
        "Compare Dentists",
        "My Implant Dentist South Perth",
        "Western Prosthodontic Centre",
        "My Implant Dentist Perth CBD",
        "Advanced Dental Artistry",
        "Garden City Implant & Dental",
        "Complete Implant & Sedation Dentistry",
        "Perth Dental Implant Centre"
      ],
      "brand_order": [
        "West Perth Prosthodontics",
        "Aria Dental",
        "Perth Dental Implant Centre - Applecross",
        "Branemark Centre",
        "Centre For Prosthodontics",
        "Compare Dentists",
        "My Implant Dentist South Perth",
        "Western Prosthodontic Centre",
        "My Implant Dentist Perth CBD",
        "Advanced Dental Artistry",
        "Garden City Implant & Dental",
        "Complete Implant & Sedation Dentistry",
        "Perth Dental Implant Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.branemarkcenter.com.au/dr-glen-liddelow/?utm_source=chatgpt.com",
        "https://www.branemarkcenter.com.au/?utm_source=chatgpt.com",
        "https://centreforprosthodontics.com.au/dental-implants/?utm_source=chatgpt.com",
        "https://dsswa.org.au/specialist/janice-kan/?utm_source=chatgpt.com",
        "https://www.ariadental.net.au/?utm_source=chatgpt.com",
        "https://centreforprosthodontics.com.au/need-an-implant/?utm_source=chatgpt.com",
        "https://comparedentists.com.au/dental-implants-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "branemarkcenter.com.au",
        "centreforprosthodontics.com.au",
        "dsswa.org.au",
        "ariadental.net.au",
        "comparedentists.com.au"
      ],
      "source_classes": [
        {
          "domain": "branemarkcenter.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centreforprosthodontics.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dsswa.org.au",
          "class": "third-party"
        },
        {
          "domain": "ariadental.net.au",
          "class": "brand-source"
        },
        {
          "domain": "comparedentists.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-dentist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B4",
      "prompt": "best dentist in Perth for dental implants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Centre For Prosthodontics",
        "Aria Dental",
        "My Implant Dentist South Perth",
        "Perth Dental Implant Centre - Applecross",
        "Radiant Smiles Dental Care",
        "Centre For Prosthodontics — South Perth",
        "Aria Dental — Perth CBD",
        "Centre for Prosthodontics and Aria Dental",
        "Perth Dental Implant Centre"
      ],
      "brands_recommended": [
        "Centre For Prosthodontics",
        "Aria Dental",
        "My Implant Dentist South Perth",
        "Perth Dental Implant Centre - Applecross",
        "Radiant Smiles Dental Care",
        "Centre For Prosthodontics — South Perth",
        "Aria Dental — Perth CBD",
        "Centre for Prosthodontics and Aria Dental",
        "Perth Dental Implant Centre"
      ],
      "brand_order": [
        "Centre For Prosthodontics",
        "Aria Dental",
        "My Implant Dentist South Perth",
        "Perth Dental Implant Centre - Applecross",
        "Radiant Smiles Dental Care",
        "Centre For Prosthodontics — South Perth",
        "Aria Dental — Perth CBD",
        "Centre for Prosthodontics and Aria Dental",
        "Perth Dental Implant Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://centreforprosthodontics.com.au/our-team/?utm_source=chatgpt.com",
        "https://www.ariadental.net.au/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com",
        "https://www.dentistryplusreviews.com.au/dental-implants-perth-reviews?utm_source=chatgpt.com",
        "https://costdoc.com.au/top-reviewed/dental-implants-in-perth/?utm_source=chatgpt.com",
        "https://dentalimplantsperth.com/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/dental-implant-in-perth-166643956627839?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-dental-implant-centre-kelmscott-166773552343055?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/radiant-smiles-dental-care-dental-implants-perth-166575872806034?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/wa-implants-dental-surgery-176295245056754?utm_source=chatgpt.com",
        "https://centreforprosthodontics.com.au/dental-implants/?utm_source=chatgpt.com",
        "https://centreforprosthodontics.com.au/need-an-implant/?utm_source=chatgpt.com",
        "https://www.branemarkcenter.com.au/dr-glen-liddelow/?utm_source=chatgpt.com",
        "https://www.branemarkcenter.com.au/dr-graham-carmichael/?utm_source=chatgpt.com",
        "https://www.branemarkcenter.com.au/?utm_source=chatgpt.com",
        "https://dentalpresence.in/index/western-australia/city/perth/dental-implants?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/dentist?utm_source=chatgpt.com",
        "https://www.ariadental.net.au/?team=dr-alex-foo&utm_source=chatgpt.com",
        "https://www.ariadental.net.au/about-us/dr-michael-zaninovich/?utm_source=chatgpt.com",
        "https://www.waimplants.com.au/patient-reviews?utm_source=chatgpt.com",
        "https://www.avenueperth.com/best-dental-implants-perth/?utm_source=chatgpt.com",
        "https://dsswa.org.au/specialist/janice-kan/?utm_source=chatgpt.com",
        "https://nextsmile.com.au/perth/?utm_source=chatgpt.com",
        "https://www.dentistrynearme.au/dentist-perth/perth-cbd/my-implant-dentist-south-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "centreforprosthodontics.com.au",
        "ariadental.net.au",
        "starworks.com.au",
        "dentistryplusreviews.com.au",
        "costdoc.com.au",
        "dentalimplantsperth.com",
        "reviews.birdeye.com",
        "branemarkcenter.com.au",
        "dentalpresence.in",
        "wordofmouth.com.au",
        "waimplants.com.au",
        "avenueperth.com",
        "dsswa.org.au",
        "nextsmile.com.au",
        "dentistrynearme.au"
      ],
      "source_classes": [
        {
          "domain": "centreforprosthodontics.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ariadental.net.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "dentistryplusreviews.com.au",
          "class": "brand-source"
        },
        {
          "domain": "costdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dentalimplantsperth.com",
          "class": "third-party"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "branemarkcenter.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dentalpresence.in",
          "class": "third-party"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "waimplants.com.au",
          "class": "brand-source"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "dsswa.org.au",
          "class": "third-party"
        },
        {
          "domain": "nextsmile.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dentistrynearme.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-dentist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B4",
      "prompt": "best dentist in Perth for dental implants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Aria Dental",
        "Perth Dental Implant Centre",
        "My Implant Dentist",
        "Nicholson Road Implant & Dental Centre"
      ],
      "brands_recommended": [
        "Aria Dental",
        "Perth Dental Implant Centre",
        "My Implant Dentist",
        "Nicholson Road Implant & Dental Centre"
      ],
      "brand_order": [
        "Aria Dental",
        "Perth Dental Implant Centre",
        "My Implant Dentist",
        "Nicholson Road Implant & Dental Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-dentist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B4",
      "prompt": "best dentist in Perth for dental implants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-dentist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B4",
      "prompt": "best dentist in Perth for dental implants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "WA Implants | Dental Surgery",
        "Aria Dental"
      ],
      "brands_recommended": [
        "WA Implants | Dental Surgery",
        "Aria Dental"
      ],
      "brand_order": [
        "WA Implants | Dental Surgery",
        "Aria Dental"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-dentist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B5",
      "prompt": "highest rated dental clinic Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental",
        "Stirling Street Dental Clinic",
        "DB Dental Perth City",
        "Perth Dental Rooms",
        "Perth City Dental",
        "Accent Dental Care",
        "West Perth Dental Centre",
        "Dental O So Gentle St Georges Terrace",
        "Mi Dental",
        "Access Dental Care Perth CBD",
        "Sing Sing Dental Clinic",
        "Above & Beyond Dental",
        "CBD Dental Perth",
        "East Perth Dental Centre",
        "V Dentist",
        "Lifecare Dental (City Station)",
        "Aria Dental",
        "Mendelsohn Dental on Royal"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental",
        "Stirling Street Dental Clinic",
        "DB Dental Perth City",
        "Perth Dental Rooms",
        "Perth City Dental",
        "Accent Dental Care",
        "West Perth Dental Centre",
        "Dental O So Gentle St Georges Terrace",
        "Mi Dental",
        "Access Dental Care Perth CBD",
        "Sing Sing Dental Clinic",
        "Above & Beyond Dental",
        "CBD Dental Perth",
        "East Perth Dental Centre",
        "V Dentist",
        "Lifecare Dental (City Station)",
        "Aria Dental",
        "Mendelsohn Dental on Royal"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental",
        "Stirling Street Dental Clinic",
        "DB Dental Perth City",
        "Perth Dental Rooms",
        "Perth City Dental",
        "Accent Dental Care",
        "West Perth Dental Centre",
        "Dental O So Gentle St Georges Terrace",
        "Mi Dental",
        "Access Dental Care Perth CBD",
        "Sing Sing Dental Clinic",
        "Above & Beyond Dental",
        "CBD Dental Perth",
        "East Perth Dental Centre",
        "V Dentist",
        "Lifecare Dental (City Station)",
        "Aria Dental",
        "Mendelsohn Dental on Royal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhaMGR6aHdPQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZM1kxOHhlSE0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEY5blltdHdYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSaWVqRTBlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1YUTNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNeGQzZGZlV3QzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNelpERnplV2MYCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-dentist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B5",
      "prompt": "highest rated dental clinic Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Dental Rooms",
        "Perth Prime Dental",
        "Perth City Dental",
        "Stirling Street Dental Clinic",
        "Mi Dental",
        "DB Dental Perth City",
        "Dental O So Gentle St Georges Terrace",
        "CBD Dental Perth",
        "Accent Dental Care",
        "Access Dental Care Perth CBD",
        "Above & Beyond Dental",
        "East Perth Dental Centre",
        "Aria Dental",
        "V Dentist",
        "My Implant Dentist Perth CBD",
        "Sing Sing Dental Clinic",
        "Central City Dental Clinic",
        "Smile Direct Club"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Dental Rooms",
        "Perth Prime Dental",
        "Perth City Dental",
        "Stirling Street Dental Clinic",
        "Mi Dental",
        "DB Dental Perth City",
        "Dental O So Gentle St Georges Terrace",
        "CBD Dental Perth",
        "Accent Dental Care",
        "Access Dental Care Perth CBD",
        "Above & Beyond Dental",
        "East Perth Dental Centre",
        "Aria Dental",
        "V Dentist",
        "My Implant Dentist Perth CBD",
        "Sing Sing Dental Clinic",
        "Central City Dental Clinic",
        "Smile Direct Club"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Dental Rooms",
        "Perth Prime Dental",
        "Perth City Dental",
        "Stirling Street Dental Clinic",
        "Mi Dental",
        "DB Dental Perth City",
        "Dental O So Gentle St Georges Terrace",
        "CBD Dental Perth",
        "Accent Dental Care",
        "Access Dental Care Perth CBD",
        "Above & Beyond Dental",
        "East Perth Dental Centre",
        "Aria Dental",
        "V Dentist",
        "My Implant Dentist Perth CBD",
        "Sing Sing Dental Clinic",
        "Central City Dental Clinic",
        "Smile Direct Club"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhaMGR6aHdPQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSaWVqRTBlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZM1kxOHhlSE0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1YUTNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoMmNHNXFORGsxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEY5blltdHdYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU5IcDNNMmcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoa2NIcHJNalF6GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-dentist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B5",
      "prompt": "highest rated dental clinic Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental",
        "Stirling Street Dental Clinic",
        "Perth Dental Rooms",
        "Perth City Dental",
        "DB Dental Perth City",
        "Mi Dental",
        "Dental O So Gentle St Georges Terrace",
        "Accent Dental Care",
        "Access Dental Care Perth CBD",
        "West Perth Dental Centre",
        "East Perth Dental Centre",
        "CBD Dental Perth",
        "Sing Sing Dental Clinic",
        "V Dentist",
        "My Implant Dentist Perth CBD",
        "Aria Dental",
        "Above & Beyond Dental",
        "Smile Direct Club",
        "Iconic Dentistry",
        "Advanced Dental Artistry",
        "Mendelsohn Dental on Royal",
        "Boujee Smile",
        "WHITEOLOGY"
      ],
      "brands_recommended": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental",
        "Stirling Street Dental Clinic",
        "Perth Dental Rooms",
        "Perth City Dental",
        "DB Dental Perth City",
        "Mi Dental",
        "Dental O So Gentle St Georges Terrace",
        "Accent Dental Care",
        "Access Dental Care Perth CBD",
        "West Perth Dental Centre",
        "East Perth Dental Centre",
        "CBD Dental Perth",
        "Sing Sing Dental Clinic",
        "V Dentist",
        "My Implant Dentist Perth CBD",
        "Aria Dental",
        "Above & Beyond Dental",
        "Smile Direct Club",
        "Iconic Dentistry",
        "Advanced Dental Artistry",
        "Mendelsohn Dental on Royal",
        "Boujee Smile",
        "WHITEOLOGY"
      ],
      "brand_order": [
        "Perth Central Dental Centre",
        "LifeCare Dental",
        "Perth Prime Dental",
        "Stirling Street Dental Clinic",
        "Perth Dental Rooms",
        "Perth City Dental",
        "DB Dental Perth City",
        "Mi Dental",
        "Dental O So Gentle St Georges Terrace",
        "Accent Dental Care",
        "Access Dental Care Perth CBD",
        "West Perth Dental Centre",
        "East Perth Dental Centre",
        "CBD Dental Perth",
        "Sing Sing Dental Clinic",
        "V Dentist",
        "My Implant Dentist Perth CBD",
        "Aria Dental",
        "Above & Beyond Dental",
        "Smile Direct Club",
        "Iconic Dentistry",
        "Advanced Dental Artistry",
        "Mendelsohn Dental on Royal",
        "Boujee Smile",
        "WHITEOLOGY"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU1uQmZjR3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxNE5qSTRiURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNU4ydzFNekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oc2EySnpNak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1l6TmZOM1EzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSbWNXczJkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNFluZDZNVEl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhaMGR6aHdPQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVlteGtaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERm1kZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZM1kxOHhlSE0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE1ucDNadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkMk9XWXlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSaWVqRTBlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEY5blltdHdYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1YUTNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoMmNHNXFORGsxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14emNGOXlNbW8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeU4zZGtjamswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoa2NIcHJNalF6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZHpCeU1qWnljQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk56aHhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNelpERnplV2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4bk4yeHNaRFpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGbk9XMHhPVGhpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hoM2RHdDJNM0EYCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-dentist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B5",
      "prompt": "highest rated dental clinic Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-dentist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B5",
      "prompt": "highest rated dental clinic Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.iconicdentistry.com.au/",
        "https://www.waimplants.com.au/patient-reviews",
        "https://www.edentalperth.net.au/what-real-patients-say-our-favourite-edental-perth-reviews-stories/",
        "https://maylandsdentalcentre.com.au/",
        "https://maylandsdentalcentre.com.au/dentist-highgate/",
        "https://bestlocalreviews.com/r/perth-central-dental-centre-perth-wa"
      ],
      "cited_domains": [
        "iconicdentistry.com.au",
        "waimplants.com.au",
        "edentalperth.net.au",
        "maylandsdentalcentre.com.au",
        "bestlocalreviews.com"
      ],
      "source_classes": [
        {
          "domain": "iconicdentistry.com.au",
          "class": "brand-source"
        },
        {
          "domain": "waimplants.com.au",
          "class": "brand-source"
        },
        {
          "domain": "edentalperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "maylandsdentalcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestlocalreviews.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-dentist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B5",
      "prompt": "highest rated dental clinic Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-dentist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B5",
      "prompt": "highest rated dental clinic Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Dental Boutique Perth",
        "Iconic Dentistry",
        "Advanced Dental Artistry",
        "DB Dental Perth City",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Perth Central Dental Centre"
      ],
      "brands_recommended": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Dental Boutique Perth",
        "Iconic Dentistry",
        "Advanced Dental Artistry",
        "DB Dental Perth City",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Perth Central Dental Centre"
      ],
      "brand_order": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Dental Boutique Perth",
        "Iconic Dentistry",
        "Advanced Dental Artistry",
        "DB Dental Perth City",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "Perth Central Dental Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-central-dental-centre-166749113712124?utm_source=chatgpt.com",
        "https://www.dentistryplusreviews.com.au/?utm_source=chatgpt.com",
        "https://biglove.to/dentists/perth/google-reviews-guide?utm_source=chatgpt.com",
        "https://www.firstimpressionsdental.com.au/?utm_source=chatgpt.com",
        "https://wanderlog.com/place/details/10427675/dr-matthew-kinsella?utm_source=chatgpt.com",
        "https://wanderlog.com/place/details/11260225/wembley-family-dental-formerly-am-dental-care?utm_source=chatgpt.com",
        "https://www.chelmsforddental.com.au/?utm_source=chatgpt.com",
        "https://www.publicleads.com/dentists/australia/western-australia/perth?utm_source=chatgpt.com",
        "https://www.perthcitydental.com.au/?utm_source=chatgpt.com",
        "https://www.dentistrynearme.au/dentist-perth/perth-cbd/iconic-dentistry/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-prime-dental-166736724677553?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "reviews.birdeye.com",
        "dentistryplusreviews.com.au",
        "biglove.to",
        "firstimpressionsdental.com.au",
        "wanderlog.com",
        "chelmsforddental.com.au",
        "publicleads.com",
        "perthcitydental.com.au",
        "dentistrynearme.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "dentistryplusreviews.com.au",
          "class": "brand-source"
        },
        {
          "domain": "biglove.to",
          "class": "third-party"
        },
        {
          "domain": "firstimpressionsdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wanderlog.com",
          "class": "third-party"
        },
        {
          "domain": "chelmsforddental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "publicleads.com",
          "class": "third-party"
        },
        {
          "domain": "perthcitydental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dentistrynearme.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-dentist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B5",
      "prompt": "highest rated dental clinic Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Above & Beyond Dental",
        "Accent Dental Care",
        "DB Dental Perth City",
        "East Perth Dental Centre",
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "DentistScout",
        "Perth Central Dental Centre",
        "Dental Boutique Perth",
        "Perth Dental Rooms",
        "South Perth Dental Surgery",
        "Aria Dental",
        "Stirling Street Dental Clinic",
        "Perth City Dental",
        "LifeCare Dental"
      ],
      "brands_recommended": [
        "Above & Beyond Dental",
        "Accent Dental Care",
        "DB Dental Perth City",
        "East Perth Dental Centre",
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "DentistScout",
        "Perth Central Dental Centre",
        "Dental Boutique Perth",
        "Perth Dental Rooms",
        "South Perth Dental Surgery",
        "Aria Dental",
        "Stirling Street Dental Clinic",
        "Perth City Dental",
        "LifeCare Dental"
      ],
      "brand_order": [
        "Above & Beyond Dental",
        "Accent Dental Care",
        "DB Dental Perth City",
        "East Perth Dental Centre",
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "DentistScout",
        "Perth Central Dental Centre",
        "Dental Boutique Perth",
        "Perth Dental Rooms",
        "South Perth Dental Surgery",
        "Aria Dental",
        "Stirling Street Dental Clinic",
        "Perth City Dental",
        "LifeCare Dental"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/dental/perth-wa/?utm_source=chatgpt.com",
        "https://dentistscout.com.au/wa/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "reviews.birdeye.com",
        "dentistscout.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "dentistscout.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-dentist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B5",
      "prompt": "highest rated dental clinic Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Dental Boutique Perth",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "DB Dental Perth City",
        "Iconic Dentistry",
        "12,704 Google reviews across 50 dentists",
        "Perth Central Dental Centre",
        "Highest-rated Perth dental clinics"
      ],
      "brands_recommended": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Dental Boutique Perth",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "DB Dental Perth City",
        "Iconic Dentistry",
        "12,704 Google reviews across 50 dentists",
        "Perth Central Dental Centre",
        "Highest-rated Perth dental clinics"
      ],
      "brand_order": [
        "Perth Prime Dental",
        "West Perth Dental Centre",
        "Dental Boutique Perth",
        "Above & Beyond Dental",
        "Accent Dental Care",
        "DB Dental Perth City",
        "Iconic Dentistry",
        "12,704 Google reviews across 50 dentists",
        "Perth Central Dental Centre",
        "Highest-rated Perth dental clinics"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/dentists/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/dentists/perth-wa/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/dentist?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/reviews/perth-central-dental-centre-perth?utm_source=chatgpt.com",
        "https://www.dentistryplusreviews.com.au/?utm_source=chatgpt.com",
        "https://dentistscout.com.au/wa/perth/?utm_source=chatgpt.com",
        "https://www.firstimpressionsdental.com.au/?utm_source=chatgpt.com",
        "https://biglove.to/dentists/perth/google-reviews-guide?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-prime-dental-166736724677553?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/simply-teeth-perth-dental-clinic-166737598050680?utm_source=chatgpt.com",
        "https://au.dentispot.com/en-au/z/dentists/37831-perth/?utm_source=chatgpt.com",
        "https://docdental.uk/dental-clinics/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "reviews.birdeye.com",
        "wordofmouth.com.au",
        "dentistryplusreviews.com.au",
        "dentistscout.com.au",
        "firstimpressionsdental.com.au",
        "biglove.to",
        "au.dentispot.com",
        "docdental.uk"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "dentistryplusreviews.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dentistscout.com.au",
          "class": "brand-source"
        },
        {
          "domain": "firstimpressionsdental.com.au",
          "class": "brand-source"
        },
        {
          "domain": "biglove.to",
          "class": "third-party"
        },
        {
          "domain": "au.dentispot.com",
          "class": "third-party"
        },
        {
          "domain": "docdental.uk",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-dentist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B5",
      "prompt": "highest rated dental clinic Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Dentists@Burswood",
        "Helena Street Dental Clinic",
        "Perth Central Dental Centre",
        "Dentistry Plus",
        "Claremont Dental Rooms"
      ],
      "brands_recommended": [
        "Dentists@Burswood",
        "Helena Street Dental Clinic",
        "Perth Central Dental Centre",
        "Dentistry Plus",
        "Claremont Dental Rooms"
      ],
      "brand_order": [
        "Dentists@Burswood",
        "Helena Street Dental Clinic",
        "Perth Central Dental Centre",
        "Dentistry Plus",
        "Claremont Dental Rooms"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-dentist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B5",
      "prompt": "highest rated dental clinic Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Helena Street Dental Clinic",
        "Dentists@Burswood",
        "Perth Central Dental Centre",
        "Dentistry Plus",
        "Nicholson Road Dental Centre"
      ],
      "brands_recommended": [
        "Helena Street Dental Clinic",
        "Dentists@Burswood",
        "Perth Central Dental Centre",
        "Dentistry Plus",
        "Nicholson Road Dental Centre"
      ],
      "brand_order": [
        "Helena Street Dental Clinic",
        "Dentists@Burswood",
        "Perth Central Dental Centre",
        "Dentistry Plus",
        "Nicholson Road Dental Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-dentist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "dentist-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-dentist-B5",
      "prompt": "highest rated dental clinic Perth patient reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Dentist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://comparedentists.com.au/best/perth/#:~:text=Which%20is%20the%20best%20dentist%20in%20Perth%3F,practice.%20Runners-up%3A%20Aria%20Dental%20and%20Dental%20Boutique.",
        "https://comparedentists.com.au/best/perth/#:~:text=Perth%20Dental%20Rooms%20(Perth%20Dental%20Rooms%2C%20Perth,patients%20seeking%20braces%2C%20Invisalign%20or%20specialist%20alignment.",
        "https://comparedentists.com.au/best/perth/#:~:text=AHPRA%20Specialist%20West%20Perth.%20Advanced%20Dental%20Artistry,25%20years%20operating%20with%205%2C100%2B%20patients%20treated%3B",
        "https://comparedentists.com.au/best/perth/#:~:text=AHPRA%20Specialist%20West%20Perth.%20Advanced%20Dental%20Artistry,25%20years%20operating%20with%205%2C100%2B%20patients%20treated%3B",
        "https://getbirdeye.com.au/accent-dental-care-176344658547417",
        "https://bestlocalreviews.com/r/perth-central-dental-centre-perth-wa#:~:text=Perth%20Central%20Dental%20Centre.%20Nigel%20S.%20May,the%20appointment%20as%20quickly%20as%20I%20did.",
        "https://comparedentists.com.au/best/perth/#:~:text=Best%20for%3A%20Patients%20seeking%20veneers%2C%20whitening%20or,1300%20467%20112%20Verify%20on%20AHPRA%20%E2%86%97",
        "https://comparedentists.com.au/best/perth/#:~:text=Best%20for%3A%20Patients%20seeking%20veneers%2C%20whitening%20or,1300%20467%20112%20Verify%20on%20AHPRA%20%E2%86%97",
        "https://www.productreview.com.au/c/dental-services/l/western-australia_au"
      ],
      "cited_domains": [
        "comparedentists.com.au",
        "getbirdeye.com.au",
        "bestlocalreviews.com",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "comparedentists.com.au",
          "class": "brand-source"
        },
        {
          "domain": "getbirdeye.com.au",
          "class": "directory"
        },
        {
          "domain": "bestlocalreviews.com",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-dentist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A1",
      "prompt": "best electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Brillare Perth Electricians",
        "Westline Electricians Perth",
        "Mactec Electrical",
        "Hilton Electrical",
        "Web X Electricians Perth",
        "The Electrical Group",
        "Dr Sparky Electrical",
        "Bara Electrical",
        "J & C Electrical Contracting",
        "On Point Electrical Perth",
        "CTH Electrical",
        "Boyan Electrical",
        "Nexus Electrical Co",
        "M Tech Electrical Services",
        "Westaus Electrical Services Pty Ltd",
        "Delavale Electrical Contracting",
        "Metro Electrical",
        "Lawley Electrical Services",
        "AB Electrical & Communications",
        "Back's Electrical",
        "Charged Up Electrical Services Pty Ltd"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Brillare Perth Electricians",
        "Westline Electricians Perth",
        "Mactec Electrical",
        "Hilton Electrical",
        "Web X Electricians Perth",
        "The Electrical Group",
        "Dr Sparky Electrical",
        "Bara Electrical",
        "J & C Electrical Contracting",
        "On Point Electrical Perth",
        "CTH Electrical",
        "Boyan Electrical",
        "Nexus Electrical Co",
        "M Tech Electrical Services",
        "Westaus Electrical Services Pty Ltd",
        "Delavale Electrical Contracting",
        "Metro Electrical",
        "Lawley Electrical Services",
        "AB Electrical & Communications",
        "Back's Electrical",
        "Charged Up Electrical Services Pty Ltd"
      ],
      "brand_order": [
        "Response Electricians",
        "Brillare Perth Electricians",
        "Westline Electricians Perth",
        "Mactec Electrical",
        "Hilton Electrical",
        "Web X Electricians Perth",
        "The Electrical Group",
        "Dr Sparky Electrical",
        "Bara Electrical",
        "J & C Electrical Contracting",
        "On Point Electrical Perth",
        "CTH Electrical",
        "Boyan Electrical",
        "Nexus Electrical Co",
        "M Tech Electrical Services",
        "Westaus Electrical Services Pty Ltd",
        "Delavale Electrical Contracting",
        "Metro Electrical",
        "Lawley Electrical Services",
        "AB Electrical & Communications",
        "Back's Electrical",
        "Charged Up Electrical Services Pty Ltd"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonelectrical.com.au/",
        "https://drsparkyelectrical.com.au/",
        "https://www.wordofmouth.com.au/wa/perth/electrician",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSemREUjZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaeWNYcHlhM0ZxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVHSmtNSFpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmVIQm9jZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkemVUazFiRE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVkyUTJiak01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMk9XdHdNVGswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWJXZGZYekZpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltdGpPSHBmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpHbzJOMnB1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSM2VXeGZOWEUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGQzUnJjWHBpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReWNITTFYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvNU5qSXdlbVExGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWMyUndiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpIUTRZalJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjemRubzNNM1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGEydHplVFpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzNWJHZDBkM1JmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhONk9UQXlOMlowGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad09USmZhMmQyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwck1XdDBaM2h4GAo"
      ],
      "cited_domains": [
        "hiltonelectrical.com.au",
        "drsparkyelectrical.com.au",
        "wordofmouth.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "drsparkyelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-electrician-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A1",
      "prompt": "best electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hilton Electrical",
        "Westline Electricians Perth"
      ],
      "brands_recommended": [
        "Hilton Electrical",
        "Westline Electricians Perth"
      ],
      "brand_order": [
        "Hilton Electrical",
        "Westline Electricians Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonelectrical.com.au/",
        "https://hipages.com.au/find/electricians/wa/perth",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkemVUazFiRE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVHSmtNSFpmGAo"
      ],
      "cited_domains": [
        "hiltonelectrical.com.au",
        "hipages.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-electrician-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A1",
      "prompt": "best electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "The Electrical Group",
        "Dr Sparky Electrical",
        "Brillare Perth Electricians",
        "J & C Electrical Contracting",
        "Nexus Electrical Co",
        "Metro Electrical",
        "CTH Electrical",
        "Bara Electrical",
        "Boyan Electrical",
        "Hilton Electrical",
        "On Point Electrical Perth",
        "M Tech Electrical Services",
        "Streamlined Electrical Services",
        "Westaus Electrical Services Pty Ltd",
        "Mactec Electrical",
        "Lawley Electrical Services"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "The Electrical Group",
        "Dr Sparky Electrical",
        "Brillare Perth Electricians",
        "J & C Electrical Contracting",
        "Nexus Electrical Co",
        "Metro Electrical",
        "CTH Electrical",
        "Bara Electrical",
        "Boyan Electrical",
        "Hilton Electrical",
        "On Point Electrical Perth",
        "M Tech Electrical Services",
        "Streamlined Electrical Services",
        "Westaus Electrical Services Pty Ltd",
        "Mactec Electrical",
        "Lawley Electrical Services"
      ],
      "brand_order": [
        "Response Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "The Electrical Group",
        "Dr Sparky Electrical",
        "Brillare Perth Electricians",
        "J & C Electrical Contracting",
        "Nexus Electrical Co",
        "Metro Electrical",
        "CTH Electrical",
        "Bara Electrical",
        "Boyan Electrical",
        "Hilton Electrical",
        "On Point Electrical Perth",
        "M Tech Electrical Services",
        "Streamlined Electrical Services",
        "Westaus Electrical Services Pty Ltd",
        "Mactec Electrical",
        "Lawley Electrical Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSemREUjZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVkyUTJiak01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVHSmtNSFpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMk9XdHdNVGswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWJXZGZYekZpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaeWNYcHlhM0ZxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpHbzJOMnB1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvNU5qSXdlbVExGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGEydHplVFpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGQzUnJjWHBpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltdGpPSHBmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReWNITTFYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkemVUazFiRE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSM2VXeGZOWEUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWMyUndiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU9YcDZOWGcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpIUTRZalJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmVIQm9jZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzNWJHZDBkM1JmGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-electrician-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A1",
      "prompt": "best electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-electrician-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A1",
      "prompt": "best electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-electrician-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A1",
      "prompt": "best electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-electrician-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A1",
      "prompt": "best electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "Boyan Electrical",
        "On Point Electrical Perth"
      ],
      "brands_recommended": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "Boyan Electrical",
        "On Point Electrical Perth"
      ],
      "brand_order": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "Boyan Electrical",
        "On Point Electrical Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/electricians/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/electrician?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/perth_region?utm_source=chatgpt.com",
        "https://www.trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/electricians/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/electricians?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/metropolitan-electrical-perth?utm_source=chatgpt.com",
        "https://www.service.com.au/find/electrician/perth-wa?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/electricians/fremantle?utm_source=chatgpt.com",
        "https://www.surequote.com.au/electricians/wa/west-perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "hipages.com.au",
        "whotohire.com.au",
        "starworks.com.au",
        "wordofmouth.com.au",
        "trustedtradiehub.com",
        "productreview.com.au",
        "service.com.au",
        "surequote.com.au"
      ],
      "source_classes": [
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "trustedtradiehub.com",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "surequote.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-electrician-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A1",
      "prompt": "best electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "The Electrical Group",
        "On Point Electrical Perth",
        "Web X Electricians Perth",
        "Dr Sparky Electrical",
        "Prime Time Electrical"
      ],
      "brands_recommended": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "The Electrical Group",
        "On Point Electrical Perth",
        "Web X Electricians Perth",
        "Dr Sparky Electrical",
        "Prime Time Electrical"
      ],
      "brand_order": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "The Electrical Group",
        "On Point Electrical Perth",
        "Web X Electricians Perth",
        "Dr Sparky Electrical",
        "Prime Time Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/electricians/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "whotohire.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-electrician-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A1",
      "prompt": "best electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "The Electrical Group",
        "J & C Electrical Contracting",
        "Bara Electrical",
        "AJ Coast Electrical",
        "Web X Electricians Perth",
        "Dr Sparky Electrical",
        "Boyan Electrical",
        "Electrical Bros West Coast",
        "WA electrical licence details"
      ],
      "brands_recommended": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "The Electrical Group",
        "J & C Electrical Contracting",
        "Bara Electrical",
        "AJ Coast Electrical",
        "Web X Electricians Perth",
        "Dr Sparky Electrical",
        "Boyan Electrical",
        "Electrical Bros West Coast",
        "WA electrical licence details"
      ],
      "brand_order": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "The Electrical Group",
        "J & C Electrical Contracting",
        "Bara Electrical",
        "AJ Coast Electrical",
        "Web X Electricians Perth",
        "Dr Sparky Electrical",
        "Boyan Electrical",
        "Electrical Bros West Coast",
        "WA electrical licence details"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-electrician-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A1",
      "prompt": "best electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Offers full-scale residential and commercial services",
        "Covers general electrical installations"
      ],
      "brands_recommended": [
        "Offers full-scale residential and commercial services",
        "Covers general electrical installations"
      ],
      "brand_order": [
        "Offers full-scale residential and commercial services",
        "Covers general electrical installations"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-electrician-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A1",
      "prompt": "best electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-electrician-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A1",
      "prompt": "best electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-electrician-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A2",
      "prompt": "top electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Brillare Perth Electricians",
        "Westline Electricians Perth",
        "Hilton Electrical"
      ],
      "brands_recommended": [
        "Brillare Perth Electricians",
        "Westline Electricians Perth",
        "Hilton Electrical"
      ],
      "brand_order": [
        "Brillare Perth Electricians",
        "Westline Electricians Perth",
        "Hilton Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.brillare.net.au/",
        "https://hipages.com.au/find/electricians/wa/perth",
        "https://www.hiltonelectrical.com.au/",
        "https://www.wordofmouth.com.au/wa/perth/electrician",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaeWNYcHlhM0ZxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVHSmtNSFpmGAo"
      ],
      "cited_domains": [
        "brillare.net.au",
        "hipages.com.au",
        "hiltonelectrical.com.au",
        "wordofmouth.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "brillare.net.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-electrician-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A2",
      "prompt": "top electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "M Tech Electrical Services",
        "CTH Electrical",
        "Nexus Electrical Co",
        "Hilton Electrical",
        "Metro Electrical",
        "Lawley Electrical Services",
        "Dr Sparky Electrical",
        "Charged Up Electrical Services Pty Ltd",
        "J & C Electrical Contracting",
        "Electricians Near You",
        "The Electrical Group",
        "On Point Electrical Perth",
        "Boyan Electrical",
        "Westside Electrical Contracting"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "M Tech Electrical Services",
        "CTH Electrical",
        "Nexus Electrical Co",
        "Hilton Electrical",
        "Metro Electrical",
        "Lawley Electrical Services",
        "Dr Sparky Electrical",
        "Charged Up Electrical Services Pty Ltd",
        "J & C Electrical Contracting",
        "Electricians Near You",
        "The Electrical Group",
        "On Point Electrical Perth",
        "Boyan Electrical",
        "Westside Electrical Contracting"
      ],
      "brand_order": [
        "Response Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "M Tech Electrical Services",
        "CTH Electrical",
        "Nexus Electrical Co",
        "Hilton Electrical",
        "Metro Electrical",
        "Lawley Electrical Services",
        "Dr Sparky Electrical",
        "Charged Up Electrical Services Pty Ltd",
        "J & C Electrical Contracting",
        "Electricians Near You",
        "The Electrical Group",
        "On Point Electrical Perth",
        "Boyan Electrical",
        "Westside Electrical Contracting"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonelectrical.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSemREUjZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVkyUTJiak01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVHSmtNSFpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaeWNYcHlhM0ZxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWMyUndiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGQzUnJjWHBpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvNU5qSXdlbVExGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkemVUazFiRE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGEydHplVFpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzNWJHZDBkM1JmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWJXZGZYekZpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwck1XdDBaM2h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpHbzJOMnB1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1MFpHWTRablJ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMk9XdHdNVGswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSM2VXeGZOWEUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReWNITTFYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwaWJIaGlablp1GAo"
      ],
      "cited_domains": [
        "hiltonelectrical.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-electrician-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A2",
      "prompt": "top electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "The Electrical Group",
        "Dr Sparky Electrical",
        "Brillare Perth Electricians",
        "J & C Electrical Contracting",
        "Metro Electrical",
        "Nexus Electrical Co",
        "Boyan Electrical",
        "CTH Electrical",
        "Bara Electrical",
        "Hilton Electrical",
        "On Point Electrical Perth",
        "M Tech Electrical Services",
        "Streamlined Electrical Services",
        "Westaus Electrical Services Pty Ltd",
        "Lawley Electrical Services",
        "Mactec Electrical"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "The Electrical Group",
        "Dr Sparky Electrical",
        "Brillare Perth Electricians",
        "J & C Electrical Contracting",
        "Metro Electrical",
        "Nexus Electrical Co",
        "Boyan Electrical",
        "CTH Electrical",
        "Bara Electrical",
        "Hilton Electrical",
        "On Point Electrical Perth",
        "M Tech Electrical Services",
        "Streamlined Electrical Services",
        "Westaus Electrical Services Pty Ltd",
        "Lawley Electrical Services",
        "Mactec Electrical"
      ],
      "brand_order": [
        "Response Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "The Electrical Group",
        "Dr Sparky Electrical",
        "Brillare Perth Electricians",
        "J & C Electrical Contracting",
        "Metro Electrical",
        "Nexus Electrical Co",
        "Boyan Electrical",
        "CTH Electrical",
        "Bara Electrical",
        "Hilton Electrical",
        "On Point Electrical Perth",
        "M Tech Electrical Services",
        "Streamlined Electrical Services",
        "Westaus Electrical Services Pty Ltd",
        "Lawley Electrical Services",
        "Mactec Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/electrician",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSemREUjZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVkyUTJiak01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVHSmtNSFpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMk9XdHdNVGswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWJXZGZYekZpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaeWNYcHlhM0ZxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpHbzJOMnB1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGEydHplVFpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvNU5qSXdlbVExGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReWNITTFYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGQzUnJjWHBpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltdGpPSHBmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkemVUazFiRE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSM2VXeGZOWEUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWMyUndiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU9YcDZOWGcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpIUTRZalJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzNWJHZDBkM1JmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmVIQm9jZxgK"
      ],
      "cited_domains": [
        "wordofmouth.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-electrician-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A2",
      "prompt": "top electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-electrician-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A2",
      "prompt": "top electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-electrician-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A2",
      "prompt": "top electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-electrician-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A2",
      "prompt": "top electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Mactec Electrical",
        "Delavale Electrical Contracting",
        "J & C Electrical Contracting",
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Completely Electrical",
        "Response Electricians"
      ],
      "brands_recommended": [
        "Mactec Electrical",
        "Delavale Electrical Contracting",
        "J & C Electrical Contracting",
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Completely Electrical",
        "Response Electricians"
      ],
      "brand_order": [
        "Mactec Electrical",
        "Delavale Electrical Contracting",
        "J & C Electrical Contracting",
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Completely Electrical",
        "Response Electricians"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/perth_region?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/electrician?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/electricians/perth?utm_source=chatgpt.com",
        "https://www.trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/electricians/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/electricians?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/metropolitan-electrical-perth?utm_source=chatgpt.com",
        "https://www.service.com.au/find/electrician/perth-wa?utm_source=chatgpt.com",
        "https://www.surequote.com.au/electricians/wa/west-perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "whotohire.com.au",
        "trustedtradiehub.com",
        "productreview.com.au",
        "service.com.au",
        "surequote.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "trustedtradiehub.com",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "surequote.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-electrician-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A2",
      "prompt": "top electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "Boyan Electrical",
        "On Point Electrical Perth",
        "Web X Electricians Perth",
        "Prime Time Electrical"
      ],
      "brands_recommended": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "Boyan Electrical",
        "On Point Electrical Perth",
        "Web X Electricians Perth",
        "Prime Time Electrical"
      ],
      "brand_order": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "Boyan Electrical",
        "On Point Electrical Perth",
        "Web X Electricians Perth",
        "Prime Time Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/electricians/perth?utm_source=chatgpt.com",
        "https://threebestrated.com.au/electricians-in-perth-wa?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "whotohire.com.au",
        "threebestrated.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-electrician-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A2",
      "prompt": "top electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Westline Electricians Perth",
        "J & C Electrical Contracting",
        "The Electrical Group",
        "Brillare Perth Electricians",
        "Response Electricians",
        "Bara Electrical"
      ],
      "brands_recommended": [
        "Westline Electricians Perth",
        "J & C Electrical Contracting",
        "The Electrical Group",
        "Brillare Perth Electricians",
        "Response Electricians",
        "Bara Electrical"
      ],
      "brand_order": [
        "Westline Electricians Perth",
        "J & C Electrical Contracting",
        "The Electrical Group",
        "Brillare Perth Electricians",
        "Response Electricians",
        "Bara Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/electrician?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/electricians/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/electricians/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/electricians?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/metropolitan-electrical-perth?utm_source=chatgpt.com",
        "https://www.trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://www.service.com.au/find/electrician/perth-wa?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/electricians/fremantle?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/electricians?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "whotohire.com.au",
        "productreview.com.au",
        "trustedtradiehub.com",
        "service.com.au",
        "datagemba.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "trustedtradiehub.com",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-electrician-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A2",
      "prompt": "top electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly Recommended Perth Electricians"
      ],
      "brands_recommended": [
        "Highly Recommended Perth Electricians"
      ],
      "brand_order": [
        "Highly Recommended Perth Electricians"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/electrician#:~:text=%22Very%20professional%20service%20from%20the%20guys%20from,very%20happy%20with%20the%20work%20done%2C%20the",
        "https://www.wordofmouth.com.au/wa/perth/electrician#:~:text=%22%20Get%20quote%20Show%20number.%20*%20Westline,always%20willing%20to%20help%20no%20matter%20the",
        "https://bluecollarbusiness.com.au/best-electricians-perth-cbd/",
        "https://www.sarroselectrical.com.au/#:~:text=Perth's%20Electricians%20%E2%80%93%20Ready%20to%20Help%20You!,chose%20Sarros%20Electrical%20as%20your%20Perth%20electrician.",
        "https://www.sarroselectrical.com.au/#:~:text=Perth's%20Most%20Reliable%20Electrician!%20Not%20only%20have,Electrician.%20*%20Residential%20Electrician.%20*%20Smoke%20Alarms.",
        "https://www.sarroselectrical.com.au/#:~:text=We%20don't%20just%20say%20we're%20committed%20to,*%20Greg%20I.%20Fred%20W.%20Liz%2022%2F04%2F2026.",
        "https://www.sarroselectrical.com.au/#:~:text=*%20FRIENDLY%20%26%20HONEST.%20*%20FULLY%20LICENSED.,SERVICE.%20*%20UPFRONT%20PRICING.%20*%2024%2F7%20SERVICE.",
        "https://hipages.com.au/find/electricians/wa/perth#:~:text=Average%20rating%20of%20Electricians.%205.0based%20on%203%2C016,suburbs%20and%20Southern%20Suburbs%2C%20our%20electricians%20are",
        "https://hipages.com.au/find/electricians/wa/perth#:~:text=Average%20rating%20of%20Electricians.%205.0based%20on%203%2C016,suburbs%20and%20Southern%20Suburbs%2C%20our%20electricians%20are",
        "https://hipages.com.au/find/electricians/wa/perth#:~:text=Average%20rating%20of%20Electricians.%205.0based%20on%203%2C016,suburbs%20and%20Southern%20Suburbs%2C%20our%20electricians%20are",
        "https://www.pwaelectricalservices.com.au/#:~:text=WELCOME%20TO%20PWA%20ELECTRICAL%20SERVICES.%20At%20PWA,OFFER.%20Comprehensive%20Electrical%20Services.%20for%20Perth%20Homes.",
        "https://www.pwaelectricalservices.com.au/#:~:text=They%20responded%20quickly%20and%20addressed%20the%20quote,service%20you%20can%20rely%20on%20every%20time.",
        "https://www.pwaelectricalservices.com.au/#:~:text=We're%20on%20call%20day%20and%20night%20to,We%20are%20here%20when%20you%20need%20us.",
        "https://boyanelectrical.com.au/#:~:text=With%20a%20cherry%20picker%2C%20platform%20lifts%20and,big%20or%20too%20small%20with%20Boyan%20Electrical.",
        "https://boyanelectrical.com.au/#:~:text=24%2F7%20Emergency%20call%20out%20%E2%80%93%2008%209201,faults%20to%20get%20your%20power%20online%20again.",
        "https://boyanelectrical.com.au/#:~:text=Some%20of%20Boyan%20Electricals'%20biggest%20clients%20are,Perth.%20Our%20best%20advertisement%20is%20our%20customers."
      ],
      "cited_domains": [
        "wordofmouth.com.au",
        "bluecollarbusiness.com.au",
        "sarroselectrical.com.au",
        "hipages.com.au",
        "pwaelectricalservices.com.au",
        "boyanelectrical.com.au"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "sarroselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "pwaelectricalservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "boyanelectrical.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-electrician-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A2",
      "prompt": "top electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Boyan Electrical",
        "Sarros Group",
        "PWA Electrical Services"
      ],
      "brands_recommended": [
        "Boyan Electrical",
        "Sarros Group",
        "PWA Electrical Services"
      ],
      "brand_order": [
        "Boyan Electrical",
        "Sarros Group",
        "PWA Electrical Services"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-electrician-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A2",
      "prompt": "top electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Boyan Electrical",
        "Sarros Group",
        "PWA Electrical Services"
      ],
      "brands_recommended": [
        "Boyan Electrical",
        "Sarros Group",
        "PWA Electrical Services"
      ],
      "brand_order": [
        "Boyan Electrical",
        "Sarros Group",
        "PWA Electrical Services"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-electrician-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A3",
      "prompt": "recommended electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "The Electrical Group",
        "Dr Sparky Electrical"
      ],
      "brands_recommended": [
        "The Electrical Group",
        "Dr Sparky Electrical"
      ],
      "brand_order": [
        "The Electrical Group",
        "Dr Sparky Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMk9XdHdNVGswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWJXZGZYekZpGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-electrician-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A3",
      "prompt": "recommended electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "Dr Sparky Electrical",
        "The Electrical Group",
        "Brillare Perth Electricians",
        "J & C Electrical Contracting",
        "Metro Electrical",
        "Nexus Electrical Co",
        "CTH Electrical",
        "Boyan Electrical",
        "Bara Electrical",
        "Hilton Electrical",
        "On Point Electrical Perth",
        "Streamlined Electrical Services",
        "M Tech Electrical Services",
        "Westaus Electrical Services Pty Ltd",
        "Mactec Electrical",
        "Lawley Electrical Services"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "Dr Sparky Electrical",
        "The Electrical Group",
        "Brillare Perth Electricians",
        "J & C Electrical Contracting",
        "Metro Electrical",
        "Nexus Electrical Co",
        "CTH Electrical",
        "Boyan Electrical",
        "Bara Electrical",
        "Hilton Electrical",
        "On Point Electrical Perth",
        "Streamlined Electrical Services",
        "M Tech Electrical Services",
        "Westaus Electrical Services Pty Ltd",
        "Mactec Electrical",
        "Lawley Electrical Services"
      ],
      "brand_order": [
        "Response Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "Dr Sparky Electrical",
        "The Electrical Group",
        "Brillare Perth Electricians",
        "J & C Electrical Contracting",
        "Metro Electrical",
        "Nexus Electrical Co",
        "CTH Electrical",
        "Boyan Electrical",
        "Bara Electrical",
        "Hilton Electrical",
        "On Point Electrical Perth",
        "Streamlined Electrical Services",
        "M Tech Electrical Services",
        "Westaus Electrical Services Pty Ltd",
        "Mactec Electrical",
        "Lawley Electrical Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://m.yelp.com/search?cflt=electricians&find_loc=Perth+Western+Australia",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSemREUjZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVkyUTJiak01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVHSmtNSFpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWJXZGZYekZpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMk9XdHdNVGswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaeWNYcHlhM0ZxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpHbzJOMnB1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGEydHplVFpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvNU5qSXdlbVExGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGQzUnJjWHBpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReWNITTFYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltdGpPSHBmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkemVUazFiRE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSM2VXeGZOWEUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU9YcDZOWGcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWMyUndiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpIUTRZalJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmVIQm9jZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzNWJHZDBkM1JmGAo"
      ],
      "cited_domains": [
        "m.yelp.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "m.yelp.com",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-electrician-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A3",
      "prompt": "recommended electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hilton Electrical"
      ],
      "brands_recommended": [
        "Hilton Electrical"
      ],
      "brand_order": [
        "Hilton Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/hilton-electrical",
        "https://www.wordofmouth.com.au/wa/perth/electrician",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkemVUazFiRE0yGAo"
      ],
      "cited_domains": [
        "productreview.com.au",
        "wordofmouth.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-electrician-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A3",
      "prompt": "recommended electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-electrician-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A3",
      "prompt": "recommended electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-electrician-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A3",
      "prompt": "recommended electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-electrician-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A3",
      "prompt": "recommended electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Brillare Perth Electricians",
        "Westline Electricians Perth",
        "J & C Electrical Contracting",
        "On Point Electrical Perth"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Brillare Perth Electricians",
        "Westline Electricians Perth",
        "J & C Electrical Contracting",
        "On Point Electrical Perth"
      ],
      "brand_order": [
        "Response Electricians",
        "Brillare Perth Electricians",
        "Westline Electricians Perth",
        "J & C Electrical Contracting",
        "On Point Electrical Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://whotohire.com.au/trades/electricians/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/electrician?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/west-perth/electrician?utm_source=chatgpt.com",
        "https://www.trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/west_perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/electricians/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.service.com.au/find/electrician/perth-wa?utm_source=chatgpt.com",
        "https://www.houzz.com.au/professionals/electricians/perth-08-au-probr0-bo~t_11944~r_2063523?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "whotohire.com.au",
        "hipages.com.au",
        "starworks.com.au",
        "wordofmouth.com.au",
        "trustedtradiehub.com",
        "productreview.com.au",
        "service.com.au",
        "houzz.com.au"
      ],
      "source_classes": [
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "trustedtradiehub.com",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "houzz.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-electrician-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A3",
      "prompt": "recommended electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "Boyan Electrical",
        "On Point Electrical Perth",
        "Web X Electricians Perth",
        "Prime Time Electrical",
        "Bonlec Electrical Solutions",
        "Electrical Bros West Coast"
      ],
      "brands_recommended": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "Boyan Electrical",
        "On Point Electrical Perth",
        "Web X Electricians Perth",
        "Prime Time Electrical",
        "Bonlec Electrical Solutions",
        "Electrical Bros West Coast"
      ],
      "brand_order": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "Boyan Electrical",
        "On Point Electrical Perth",
        "Web X Electricians Perth",
        "Prime Time Electrical",
        "Bonlec Electrical Solutions",
        "Electrical Bros West Coast"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/electrician?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://www.trustedtradiehub.com/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "hipages.com.au",
        "trustedtradiehub.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "trustedtradiehub.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-electrician-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A3",
      "prompt": "recommended electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "The Electrical Group",
        "J & C Electrical Contracting",
        "Response Electricians",
        "Web X Electricians Perth",
        "Bara Electrical",
        "Boyan Electrical",
        "AJ Coast Electrical",
        "Prime Time Electrical"
      ],
      "brands_recommended": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "The Electrical Group",
        "J & C Electrical Contracting",
        "Response Electricians",
        "Web X Electricians Perth",
        "Bara Electrical",
        "Boyan Electrical",
        "AJ Coast Electrical",
        "Prime Time Electrical"
      ],
      "brand_order": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "The Electrical Group",
        "J & C Electrical Contracting",
        "Response Electricians",
        "Web X Electricians Perth",
        "Bara Electrical",
        "Boyan Electrical",
        "AJ Coast Electrical",
        "Prime Time Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/electricians/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "whotohire.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-electrician-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A3",
      "prompt": "recommended electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://boyanelectrical.com.au/#:~:text=If%20you're%20looking%20for%20an%20electrician%20near,%E2%AD%90%E2%AD%90%E2%AD%90%E2%AD%90%E2%AD%90%20Tim%20and%20Dave%20are%20both%20exceptional.",
        "https://www.sarroselectrical.com.au/",
        "https://boyanelectrical.com.au/#:~:text=Some%20of%20Boyan%20Electricals'%20biggest%20clients%20are,Perth.%20Our%20best%20advertisement%20is%20our%20customers.",
        "https://boyanelectrical.com.au/#:~:text=Whether%20it%20is%20an%20emergency%20callout%2C%20a,on%20their%20power%20at%20home%20and%20work.",
        "https://www.pwaelectricalservices.com.au/#:~:text=With%20over%2030%20years%20of%20trusted%20experience%2C,emergency%20electrical%20services%20as%20soon%20as%20possible.",
        "https://www.pwaelectricalservices.com.au/#:~:text=Providing%20electrical%20services%20and%20solutions%20to%20homes%2C,and%20were%20competitive%20compared%20with%20other%20quotes."
      ],
      "cited_domains": [
        "boyanelectrical.com.au",
        "sarroselectrical.com.au",
        "pwaelectricalservices.com.au"
      ],
      "source_classes": [
        {
          "domain": "boyanelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sarroselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwaelectricalservices.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-electrician-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A3",
      "prompt": "recommended electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.pwaelectricalservices.com.au/#:~:text=WELCOME%20TO%20PWA%20ELECTRICAL%20SERVICES.%20At%20PWA,OFFER.%20Comprehensive%20Electrical%20Services.%20for%20Perth%20Homes.",
        "https://www.pwaelectricalservices.com.au/#:~:text=With%20over%2030%20years%20of%20trusted%20experience%2C,emergency%20electrical%20services%20as%20soon%20as%20possible.",
        "https://www.pwaelectricalservices.com.au/#:~:text=With%20over%2030%20years%20of%20trusted%20experience%2C,emergency%20electrical%20services%20as%20soon%20as%20possible.",
        "https://boyanelectrical.com.au/#:~:text=With%20a%20cherry%20picker%2C%20platform%20lifts%20and,big%20or%20too%20small%20with%20Boyan%20Electrical.",
        "https://boyanelectrical.com.au/#:~:text=Boyan%20Electrical.%20Contact%20us%20now.%20(08)%209201,the%20job%20done%2C%20on%20time%20every%20time.",
        "https://boyanelectrical.com.au/#:~:text=We%20had%20an%20afterhours%20urgent%20problem%20with,%E2%AD%90%E2%AD%90%E2%AD%90%E2%AD%90%E2%AD%90%20Awesome%20service%20from%20these%20folks%20!",
        "https://au.trustpilot.com/review/electricianinperth.com.au#:~:text=Written%20by%20the%20company.%20Westline%20Electrical%20Services,(08)%209118%203110.%20*%20info%40westlineelectrical.com.au.%20*%20electricianinperth.com.au.",
        "https://au.trustpilot.com/review/electricianinperth.com.au#:~:text=Written%20by%20the%20company.%20Westline%20Electrical%20Services,(08)%209118%203110.%20*%20info%40westlineelectrical.com.au.%20*%20electricianinperth.com.au.",
        "https://www.bark.com/en/au/electricians/western-australia/perth/#:~:text=Janissen%20Electrics%20%E2%80%94%20a%20pleasure%20to%20deal,there%20was%20technician%20working%20in%20the%20area.",
        "https://www.bark.com/en/au/electricians/western-australia/perth/#:~:text=Perth.%20M.%20Mikky%20Monley.%20Highly%20recommend!%20Thankyou,tripping%20during%20the%20thunderstorm%20on%205%20August."
      ],
      "cited_domains": [
        "pwaelectricalservices.com.au",
        "boyanelectrical.com.au",
        "au.trustpilot.com",
        "bark.com"
      ],
      "source_classes": [
        {
          "domain": "pwaelectricalservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "boyanelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "au.trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "bark.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-electrician-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A3",
      "prompt": "recommended electrician Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Boyan Electrical",
        "PWA Electrical Services",
        "Sarros Group",
        "Known for polite customer service",
        "Brillare Perth Electricians"
      ],
      "brands_recommended": [
        "Boyan Electrical",
        "PWA Electrical Services",
        "Sarros Group",
        "Known for polite customer service",
        "Brillare Perth Electricians"
      ],
      "brand_order": [
        "Boyan Electrical",
        "PWA Electrical Services",
        "Sarros Group",
        "Known for polite customer service",
        "Brillare Perth Electricians"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-electrician-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A4",
      "prompt": "who is the best electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "Brillare Perth Electricians",
        "Nexus Electrical Co",
        "CTH Electrical",
        "Metro Electrical",
        "Lawley Electrical Services",
        "Electricians Near You",
        "The Electrical Group",
        "M Tech Electrical Services",
        "Boyan Electrical",
        "Hilton Electrical",
        "Dr Sparky Electrical",
        "Streamlined Electrical Services",
        "Bara Electrical",
        "On Point Electrical Perth",
        "Bonlec Electrical Solutions"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "Brillare Perth Electricians",
        "Nexus Electrical Co",
        "CTH Electrical",
        "Metro Electrical",
        "Lawley Electrical Services",
        "Electricians Near You",
        "The Electrical Group",
        "M Tech Electrical Services",
        "Boyan Electrical",
        "Hilton Electrical",
        "Dr Sparky Electrical",
        "Streamlined Electrical Services",
        "Bara Electrical",
        "On Point Electrical Perth",
        "Bonlec Electrical Solutions"
      ],
      "brand_order": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "Brillare Perth Electricians",
        "Nexus Electrical Co",
        "CTH Electrical",
        "Metro Electrical",
        "Lawley Electrical Services",
        "Electricians Near You",
        "The Electrical Group",
        "M Tech Electrical Services",
        "Boyan Electrical",
        "Hilton Electrical",
        "Dr Sparky Electrical",
        "Streamlined Electrical Services",
        "Bara Electrical",
        "On Point Electrical Perth",
        "Bonlec Electrical Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://hipages.com.au/find/electricians/wa/perth",
        "https://www.hiltonelectrical.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSemREUjZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVHSmtNSFpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVkyUTJiak01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaeWNYcHlhM0ZxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvNU5qSXdlbVExGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGQzUnJjWHBpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGEydHplVFpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzNWJHZDBkM1JmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1MFpHWTRablJ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMk9XdHdNVGswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWMyUndiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReWNITTFYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkemVUazFiRE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWJXZGZYekZpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU9YcDZOWGcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltdGpPSHBmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSM2VXeGZOWEUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoMGF6TTFlbkk1GAo"
      ],
      "cited_domains": [
        "hipages.com.au",
        "hiltonelectrical.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-electrician-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A4",
      "prompt": "who is the best electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "Dr Sparky Electrical",
        "The Electrical Group",
        "J & C Electrical Contracting",
        "Brillare Perth Electricians",
        "Metro Electrical",
        "Nexus Electrical Co",
        "Boyan Electrical",
        "Bara Electrical",
        "CTH Electrical",
        "On Point Electrical Perth",
        "Hilton Electrical",
        "M Tech Electrical Services",
        "Streamlined Electrical Services",
        "Westaus Electrical Services Pty Ltd",
        "Lawley Electrical Services",
        "Delavale Electrical Contracting"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "Dr Sparky Electrical",
        "The Electrical Group",
        "J & C Electrical Contracting",
        "Brillare Perth Electricians",
        "Metro Electrical",
        "Nexus Electrical Co",
        "Boyan Electrical",
        "Bara Electrical",
        "CTH Electrical",
        "On Point Electrical Perth",
        "Hilton Electrical",
        "M Tech Electrical Services",
        "Streamlined Electrical Services",
        "Westaus Electrical Services Pty Ltd",
        "Lawley Electrical Services",
        "Delavale Electrical Contracting"
      ],
      "brand_order": [
        "Response Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "Dr Sparky Electrical",
        "The Electrical Group",
        "J & C Electrical Contracting",
        "Brillare Perth Electricians",
        "Metro Electrical",
        "Nexus Electrical Co",
        "Boyan Electrical",
        "Bara Electrical",
        "CTH Electrical",
        "On Point Electrical Perth",
        "Hilton Electrical",
        "M Tech Electrical Services",
        "Streamlined Electrical Services",
        "Westaus Electrical Services Pty Ltd",
        "Lawley Electrical Services",
        "Delavale Electrical Contracting"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/electrician",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSemREUjZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVkyUTJiak01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVHSmtNSFpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWJXZGZYekZpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMk9XdHdNVGswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpHbzJOMnB1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaeWNYcHlhM0ZxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGEydHplVFpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvNU5qSXdlbVExGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReWNITTFYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltdGpPSHBmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGQzUnJjWHBpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSM2VXeGZOWEUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkemVUazFiRE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWMyUndiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU9YcDZOWGcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpIUTRZalJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzNWJHZDBkM1JmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjemRubzNNM1p3GAo"
      ],
      "cited_domains": [
        "wordofmouth.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-electrician-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A4",
      "prompt": "who is the best electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hilton Electrical",
        "Westline Electrical Services",
        "Brillare Pty Ltd",
        "Pure Electrical & Air",
        "3G Electrical"
      ],
      "brands_recommended": [
        "Hilton Electrical",
        "Westline Electrical Services",
        "Brillare Pty Ltd",
        "Pure Electrical & Air",
        "3G Electrical"
      ],
      "brand_order": [
        "Hilton Electrical",
        "Westline Electrical Services",
        "Brillare Pty Ltd",
        "Pure Electrical & Air",
        "3G Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonelectrical.com.au/",
        "https://hipages.com.au/find/electricians/wa/perth",
        "https://www.productreview.com.au/c/electricians/l/western-australia_au",
        "https://m.yelp.com/search?cflt=electricians&find_loc=Perth+Western+Australia"
      ],
      "cited_domains": [
        "hiltonelectrical.com.au",
        "hipages.com.au",
        "productreview.com.au",
        "m.yelp.com"
      ],
      "source_classes": [
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "m.yelp.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-electrician-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A4",
      "prompt": "who is the best electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Dr Sparky Electrical",
        "Sarros Electrical"
      ],
      "brands_recommended": [
        "Dr Sparky Electrical",
        "Sarros Electrical"
      ],
      "brand_order": [
        "Dr Sparky Electrical",
        "Sarros Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonelectrical.com.au/",
        "https://www.electricalcontractor.com.au/",
        "https://hipages.com.au/find/electricians/wa/perth",
        "https://www.sarroselectrical.com.au/",
        "https://www.jcelectricalcontracting.com.au/",
        "https://drsparkyelectrical.com.au/",
        "https://perthelectricalservices.com.au/"
      ],
      "cited_domains": [
        "hiltonelectrical.com.au",
        "electricalcontractor.com.au",
        "hipages.com.au",
        "sarroselectrical.com.au",
        "jcelectricalcontracting.com.au",
        "drsparkyelectrical.com.au",
        "perthelectricalservices.com.au"
      ],
      "source_classes": [
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "electricalcontractor.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "sarroselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "jcelectricalcontracting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "drsparkyelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthelectricalservices.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-electrician-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A4",
      "prompt": "who is the best electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hilton Electrical"
      ],
      "brands_recommended": [
        "Hilton Electrical"
      ],
      "brand_order": [
        "Hilton Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonelectrical.com.au/",
        "https://www.electricalcontractor.com.au/",
        "https://www.jcelectricalcontracting.com.au/",
        "https://drsparkyelectrical.com.au/"
      ],
      "cited_domains": [
        "hiltonelectrical.com.au",
        "electricalcontractor.com.au",
        "jcelectricalcontracting.com.au",
        "drsparkyelectrical.com.au"
      ],
      "source_classes": [
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "electricalcontractor.com.au",
          "class": "brand-source"
        },
        {
          "domain": "jcelectricalcontracting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "drsparkyelectrical.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-electrician-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A4",
      "prompt": "who is the best electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hilton Electrical",
        "Bara Electrical",
        "Sarros Electrical",
        "J & C Electrical Contracting",
        "Dr Sparky Electrical"
      ],
      "brands_recommended": [
        "Hilton Electrical",
        "Bara Electrical",
        "Sarros Electrical",
        "J & C Electrical Contracting",
        "Dr Sparky Electrical"
      ],
      "brand_order": [
        "Hilton Electrical",
        "Bara Electrical",
        "Sarros Electrical",
        "J & C Electrical Contracting",
        "Dr Sparky Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonelectrical.com.au/",
        "https://www.sarroselectrical.com.au/",
        "https://baraelectrical.com/",
        "https://www.jcelectricalcontracting.com.au/",
        "https://drsparkyelectrical.com.au/"
      ],
      "cited_domains": [
        "hiltonelectrical.com.au",
        "sarroselectrical.com.au",
        "baraelectrical.com",
        "jcelectricalcontracting.com.au",
        "drsparkyelectrical.com.au"
      ],
      "source_classes": [
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sarroselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "baraelectrical.com",
          "class": "brand-source"
        },
        {
          "domain": "jcelectricalcontracting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "drsparkyelectrical.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-electrician-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A4",
      "prompt": "who is the best electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "Boyan Electrical",
        "On Point Electrical Perth"
      ],
      "brands_recommended": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "Boyan Electrical",
        "On Point Electrical Perth"
      ],
      "brand_order": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "Boyan Electrical",
        "On Point Electrical Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/electrician?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/electricians/perth?utm_source=chatgpt.com",
        "https://www.masterelectricians.com.au/excellence-awards-2025-western-australia-winners/?utm_source=chatgpt.com",
        "https://www.masterelectricians.com.au/find-master-electrician/?utm_source=chatgpt.com",
        "https://www.masterelectricians.com.au/2023-excellence-award-winners/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/electricians/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/metropolitan-electrical-perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/electricians?utm_source=chatgpt.com",
        "https://www.service.com.au/find/electrician/perth-wa?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/electricians/joondalup?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/electricians/fremantle?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/electricians/armadale?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/electricians/rockingham?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/rac-auto-services-perth-city-167020109637655?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/electrical-contractors?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "whotohire.com.au",
        "masterelectricians.com.au",
        "productreview.com.au",
        "service.com.au",
        "reviews.birdeye.com",
        "datagemba.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "masterelectricians.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-electrician-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A4",
      "prompt": "who is the best electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Mactec Electrical",
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "The Electrical Group",
        "Response Electricians",
        "Dr Sparky Electrical",
        "Web X Electricians Perth",
        "J & C Electrical Contracting",
        "Bara Electrical",
        "Boyan Electrical",
        "KLUEM Electrical Services",
        "Full Power Electrical Perth",
        "Prime Time Electrical"
      ],
      "brands_recommended": [
        "Mactec Electrical",
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "The Electrical Group",
        "Response Electricians",
        "Dr Sparky Electrical",
        "Web X Electricians Perth",
        "J & C Electrical Contracting",
        "Bara Electrical",
        "Boyan Electrical",
        "KLUEM Electrical Services",
        "Full Power Electrical Perth",
        "Prime Time Electrical"
      ],
      "brand_order": [
        "Mactec Electrical",
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "The Electrical Group",
        "Response Electricians",
        "Dr Sparky Electrical",
        "Web X Electricians Perth",
        "J & C Electrical Contracting",
        "Bara Electrical",
        "Boyan Electrical",
        "KLUEM Electrical Services",
        "Full Power Electrical Perth",
        "Prime Time Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/electricians/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "whotohire.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-electrician-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A4",
      "prompt": "who is the best electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "The Electrical Group",
        "Mactec Electrical"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "The Electrical Group",
        "Mactec Electrical"
      ],
      "brand_order": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "The Electrical Group",
        "Mactec Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/electrician?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/electricians/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/electricians/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/electricians?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/metropolitan-electrical-perth?utm_source=chatgpt.com",
        "https://www.trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://www.service.com.au/find/electrician/perth-wa?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/electricians/fremantle?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/electricians?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "whotohire.com.au",
        "productreview.com.au",
        "trustedtradiehub.com",
        "service.com.au",
        "datagemba.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "trustedtradiehub.com",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-electrician-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A4",
      "prompt": "who is the best electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Sarros Group",
        "Boyan Electrical"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Sarros Group",
        "Boyan Electrical"
      ],
      "brand_order": [
        "Response Electricians",
        "Sarros Group",
        "Boyan Electrical"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-electrician-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A4",
      "prompt": "who is the best electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-electrician-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A4",
      "prompt": "who is the best electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Boyan Electrical",
        "Sarros Group",
        "PWA Electrical Services"
      ],
      "brands_recommended": [
        "Boyan Electrical",
        "Sarros Group",
        "PWA Electrical Services"
      ],
      "brand_order": [
        "Boyan Electrical",
        "Sarros Group",
        "PWA Electrical Services"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-electrician-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A5",
      "prompt": "recommend a good electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Web X Electricians Perth"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Web X Electricians Perth"
      ],
      "brand_order": [
        "Response Electricians",
        "Web X Electricians Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.bark.com/en/au/electricians/western-australia/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSemREUjZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVkyUTJiak01GAo"
      ],
      "cited_domains": [
        "bark.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "bark.com",
          "class": "third-party"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-electrician-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A5",
      "prompt": "recommend a good electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "Metro Electrical",
        "Nexus Electrical Co",
        "Brillare Perth Electricians",
        "The Electrical Group",
        "CTH Electrical",
        "Dr Sparky Electrical",
        "M Tech Electrical Services",
        "Lawley Electrical Services",
        "Westside Electrical Contracting",
        "Electricians Near You",
        "Hilton Electrical",
        "J & C Electrical Contracting",
        "Bara Electrical",
        "Boyan Electrical",
        "Streamlined Electrical Services"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "Metro Electrical",
        "Nexus Electrical Co",
        "Brillare Perth Electricians",
        "The Electrical Group",
        "CTH Electrical",
        "Dr Sparky Electrical",
        "M Tech Electrical Services",
        "Lawley Electrical Services",
        "Westside Electrical Contracting",
        "Electricians Near You",
        "Hilton Electrical",
        "J & C Electrical Contracting",
        "Bara Electrical",
        "Boyan Electrical",
        "Streamlined Electrical Services"
      ],
      "brand_order": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "Metro Electrical",
        "Nexus Electrical Co",
        "Brillare Perth Electricians",
        "The Electrical Group",
        "CTH Electrical",
        "Dr Sparky Electrical",
        "M Tech Electrical Services",
        "Lawley Electrical Services",
        "Westside Electrical Contracting",
        "Electricians Near You",
        "Hilton Electrical",
        "J & C Electrical Contracting",
        "Bara Electrical",
        "Boyan Electrical",
        "Streamlined Electrical Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSemREUjZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVHSmtNSFpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVkyUTJiak01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGEydHplVFpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvNU5qSXdlbVExGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaeWNYcHlhM0ZxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMk9XdHdNVGswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGQzUnJjWHBpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWJXZGZYekZpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWMyUndiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzNWJHZDBkM1JmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwaWJIaGlablp1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1MFpHWTRablJ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkemVUazFiRE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpHbzJOMnB1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltdGpPSHBmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReWNITTFYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNU9YcDZOWGcYCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-electrician-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A5",
      "prompt": "recommend a good electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonelectrical.com.au/",
        "https://hipages.com.au/find/electricians/wa/perth",
        "https://www.productreview.com.au/c/electricians/l/western-australia_au",
        "https://m.yelp.com/search?cflt=electricians&find_loc=Perth+Western+Australia"
      ],
      "cited_domains": [
        "hiltonelectrical.com.au",
        "hipages.com.au",
        "productreview.com.au",
        "m.yelp.com"
      ],
      "source_classes": [
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "m.yelp.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-electrician-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A5",
      "prompt": "recommend a good electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Hilton Electrical",
        "Boyan Electrical",
        "Steven Murphy Electrical Contractors",
        "J & C Electrical Contracting",
        "PWA Electrical Services",
        "Recommended Electricians in Perth"
      ],
      "brands_recommended": [
        "Hilton Electrical",
        "Boyan Electrical",
        "Steven Murphy Electrical Contractors",
        "J & C Electrical Contracting",
        "PWA Electrical Services",
        "Recommended Electricians in Perth"
      ],
      "brand_order": [
        "Hilton Electrical",
        "Boyan Electrical",
        "Steven Murphy Electrical Contractors",
        "J & C Electrical Contracting",
        "PWA Electrical Services",
        "Recommended Electricians in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonelectrical.com.au/",
        "https://boyanelectrical.com.au/",
        "https://www.electricalcontractor.com.au/",
        "https://www.jcelectricalcontracting.com.au/",
        "https://teamsmartfix.com.au/articles/electrician-hourly-rate-in-perth-what-you-should-know/?srsltid=AfmBOoqC2-2-z7ZwOPqloXsCBQslZfHVSE6hNaCzX99ZCJgHL0m-uABn",
        "https://www.pwaelectricalservices.com.au/"
      ],
      "cited_domains": [
        "hiltonelectrical.com.au",
        "boyanelectrical.com.au",
        "electricalcontractor.com.au",
        "jcelectricalcontracting.com.au",
        "teamsmartfix.com.au",
        "pwaelectricalservices.com.au"
      ],
      "source_classes": [
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "boyanelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "electricalcontractor.com.au",
          "class": "brand-source"
        },
        {
          "domain": "jcelectricalcontracting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "teamsmartfix.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwaelectricalservices.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-electrician-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A5",
      "prompt": "recommend a good electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hilton Electrical"
      ],
      "brands_recommended": [
        "Hilton Electrical"
      ],
      "brand_order": [
        "Hilton Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonelectrical.com.au/",
        "https://boyanelectrical.com.au/",
        "https://www.electricalcontractor.com.au/",
        "https://www.jcelectricalcontracting.com.au/",
        "https://teamsmartfix.com.au/articles/electrician-hourly-rate-in-perth-what-you-should-know/?srsltid=AfmBOoo9T0JRMPcg24iaIazEA4i5OLJ1qG4ilb3DXII9zP_HxGqjgBRb"
      ],
      "cited_domains": [
        "hiltonelectrical.com.au",
        "boyanelectrical.com.au",
        "electricalcontractor.com.au",
        "jcelectricalcontracting.com.au",
        "teamsmartfix.com.au"
      ],
      "source_classes": [
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "boyanelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "electricalcontractor.com.au",
          "class": "brand-source"
        },
        {
          "domain": "jcelectricalcontracting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "teamsmartfix.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-electrician-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A5",
      "prompt": "recommend a good electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hilton Electrical"
      ],
      "brands_recommended": [
        "Hilton Electrical"
      ],
      "brand_order": [
        "Hilton Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonelectrical.com.au/",
        "https://www.airtasker.com/au/services/electrician/perth/",
        "https://boyanelectrical.com.au/",
        "https://www.jcelectricalcontracting.com.au/",
        "https://teamsmartfix.com.au/articles/electrician-hourly-rate-in-perth-what-you-should-know/?srsltid=AfmBOopw2oKSCO4ldCVbRkl27pYxZcWlV2iTxM25Lyzl2dHboK2oPUwY"
      ],
      "cited_domains": [
        "hiltonelectrical.com.au",
        "airtasker.com",
        "boyanelectrical.com.au",
        "jcelectricalcontracting.com.au",
        "teamsmartfix.com.au"
      ],
      "source_classes": [
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airtasker.com",
          "class": "directory"
        },
        {
          "domain": "boyanelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "jcelectricalcontracting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "teamsmartfix.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-electrician-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A5",
      "prompt": "recommend a good electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "J & C Electrical Contracting"
      ],
      "brands_recommended": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "J & C Electrical Contracting"
      ],
      "brand_order": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "J & C Electrical Contracting"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/electrician?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/electricians/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/perth_region?utm_source=chatgpt.com",
        "https://www.trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/electricians/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/metropolitan-electrical-perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/electricians?utm_source=chatgpt.com",
        "https://www.service.com.au/find/electrician/perth-wa?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/electricians/fremantle?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "whotohire.com.au",
        "trustedtradiehub.com",
        "productreview.com.au",
        "service.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "trustedtradiehub.com",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-electrician-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A5",
      "prompt": "recommend a good electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "The Electrical Group",
        "J & C Electrical Contracting",
        "Web X Electricians Perth",
        "Dr Sparky Electrical",
        "AJ Coast Electrical",
        "Prime Time Electrical"
      ],
      "brands_recommended": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "The Electrical Group",
        "J & C Electrical Contracting",
        "Web X Electricians Perth",
        "Dr Sparky Electrical",
        "AJ Coast Electrical",
        "Prime Time Electrical"
      ],
      "brand_order": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "The Electrical Group",
        "J & C Electrical Contracting",
        "Web X Electricians Perth",
        "Dr Sparky Electrical",
        "AJ Coast Electrical",
        "Prime Time Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-electrician-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A5",
      "prompt": "recommend a good electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Completely Electrical"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Completely Electrical"
      ],
      "brand_order": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Completely Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/electrician?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/electricians/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/perth_region?utm_source=chatgpt.com",
        "https://www.trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/electricians/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/metropolitan-electrical-perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/electricians?utm_source=chatgpt.com",
        "https://www.service.com.au/find/electrician/perth-wa?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/electricians?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "hipages.com.au",
        "whotohire.com.au",
        "trustedtradiehub.com",
        "productreview.com.au",
        "service.com.au",
        "datagemba.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "trustedtradiehub.com",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-electrician-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A5",
      "prompt": "recommend a good electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "Brillare Perth Electricians"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "Brillare Perth Electricians"
      ],
      "brand_order": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "Brillare Perth Electricians"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-electrician-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A5",
      "prompt": "recommend a good electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "Brillare Perth Electricians"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "Brillare Perth Electricians"
      ],
      "brand_order": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "Brillare Perth Electricians"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-electrician-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-A5",
      "prompt": "recommend a good electrician in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-electrician-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B1",
      "prompt": "emergency electrician Perth after hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "24 Hour Emergency Electricians Perth",
        "Metro Electrical",
        "Electricians Near You",
        "M Tech Electrical Services",
        "Nexus Electrical Co",
        "Westside Electrical Contracting",
        "Lawley Electrical Services",
        "CTH Electrical",
        "Bara Electrical",
        "24 Hour Emergency Electrician",
        "On Point Electrical Perth",
        "Electrical Bros West Coast",
        "Charged Up Electrical Services Pty Ltd",
        "After Hours Electrical",
        "WSE"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "24 Hour Emergency Electricians Perth",
        "Metro Electrical",
        "Electricians Near You",
        "M Tech Electrical Services",
        "Nexus Electrical Co",
        "Westside Electrical Contracting",
        "Lawley Electrical Services",
        "CTH Electrical",
        "Bara Electrical",
        "24 Hour Emergency Electrician",
        "On Point Electrical Perth",
        "Electrical Bros West Coast",
        "Charged Up Electrical Services Pty Ltd",
        "After Hours Electrical",
        "WSE"
      ],
      "brand_order": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "24 Hour Emergency Electricians Perth",
        "Metro Electrical",
        "Electricians Near You",
        "M Tech Electrical Services",
        "Nexus Electrical Co",
        "Westside Electrical Contracting",
        "Lawley Electrical Services",
        "CTH Electrical",
        "Bara Electrical",
        "24 Hour Emergency Electrician",
        "On Point Electrical Perth",
        "Electrical Bros West Coast",
        "Charged Up Electrical Services Pty Ltd",
        "After Hours Electrical",
        "WSE"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSemREUjZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVHSmtNSFpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVkyUTJiak01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb05tMTZjbkpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGEydHplVFpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1MFpHWTRablJ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWMyUndiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvNU5qSXdlbVExGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwaWJIaGlablp1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzNWJHZDBkM1JmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGQzUnJjWHBpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltdGpPSHBmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaM2FHaHpNbUl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSM2VXeGZOWEUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSemFEWm5ZemhyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjeE9IZDJaSGRuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwck1XdDBaM2h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0NE5YRjZYMmhuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWFuSjJlREp0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-electrician-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B1",
      "prompt": "emergency electrician Perth after hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Web X Electricians Perth",
        "Response Electricians",
        "Westline Electricians Perth",
        "Metro Electrical",
        "Dr Sparky Electrical",
        "24 Hour Emergency Electrician",
        "Lawley Electrical Services",
        "Brillare Perth Electricians",
        "Nexus Electrical Co",
        "Wembley Electrics",
        "After Hours Electrical",
        "M Tech Electrical Services",
        "Electrical Bros West Coast",
        "24 Hour Emergency Electricians Perth",
        "WSE",
        "Westside Electrical Contracting",
        "CTH Electrical",
        "Electricians Near You"
      ],
      "brands_recommended": [
        "Web X Electricians Perth",
        "Response Electricians",
        "Westline Electricians Perth",
        "Metro Electrical",
        "Dr Sparky Electrical",
        "24 Hour Emergency Electrician",
        "Lawley Electrical Services",
        "Brillare Perth Electricians",
        "Nexus Electrical Co",
        "Wembley Electrics",
        "After Hours Electrical",
        "M Tech Electrical Services",
        "Electrical Bros West Coast",
        "24 Hour Emergency Electricians Perth",
        "WSE",
        "Westside Electrical Contracting",
        "CTH Electrical",
        "Electricians Near You"
      ],
      "brand_order": [
        "Web X Electricians Perth",
        "Response Electricians",
        "Westline Electricians Perth",
        "Metro Electrical",
        "Dr Sparky Electrical",
        "24 Hour Emergency Electrician",
        "Lawley Electrical Services",
        "Brillare Perth Electricians",
        "Nexus Electrical Co",
        "Wembley Electrics",
        "After Hours Electrical",
        "M Tech Electrical Services",
        "Electrical Bros West Coast",
        "24 Hour Emergency Electricians Perth",
        "WSE",
        "Westside Electrical Contracting",
        "CTH Electrical",
        "Electricians Near You"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVkyUTJiak01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSemREUjZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVHSmtNSFpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGEydHplVFpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWJXZGZYekZpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaM2FHaHpNbUl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzNWJHZDBkM1JmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaeWNYcHlhM0ZxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvNU5qSXdlbVExGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadFp6bHJNbVppGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0NE5YRjZYMmhuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWMyUndiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjeE9IZDJaSGRuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb05tMTZjbkpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWFuSjJlREp0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwaWJIaGlablp1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGQzUnJjWHBpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1MFpHWTRablJ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-electrician-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B1",
      "prompt": "emergency electrician Perth after hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "24 Hour Emergency Electricians Perth",
        "Metro Electrical",
        "M Tech Electrical Services",
        "Electricians Near You",
        "Westside Electrical Contracting",
        "Nexus Electrical Co",
        "Lawley Electrical Services",
        "Brillare Perth Electricians",
        "Bara Electrical",
        "24 Hour Emergency Electrician",
        "On Point Electrical Perth",
        "CTH Electrical",
        "Steven Murphy Electrical",
        "Electrical Bros West Coast",
        "Charged Up Electrical Services Pty Ltd"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "24 Hour Emergency Electricians Perth",
        "Metro Electrical",
        "M Tech Electrical Services",
        "Electricians Near You",
        "Westside Electrical Contracting",
        "Nexus Electrical Co",
        "Lawley Electrical Services",
        "Brillare Perth Electricians",
        "Bara Electrical",
        "24 Hour Emergency Electrician",
        "On Point Electrical Perth",
        "CTH Electrical",
        "Steven Murphy Electrical",
        "Electrical Bros West Coast",
        "Charged Up Electrical Services Pty Ltd"
      ],
      "brand_order": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "24 Hour Emergency Electricians Perth",
        "Metro Electrical",
        "M Tech Electrical Services",
        "Electricians Near You",
        "Westside Electrical Contracting",
        "Nexus Electrical Co",
        "Lawley Electrical Services",
        "Brillare Perth Electricians",
        "Bara Electrical",
        "24 Hour Emergency Electrician",
        "On Point Electrical Perth",
        "CTH Electrical",
        "Steven Murphy Electrical",
        "Electrical Bros West Coast",
        "Charged Up Electrical Services Pty Ltd"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSemREUjZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVHSmtNSFpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVkyUTJiak01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb05tMTZjbkpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGEydHplVFpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWMyUndiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1MFpHWTRablJ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwaWJIaGlablp1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvNU5qSXdlbVExGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzNWJHZDBkM1JmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaeWNYcHlhM0ZxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltdGpPSHBmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaM2FHaHpNbUl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSM2VXeGZOWEUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSemFEWm5ZemhyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGQzUnJjWHBpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0NGNHMDRadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjeE9IZDJaSGRuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwck1XdDBaM2h4GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-electrician-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B1",
      "prompt": "emergency electrician Perth after hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-electrician-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B1",
      "prompt": "emergency electrician Perth after hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Aspire Power Solutions"
      ],
      "brands_recommended": [
        "Aspire Power Solutions"
      ],
      "brand_order": [
        "Aspire Power Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.electricalcontractor.com.au/emergency",
        "https://www.mremergency.com.au/service-areas/wa/electrician-perth/",
        "https://aspirepowersolutions.com.au/emergency-electrician/",
        "https://drsparkyelectrical.com.au/emergency-electrician/"
      ],
      "cited_domains": [
        "electricalcontractor.com.au",
        "mremergency.com.au",
        "aspirepowersolutions.com.au",
        "drsparkyelectrical.com.au"
      ],
      "source_classes": [
        {
          "domain": "electricalcontractor.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mremergency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aspirepowersolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "drsparkyelectrical.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-electrician-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B1",
      "prompt": "emergency electrician Perth after hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Steven Murphy Electrical"
      ],
      "brands_recommended": [
        "Steven Murphy Electrical"
      ],
      "brand_order": [
        "Steven Murphy Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.electricalcontractor.com.au/emergency",
        "https://www.mremergency.com.au/service-areas/wa/electrician-perth/",
        "https://drsparkyelectrical.com.au/emergency-electrician/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVHSmtNSFpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVkyUTJiak01GAo"
      ],
      "cited_domains": [
        "electricalcontractor.com.au",
        "mremergency.com.au",
        "drsparkyelectrical.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "electricalcontractor.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mremergency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "drsparkyelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-electrician-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B1",
      "prompt": "emergency electrician Perth after hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Dr Sparky Electrical",
        "Bara Electrical",
        "Steven Murphy Electrical",
        "Buckley's Electrical"
      ],
      "brands_recommended": [
        "Dr Sparky Electrical",
        "Bara Electrical",
        "Steven Murphy Electrical",
        "Buckley's Electrical"
      ],
      "brand_order": [
        "Dr Sparky Electrical",
        "Bara Electrical",
        "Steven Murphy Electrical",
        "Buckley's Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://drsparkyelectrical.com.au/emergency-electrician/?utm_source=chatgpt.com",
        "https://baraelectrical.com/emergency-electrician/?utm_source=chatgpt.com",
        "https://www.electricalcontractor.com.au/emergency?utm_source=chatgpt.com",
        "https://www.samedaytrades.com.au/perth/electrician/emergency?utm_source=chatgpt.com",
        "https://www.buckleyselectrical.com.au/?utm_source=chatgpt.com",
        "https://www.sparktechelectricalperth.com.au/emergency-electrician?utm_source=chatgpt.com",
        "https://www.pwaelectricalservices.com.au/?utm_source=chatgpt.com",
        "https://www.emergencyelectriciansperth.com.au/?utm_source=chatgpt.com",
        "https://go.buetecelectrical.com.au/?utm_source=chatgpt.com",
        "https://nexuselectricalco.com.au/service/emergency-electrician?utm_source=chatgpt.com",
        "https://perthelectricalservices.com.au/emergency-electrician?utm_source=chatgpt.com",
        "https://www.waelectricians.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "drsparkyelectrical.com.au",
        "baraelectrical.com",
        "electricalcontractor.com.au",
        "samedaytrades.com.au",
        "buckleyselectrical.com.au",
        "sparktechelectricalperth.com.au",
        "pwaelectricalservices.com.au",
        "emergencyelectriciansperth.com.au",
        "go.buetecelectrical.com.au",
        "nexuselectricalco.com.au",
        "perthelectricalservices.com.au",
        "waelectricians.com.au"
      ],
      "source_classes": [
        {
          "domain": "drsparkyelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "baraelectrical.com",
          "class": "brand-source"
        },
        {
          "domain": "electricalcontractor.com.au",
          "class": "brand-source"
        },
        {
          "domain": "samedaytrades.com.au",
          "class": "brand-source"
        },
        {
          "domain": "buckleyselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sparktechelectricalperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwaelectricalservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emergencyelectriciansperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "go.buetecelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nexuselectricalco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthelectricalservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "waelectricians.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-electrician-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B1",
      "prompt": "emergency electrician Perth after hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "24 Hour Emergency Electricians Perth",
        "24 Hour Emergency Electrician",
        "Bara Electrical",
        "Metro Electrical"
      ],
      "brands_recommended": [
        "24 Hour Emergency Electricians Perth",
        "24 Hour Emergency Electrician",
        "Bara Electrical",
        "Metro Electrical"
      ],
      "brand_order": [
        "24 Hour Emergency Electricians Perth",
        "24 Hour Emergency Electrician",
        "Bara Electrical",
        "Metro Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.emergencyelectriciansperth.com.au/?utm_source=chatgpt.com",
        "https://baraelectrical.com/emergency-electrician/?utm_source=chatgpt.com",
        "https://www.samedaytrades.com.au/perth/electrician/emergency?utm_source=chatgpt.com",
        "https://metro-electrical.com.au/electrician-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "emergencyelectriciansperth.com.au",
        "baraelectrical.com",
        "samedaytrades.com.au",
        "metro-electrical.com.au"
      ],
      "source_classes": [
        {
          "domain": "emergencyelectriciansperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "baraelectrical.com",
          "class": "brand-source"
        },
        {
          "domain": "samedaytrades.com.au",
          "class": "brand-source"
        },
        {
          "domain": "metro-electrical.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-electrician-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B1",
      "prompt": "emergency electrician Perth after hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "24 Hour Emergency Electricians Perth",
        "Dr Sparky Electrical",
        "Bara Electrical",
        "Mr Emergency"
      ],
      "brands_recommended": [
        "24 Hour Emergency Electricians Perth",
        "Dr Sparky Electrical",
        "Bara Electrical",
        "Mr Emergency"
      ],
      "brand_order": [
        "24 Hour Emergency Electricians Perth",
        "Dr Sparky Electrical",
        "Bara Electrical",
        "Mr Emergency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.emergencyelectriciansperth.com.au/?utm_source=chatgpt.com",
        "https://drsparkyelectrical.com.au/emergency-electrician/?utm_source=chatgpt.com",
        "https://baraelectrical.com/emergency-electrician/?utm_source=chatgpt.com",
        "https://www.samedaytrades.com.au/perth/electrician/emergency?utm_source=chatgpt.com",
        "https://www.mremergency.com.au/service-areas/wa/electrician-perth/?utm_source=chatgpt.com",
        "https://www.sparktechelectricalperth.com.au/emergency-electrician?utm_source=chatgpt.com",
        "https://nexuselectricalco.com.au/service/emergency-electrician?utm_source=chatgpt.com",
        "https://go.buetecelectrical.com.au/?utm_source=chatgpt.com",
        "https://streamlined.net.au/?utm_source=chatgpt.com",
        "https://www.pwaelectricalservices.com.au/?utm_source=chatgpt.com",
        "https://www.electricalcontractor.com.au/emergency?utm_source=chatgpt.com",
        "https://perthelectricalservices.com.au/emergency-electrician?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "emergencyelectriciansperth.com.au",
        "drsparkyelectrical.com.au",
        "baraelectrical.com",
        "samedaytrades.com.au",
        "mremergency.com.au",
        "sparktechelectricalperth.com.au",
        "nexuselectricalco.com.au",
        "go.buetecelectrical.com.au",
        "streamlined.net.au",
        "pwaelectricalservices.com.au",
        "electricalcontractor.com.au",
        "perthelectricalservices.com.au"
      ],
      "source_classes": [
        {
          "domain": "emergencyelectriciansperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "drsparkyelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "baraelectrical.com",
          "class": "brand-source"
        },
        {
          "domain": "samedaytrades.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mremergency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sparktechelectricalperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nexuselectricalco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "go.buetecelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "streamlined.net.au",
          "class": "brand-source"
        },
        {
          "domain": "pwaelectricalservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "electricalcontractor.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthelectricalservices.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-electrician-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B1",
      "prompt": "emergency electrician Perth after hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-electrician-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B1",
      "prompt": "emergency electrician Perth after hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "Dr Sparky Electrical"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "Dr Sparky Electrical"
      ],
      "brand_order": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth",
        "Dr Sparky Electrical"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-electrician-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B1",
      "prompt": "emergency electrician Perth after hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth"
      ],
      "brand_order": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Web X Electricians Perth"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-electrician-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B2",
      "prompt": "best electrician in Perth for switchboard upgrade",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Local Perth Electrician",
        "Prolecko Electrical Services",
        "Legal Compliance"
      ],
      "brands_recommended": [
        "Local Perth Electrician",
        "Prolecko Electrical Services",
        "Legal Compliance"
      ],
      "brand_order": [
        "Local Perth Electrician",
        "Prolecko Electrical Services",
        "Legal Compliance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://localperthelectrician.com.au/services/switchboard-upgrades/",
        "https://www.prolecko.com.au/switchboard-upgrades/"
      ],
      "cited_domains": [
        "localperthelectrician.com.au",
        "prolecko.com.au"
      ],
      "source_classes": [
        {
          "domain": "localperthelectrician.com.au",
          "class": "brand-source"
        },
        {
          "domain": "prolecko.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-electrician-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B2",
      "prompt": "best electrician in Perth for switchboard upgrade",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Switchboard Upgrade Kit (Suits standard 480mm wide Boards)",
        "Web X Electricians Perth",
        "Smartfix Electrician Perth"
      ],
      "brands_recommended": [
        "Switchboard Upgrade Kit (Suits standard 480mm wide Boards)",
        "Web X Electricians Perth",
        "Smartfix Electrician Perth"
      ],
      "brand_order": [
        "Switchboard Upgrade Kit (Suits standard 480mm wide Boards)",
        "Web X Electricians Perth",
        "Smartfix Electrician Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://localperthelectrician.com.au/services/switchboard-upgrades/",
        "https://www.westsideelectrical.com.au/service/meterbox-upgrade/",
        "https://localperthelectrician.com.au/",
        "https://teamsmartfix.com.au/services/electrical/emergency-electrical/?srsltid=AfmBOorvQwiAwJ6Qgk0RrbcRWevPrMLwcGMWt2NSlrOeZrZZi-0vAew8",
        "https://www.jimselectrical.com.au/jims-electrical-blog.cfm/article=197/articles/Switchboard-Upgrade-Perth",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:3314674674166960645&ibp=oshop"
      ],
      "cited_domains": [
        "localperthelectrician.com.au",
        "westsideelectrical.com.au",
        "teamsmartfix.com.au",
        "jimselectrical.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "localperthelectrician.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westsideelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "teamsmartfix.com.au",
          "class": "brand-source"
        },
        {
          "domain": "jimselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-electrician-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B2",
      "prompt": "best electrician in Perth for switchboard upgrade",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Certificate of Electrical Compliance"
      ],
      "brands_recommended": [
        "Certificate of Electrical Compliance"
      ],
      "brand_order": [
        "Certificate of Electrical Compliance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://responseelectricianperth.com.au/switchboard-upgrades-perth/",
        "https://www.sarroselectrical.com.au/switchboard-upgrade-perth/",
        "https://perthswitchboardexperts.com.au/",
        "https://www.perthelectrical.net.au/switchboard-replacement-and-upgrades-in-perth",
        "https://www.wordofmouth.com.au/wa/perth/electrician"
      ],
      "cited_domains": [
        "responseelectricianperth.com.au",
        "sarroselectrical.com.au",
        "perthswitchboardexperts.com.au",
        "perthelectrical.net.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "responseelectricianperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sarroselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthswitchboardexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthelectrical.net.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-electrician-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B2",
      "prompt": "best electrician in Perth for switchboard upgrade",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-electrician-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B2",
      "prompt": "best electrician in Perth for switchboard upgrade",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://localperthelectrician.com.au/services/switchboard-upgrades/",
        "https://www.westsideelectrical.com.au/service/meterbox-upgrade/",
        "https://metro-electrical.com.au/benefits-of-upgrading-your-switch-board/",
        "https://www.sarroselectrical.com.au/switchboard-upgrade-perth/",
        "https://www.gaperry.com.au/home/electrician-perth/switchboard-upgrades-perth/",
        "https://www.brillare.net.au/electrical-services/residential-electricians/switchboard-upgrade/"
      ],
      "cited_domains": [
        "localperthelectrician.com.au",
        "westsideelectrical.com.au",
        "metro-electrical.com.au",
        "sarroselectrical.com.au",
        "gaperry.com.au",
        "brillare.net.au"
      ],
      "source_classes": [
        {
          "domain": "localperthelectrician.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westsideelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "metro-electrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sarroselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gaperry.com.au",
          "class": "brand-source"
        },
        {
          "domain": "brillare.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-electrician-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B2",
      "prompt": "best electrician in Perth for switchboard upgrade",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "GA Perry",
        "Westside Electrical",
        "Popular Perth Switchboard Electricians"
      ],
      "brands_recommended": [
        "GA Perry",
        "Westside Electrical",
        "Popular Perth Switchboard Electricians"
      ],
      "brand_order": [
        "GA Perry",
        "Westside Electrical",
        "Popular Perth Switchboard Electricians"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://localperthelectrician.com.au/services/switchboard-upgrades/",
        "https://www.westsideelectrical.com.au/service/meterbox-upgrade/",
        "https://metro-electrical.com.au/benefits-of-upgrading-your-switch-board/",
        "https://www.gaperry.com.au/electrician-perth/switchboard-upgrades-perth/",
        "https://www.brillare.net.au/electrical-services/residential-electricians/switchboard-upgrade/"
      ],
      "cited_domains": [
        "localperthelectrician.com.au",
        "westsideelectrical.com.au",
        "metro-electrical.com.au",
        "gaperry.com.au",
        "brillare.net.au"
      ],
      "source_classes": [
        {
          "domain": "localperthelectrician.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westsideelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "metro-electrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gaperry.com.au",
          "class": "brand-source"
        },
        {
          "domain": "brillare.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-electrician-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B2",
      "prompt": "best electrician in Perth for switchboard upgrade",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Nexus Electrical Co",
        "Perth Switchboards",
        "WestGrid Electrical"
      ],
      "brands_recommended": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Nexus Electrical Co",
        "Perth Switchboards",
        "WestGrid Electrical"
      ],
      "brand_order": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Nexus Electrical Co",
        "Perth Switchboards",
        "WestGrid Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/reviews/westline-electricians-perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/reviews/brillare-perth-electrician?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/reviews/nexus-electrical-co-balcatta?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/connect/rfelec?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/mount_pleasant?utm_source=chatgpt.com",
        "https://hipages.com.au/connect/leoelectricalptyltd?utm_source=chatgpt.com",
        "https://hipages.com.au/find/247_emergency_electricians/wa/claremont?utm_source=chatgpt.com",
        "https://hipages.com.au/find/247_emergency_electricians/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/claremont?utm_source=chatgpt.com",
        "https://hipages.com.au/connect/andrewselectricalsystems?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/electrician?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wordofmouth.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-electrician-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B2",
      "prompt": "best electrician in Perth for switchboard upgrade",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Switchboards",
        "Response Electricians",
        "Charged Up Electrical Services Pty Ltd",
        "Brillare Perth Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "Full Power Electrical Perth",
        "Bonlec Electrical Solutions",
        "Perth Wired Electrical & Communications",
        "Kable Electrical Services",
        "MSP Electrical"
      ],
      "brands_recommended": [
        "Perth Switchboards",
        "Response Electricians",
        "Charged Up Electrical Services Pty Ltd",
        "Brillare Perth Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "Full Power Electrical Perth",
        "Bonlec Electrical Solutions",
        "Perth Wired Electrical & Communications",
        "Kable Electrical Services",
        "MSP Electrical"
      ],
      "brand_order": [
        "Perth Switchboards",
        "Response Electricians",
        "Charged Up Electrical Services Pty Ltd",
        "Brillare Perth Electricians",
        "Web X Electricians Perth",
        "Westline Electricians Perth",
        "Full Power Electrical Perth",
        "Bonlec Electrical Solutions",
        "Perth Wired Electrical & Communications",
        "Kable Electrical Services",
        "MSP Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthswitchboards.com.au/?utm_source=chatgpt.com",
        "https://www.supertrades.com.au/switchboard-upgrade/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthswitchboards.com.au",
        "supertrades.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthswitchboards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "supertrades.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-electrician-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B2",
      "prompt": "best electrician in Perth for switchboard upgrade",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Brillare Perth Electricians",
        "Bonlec Electrical Solutions",
        "Perth Switchboards"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Brillare Perth Electricians",
        "Bonlec Electrical Solutions",
        "Perth Switchboards"
      ],
      "brand_order": [
        "Response Electricians",
        "Brillare Perth Electricians",
        "Bonlec Electrical Solutions",
        "Perth Switchboards"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.supertrades.com.au/switchboard-upgrade/perth?utm_source=chatgpt.com",
        "https://www.service.com.au/find/electrical-switch-board-upgrades/perth-wa?utm_source=chatgpt.com",
        "https://www.service.com.au/find/electrical-switch-board-upgrades/west-perth-wa?page=1&utm_source=chatgpt.com",
        "https://sparktechelectricalperth.com.au/switchboard-upgrades?utm_source=chatgpt.com",
        "https://www.tradeheroes.com.au/directory/electricians/switchboard-upgrades-%26-repairs/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://www.perthswitchboards.com.au/?utm_source=chatgpt.com",
        "https://responseelectricianperth.com.au/switchboard-upgrades-perth/?utm_source=chatgpt.com",
        "https://www.delavaleelectrical.com.au/residential/switchboard-upgrades-perth/?utm_source=chatgpt.com",
        "https://www.prolecko.com.au/switchboard-upgrades/?utm_source=chatgpt.com",
        "https://joaelectrical.com/services/switchboard-upgrades/?utm_source=chatgpt.com",
        "https://www.sarroselectrical.com.au/switchboard-upgrade-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "supertrades.com.au",
        "service.com.au",
        "sparktechelectricalperth.com.au",
        "tradeheroes.com.au",
        "hipages.com.au",
        "perthswitchboards.com.au",
        "responseelectricianperth.com.au",
        "delavaleelectrical.com.au",
        "prolecko.com.au",
        "joaelectrical.com",
        "sarroselectrical.com.au"
      ],
      "source_classes": [
        {
          "domain": "supertrades.com.au",
          "class": "brand-source"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sparktechelectricalperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tradeheroes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "perthswitchboards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "responseelectricianperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "delavaleelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "prolecko.com.au",
          "class": "brand-source"
        },
        {
          "domain": "joaelectrical.com",
          "class": "third-party"
        },
        {
          "domain": "sarroselectrical.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-electrician-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B2",
      "prompt": "best electrician in Perth for switchboard upgrade",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Sarros Group",
        "Dynamic Group Electrical Air & Data",
        "Westline Electricians Perth",
        "Response Electricians"
      ],
      "brands_recommended": [
        "Sarros Group",
        "Dynamic Group Electrical Air & Data",
        "Westline Electricians Perth",
        "Response Electricians"
      ],
      "brand_order": [
        "Sarros Group",
        "Dynamic Group Electrical Air & Data",
        "Westline Electricians Perth",
        "Response Electricians"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-electrician-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B2",
      "prompt": "best electrician in Perth for switchboard upgrade",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Sarros Group",
        "Westline Electricians Perth",
        "Response Electricians"
      ],
      "brands_recommended": [
        "Sarros Group",
        "Westline Electricians Perth",
        "Response Electricians"
      ],
      "brand_order": [
        "Sarros Group",
        "Westline Electricians Perth",
        "Response Electricians"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-electrician-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B2",
      "prompt": "best electrician in Perth for switchboard upgrade",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Sarros Group",
        "Westside Electrical Contracting"
      ],
      "brands_recommended": [
        "Sarros Group",
        "Westside Electrical Contracting"
      ],
      "brand_order": [
        "Sarros Group",
        "Westside Electrical Contracting"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-electrician-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B3",
      "prompt": "licensed and insured electrician Perth recommendations",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Brillare Perth Electricians"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Brillare Perth Electricians"
      ],
      "brand_order": [
        "Response Electricians",
        "Brillare Perth Electricians"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://m.yelp.com/search?cflt=electricians&find_loc=Perth+Western+Australia",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSemREUjZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaeWNYcHlhM0ZxGAo"
      ],
      "cited_domains": [
        "m.yelp.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "m.yelp.com",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-electrician-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B3",
      "prompt": "licensed and insured electrician Perth recommendations",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "PWA Electrical Services",
        "Brillare Perth Electricians"
      ],
      "brands_recommended": [
        "PWA Electrical Services",
        "Brillare Perth Electricians"
      ],
      "brand_order": [
        "PWA Electrical Services",
        "Brillare Perth Electricians"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://advancedelectricalperth.com.au/electrical-compliance-safety-checks-in-perth/",
        "https://hipages.com.au/find/electricians/wa/perth",
        "https://www.pwaelectricalservices.com.au/",
        "https://www.brillare.net.au/electrical-services/commercial-electricians/compliance-safety-checks/"
      ],
      "cited_domains": [
        "advancedelectricalperth.com.au",
        "hipages.com.au",
        "pwaelectricalservices.com.au",
        "brillare.net.au"
      ],
      "source_classes": [
        {
          "domain": "advancedelectricalperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "pwaelectricalservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "brillare.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-electrician-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B3",
      "prompt": "licensed and insured electrician Perth recommendations",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "CTH Electrical",
        "Nexus Electrical Co",
        "Hilton Electrical",
        "Metro Electrical",
        "Lawley Electrical Services",
        "Dr Sparky Electrical",
        "Charged Up Electrical Services Pty Ltd",
        "J & C Electrical Contracting",
        "Electricians Near You",
        "The Electrical Group",
        "Westside Electrical Contracting",
        "Boyan Electrical",
        "On Point Electrical Perth"
      ],
      "brands_recommended": [
        "CTH Electrical",
        "Nexus Electrical Co",
        "Hilton Electrical",
        "Metro Electrical",
        "Lawley Electrical Services",
        "Dr Sparky Electrical",
        "Charged Up Electrical Services Pty Ltd",
        "J & C Electrical Contracting",
        "Electricians Near You",
        "The Electrical Group",
        "Westside Electrical Contracting",
        "Boyan Electrical",
        "On Point Electrical Perth"
      ],
      "brand_order": [
        "CTH Electrical",
        "Nexus Electrical Co",
        "Hilton Electrical",
        "Metro Electrical",
        "Lawley Electrical Services",
        "Dr Sparky Electrical",
        "Charged Up Electrical Services Pty Ltd",
        "J & C Electrical Contracting",
        "Electricians Near You",
        "The Electrical Group",
        "Westside Electrical Contracting",
        "Boyan Electrical",
        "On Point Electrical Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonelectrical.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSemREUjZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVHSmtNSFpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcVkyUTJiak01GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaeWNYcHlhM0ZxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWMyUndiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGQzUnJjWHBpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvNU5qSXdlbVExGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkemVUazFiRE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGEydHplVFpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzNWJHZDBkM1JmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWJXZGZYekZpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwck1XdDBaM2h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpHbzJOMnB1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdWNUaDVNMko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1MFpHWTRablJ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMk9XdHdNVGswGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwaWJIaGlablp1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReWNITTFYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSM2VXeGZOWEUwGAo"
      ],
      "cited_domains": [
        "hiltonelectrical.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-electrician-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B3",
      "prompt": "licensed and insured electrician Perth recommendations",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.brillare.net.au/what-to-look-for-in-an-electrician-perth/",
        "https://www.electricianinperth.com.au/",
        "https://phaseproelectricalwa.com.au/electrician-perth-trusted-local-electrician-near-me/",
        "https://www.pwaelectricalservices.com.au/",
        "https://alwayselectrical.com.au/home-business-electrician-guide/",
        "https://www.samedaytrades.com.au/perth/electrician"
      ],
      "cited_domains": [
        "brillare.net.au",
        "electricianinperth.com.au",
        "phaseproelectricalwa.com.au",
        "pwaelectricalservices.com.au",
        "alwayselectrical.com.au",
        "samedaytrades.com.au"
      ],
      "source_classes": [
        {
          "domain": "brillare.net.au",
          "class": "brand-source"
        },
        {
          "domain": "electricianinperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "phaseproelectricalwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwaelectricalservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "alwayselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "samedaytrades.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-electrician-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B3",
      "prompt": "licensed and insured electrician Perth recommendations",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Westline Electricians Perth",
        "Recommended Perth electricians"
      ],
      "brands_recommended": [
        "Westline Electricians Perth",
        "Recommended Perth electricians"
      ],
      "brand_order": [
        "Westline Electricians Perth",
        "Recommended Perth electricians"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.brillare.net.au/what-to-look-for-in-an-electrician-perth/",
        "https://www.electricianinperth.com.au/",
        "https://www.pwaelectricalservices.com.au/",
        "https://alwayselectrical.com.au/electrical-services-guide/",
        "https://www.jimselectrical.com.au/electrician-perth-jims-electrical.cfm/electrician/perth",
        "https://www.jimselectrical.com.au/electrician-east-perth-jims-electrical.cfm"
      ],
      "cited_domains": [
        "brillare.net.au",
        "electricianinperth.com.au",
        "pwaelectricalservices.com.au",
        "alwayselectrical.com.au",
        "jimselectrical.com.au"
      ],
      "source_classes": [
        {
          "domain": "brillare.net.au",
          "class": "brand-source"
        },
        {
          "domain": "electricianinperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwaelectricalservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "alwayselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "jimselectrical.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-electrician-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B3",
      "prompt": "licensed and insured electrician Perth recommendations",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-electrician-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B3",
      "prompt": "licensed and insured electrician Perth recommendations",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Building and Energy licence search",
        "Nexus Electrical Co",
        "Switched On Electrical",
        "Ridley Electrical Services",
        "Recommended Perth electricians"
      ],
      "brands_recommended": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Building and Energy licence search",
        "Nexus Electrical Co",
        "Switched On Electrical",
        "Ridley Electrical Services",
        "Recommended Perth electricians"
      ],
      "brand_order": [
        "Response Electricians",
        "Westline Electricians Perth",
        "Building and Energy licence search",
        "Nexus Electrical Co",
        "Switched On Electrical",
        "Ridley Electrical Services",
        "Recommended Perth electricians"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://nexuselectricalco.com.au/?utm_source=chatgpt.com",
        "https://www.ineffect.net.au/?utm_source=chatgpt.com",
        "https://www.waelectricians.com.au/about?utm_source=chatgpt.com",
        "https://www.ridleyelectricalservices.com/?utm_source=chatgpt.com",
        "https://www.wa.gov.au/government/multi-step-guides/electrical-contractor-licensing/apply-electrical-contractors-licence?utm_source=chatgpt.com",
        "https://www.wa.gov.au/organisation/building-and-energy/building-and-energy-licence-and-registration-search?utm_source=chatgpt.com",
        "https://www.wa.gov.au/government/multi-step-guides/electrical-safety-home/having-electrical-work-done?utm_source=chatgpt.com",
        "https://www.wa.gov.au/organisation/service-delivery/electrical-licensing?utm_source=chatgpt.com",
        "https://www.wa.gov.au/organisation/building-and-energy/building-and-energy-licence-and-registration-search?utm_source=chatgpt.com",
        "https://ablis.business.gov.au/service/western-australia/electrical-contractors-licence/17089?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/perth_region?utm_source=chatgpt.com",
        "https://www.consumerprotection.wa.gov.au/consumer-protection-licence-and-registration-search?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "nexuselectricalco.com.au",
        "ineffect.net.au",
        "waelectricians.com.au",
        "ridleyelectricalservices.com",
        "wa.gov.au",
        "ablis.business.gov.au",
        "hipages.com.au",
        "consumerprotection.wa.gov.au"
      ],
      "source_classes": [
        {
          "domain": "nexuselectricalco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ineffect.net.au",
          "class": "brand-source"
        },
        {
          "domain": "waelectricians.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ridleyelectricalservices.com",
          "class": "third-party"
        },
        {
          "domain": "wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "ablis.business.gov.au",
          "class": "third-party"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "consumerprotection.wa.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-electrician-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B3",
      "prompt": "licensed and insured electrician Perth recommendations",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Westline Electricians Perth",
        "Mactec Electrical",
        "Brillare Perth Electricians",
        "Response Electricians",
        "The Electrical Group",
        "Perth Electrical Services",
        "Web X Electricians Perth",
        "Dr Sparky Electrical",
        "Prime Time Electrical",
        "J & C Electrical Contracting",
        "Boyan Electrical",
        "Bara Electrical",
        "Electrical Bros West Coast",
        "Nexus Electrical Co"
      ],
      "brands_recommended": [
        "Westline Electricians Perth",
        "Mactec Electrical",
        "Brillare Perth Electricians",
        "Response Electricians",
        "The Electrical Group",
        "Perth Electrical Services",
        "Web X Electricians Perth",
        "Dr Sparky Electrical",
        "Prime Time Electrical",
        "J & C Electrical Contracting",
        "Boyan Electrical",
        "Bara Electrical",
        "Electrical Bros West Coast",
        "Nexus Electrical Co"
      ],
      "brand_order": [
        "Westline Electricians Perth",
        "Mactec Electrical",
        "Brillare Perth Electricians",
        "Response Electricians",
        "The Electrical Group",
        "Perth Electrical Services",
        "Web X Electricians Perth",
        "Dr Sparky Electrical",
        "Prime Time Electrical",
        "J & C Electrical Contracting",
        "Boyan Electrical",
        "Bara Electrical",
        "Electrical Bros West Coast",
        "Nexus Electrical Co"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://www.trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://nexuselectricalco.com.au/?utm_source=chatgpt.com",
        "https://perthelectricalservices.com.au/?utm_source=chatgpt.com",
        "https://www.wa.gov.au/organisation/service-delivery/electrical-licensing?utm_source=chatgpt.com",
        "https://www.wa.gov.au/service/business-support/professional-accreditation/find-licensed-electrician-gas-fitter-or-plumber?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "hipages.com.au",
        "starworks.com.au",
        "trustedtradiehub.com",
        "nexuselectricalco.com.au",
        "perthelectricalservices.com.au",
        "wa.gov.au"
      ],
      "source_classes": [
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "trustedtradiehub.com",
          "class": "directory"
        },
        {
          "domain": "nexuselectricalco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthelectricalservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wa.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-electrician-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B3",
      "prompt": "licensed and insured electrician Perth recommendations",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "The Electrical Group",
        "J & C Electrical Contracting",
        "Nexus Electrical Co"
      ],
      "brands_recommended": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "The Electrical Group",
        "J & C Electrical Contracting",
        "Nexus Electrical Co"
      ],
      "brand_order": [
        "Westline Electricians Perth",
        "Brillare Perth Electricians",
        "Response Electricians",
        "The Electrical Group",
        "J & C Electrical Contracting",
        "Nexus Electrical Co"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wa.gov.au/organisation/service-delivery/electrical-licensing?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/electricians/perth_region?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/electricians/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/electricians/perth?utm_source=chatgpt.com",
        "https://nexuselectricalco.com.au/?utm_source=chatgpt.com",
        "https://www.wa.gov.au/organisation/building-and-energy/building-and-energy-licence-and-registration-search?utm_source=chatgpt.com",
        "https://www.wa.gov.au/government/multi-step-guides/electrical-safety-home/having-electrical-work-done?utm_source=chatgpt.com",
        "https://www.wa.gov.au/government/multi-step-guides/electrical-contractor-licensing/apply-electrical-contractors-licence?utm_source=chatgpt.com",
        "https://www.wa.gov.au/service/business-support/professional-accreditation/find-licensed-electrician-gas-fitter-or-plumber?utm_source=chatgpt.com",
        "https://www.trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/electrician?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wa.gov.au",
        "hipages.com.au",
        "whotohire.com.au",
        "starworks.com.au",
        "nexuselectricalco.com.au",
        "trustedtradiehub.com",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "nexuselectricalco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trustedtradiehub.com",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-electrician-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B3",
      "prompt": "licensed and insured electrician Perth recommendations",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-electrician-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B3",
      "prompt": "licensed and insured electrician Perth recommendations",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-electrician-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B3",
      "prompt": "licensed and insured electrician Perth recommendations",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Electrical Contractor Licence",
        "Electrical Safety Certificate"
      ],
      "brands_recommended": [
        "Electrical Contractor Licence",
        "Electrical Safety Certificate"
      ],
      "brand_order": [
        "Electrical Contractor Licence",
        "Electrical Safety Certificate"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.pwaelectricalservices.com.au/#:~:text=Your%20Trusted%20Electricians%20in%20Perth.%20Safe%2C%20compliant,Quote%20Today%20-%20Fast%2C%20Friendly%20%26%20Obligation-Free.",
        "https://www.electricianinperth.com.au/#:~:text=When%20you%20book%20online%20today.%20BOOK%20%26,Star%20Reviews.%20See%20What%20Our%20Customers%20Say.",
        "https://www.electricianinperth.com.au/#:~:text=Professional%20Electricians%20Perth%20%7C%205%20%E2%AD%90%EF%B8%8F%20Rated,by%20Perth%20locals%20for%20over%2020%20years.",
        "https://www.electricianinperth.com.au/#:~:text=From%20routine%20maintenance%20to%20urgent%20electrical%20fault,Experienced%20Staff.%20*%20Local%20WA%20Family%20Business.",
        "https://www.sarroselectrical.com.au/#:~:text=Perth's%20Electricians%20%E2%80%93%20Ready%20to%20Help%20You!,chose%20Sarros%20Electrical%20as%20your%20Perth%20electrician.",
        "https://www.sarroselectrical.com.au/#:~:text=FRIENDLY%20%26%20HONEST.%20*%20FULLY%20LICENSED.%20*,(08)%209226%207900BOOK%20NOW!%20*%20Emergency%20Electrician.",
        "https://www.pwaelectricalservices.com.au/#:~:text=Your%20Trusted%20Electricians%20in%20Perth.%20Safe%2C%20compliant,Quote%20Today%20-%20Fast%2C%20Friendly%20%26%20Obligation-Free.",
        "https://www.pwaelectricalservices.com.au/#:~:text=WELCOME%20TO%20PWA%20ELECTRICAL%20SERVICES.%20At%20PWA,OFFER.%20Comprehensive%20Electrical%20Services.%20for%20Perth%20Homes.",
        "https://www.pwaelectricalservices.com.au/#:~:text=Why%20Choose%20Us%3F%20*%20Experienced%20%26%20Licensed.,of%20time.%20*%20Prompt%20%26%20Friendly%20Service.",
        "https://www.pwaelectricalservices.com.au/#:~:text=WELCOME%20TO%20PWA%20ELECTRICAL%20SERVICES.%20At%20PWA,OFFER.%20Comprehensive%20Electrical%20Services.%20for%20Perth%20Homes.",
        "https://www.pwaelectricalservices.com.au/#:~:text=With%20over%2030%20years%20of%20trusted%20experience%2C,emergency%20electrical%20services%20as%20soon%20as%20possible.",
        "https://boyanelectrical.com.au/#:~:text=Some%20of%20Boyan%20Electricals'%20biggest%20clients%20are,Perth.%20Our%20best%20advertisement%20is%20our%20customers.",
        "https://boyanelectrical.com.au/#:~:text=A%20fleet%20of%20electricians%20ready%20to%20tackle,resources%20to%20speedily%20complete%20major%20electrical%20projects.",
        "https://boyanelectrical.com.au/#:~:text=24%2F7%20Emergency%20call%20out%20%E2%80%93%2008%209201,faults%20to%20get%20your%20power%20online%20again.",
        "https://www.electricianinperth.com.au/#:~:text=Do%20you%20provide%20certification%20documents%20after%20completing,work%20and%20the%20experience%20our%20customers%20have."
      ],
      "cited_domains": [
        "pwaelectricalservices.com.au",
        "electricianinperth.com.au",
        "sarroselectrical.com.au",
        "boyanelectrical.com.au"
      ],
      "source_classes": [
        {
          "domain": "pwaelectricalservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "electricianinperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sarroselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "boyanelectrical.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-electrician-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B4",
      "prompt": "affordable electrician Perth for small jobs",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Web X Electricians Perth"
      ],
      "brands_recommended": [
        "Web X Electricians Perth"
      ],
      "brand_order": [
        "Web X Electricians Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.goreyelectricalservice.com.au/electrical-services/residential-electricians/",
        "https://www.sarroselectrical.com.au/affordable-electrician-perth/",
        "https://www.samedaytrades.com.au/perth/electrician",
        "https://localperthelectrician.com.au/"
      ],
      "cited_domains": [
        "goreyelectricalservice.com.au",
        "sarroselectrical.com.au",
        "samedaytrades.com.au",
        "localperthelectrician.com.au"
      ],
      "source_classes": [
        {
          "domain": "goreyelectricalservice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sarroselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "samedaytrades.com.au",
          "class": "brand-source"
        },
        {
          "domain": "localperthelectrician.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-electrician-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B4",
      "prompt": "affordable electrician Perth for small jobs",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonelectrical.com.au/",
        "https://hipages.com.au/find/electricians/wa/perth"
      ],
      "cited_domains": [
        "hiltonelectrical.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-electrician-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B4",
      "prompt": "affordable electrician Perth for small jobs",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Local Options & Services"
      ],
      "brands_recommended": [
        "Local Options & Services"
      ],
      "brand_order": [
        "Local Options & Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.sarroselectrical.com.au/affordable-electrician-perth/",
        "https://www.westsideelectrical.com.au/cheap-electrician-perth/",
        "https://localperthelectrician.com.au/",
        "https://whatsthedamage.com.au/handyman-cost-perth/"
      ],
      "cited_domains": [
        "sarroselectrical.com.au",
        "westsideelectrical.com.au",
        "localperthelectrician.com.au",
        "whatsthedamage.com.au"
      ],
      "source_classes": [
        {
          "domain": "sarroselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westsideelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "localperthelectrician.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-electrician-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B4",
      "prompt": "affordable electrician Perth for small jobs",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "AMP Electrical Perth",
        "Same Day Trades",
        "Hilton Electrical",
        "Sarros Electrical"
      ],
      "brands_recommended": [
        "AMP Electrical Perth",
        "Same Day Trades",
        "Hilton Electrical",
        "Sarros Electrical"
      ],
      "brand_order": [
        "AMP Electrical Perth",
        "Same Day Trades",
        "Hilton Electrical",
        "Sarros Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.facebook.com/groups/322269124807749/posts/2406964253004882/",
        "https://www.sarroselectrical.com.au/affordable-electrician-perth/",
        "https://www.hiltonelectrical.com.au/",
        "https://ampelectricalperth.com.au/",
        "https://www.airtasker.com/au/services/electrician/perth/",
        "https://www.samedaytrades.com.au/perth/electrician"
      ],
      "cited_domains": [
        "facebook.com",
        "sarroselectrical.com.au",
        "hiltonelectrical.com.au",
        "ampelectricalperth.com.au",
        "airtasker.com",
        "samedaytrades.com.au"
      ],
      "source_classes": [
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "sarroselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ampelectricalperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airtasker.com",
          "class": "directory"
        },
        {
          "domain": "samedaytrades.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-electrician-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B4",
      "prompt": "affordable electrician Perth for small jobs",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.sarroselectrical.com.au/affordable-electrician-perth/",
        "https://www.westsideelectrical.com.au/electrician-areas/electrician-west-perth/",
        "https://www.hiltonelectrical.com.au/",
        "https://smlelectrical.com.au/",
        "https://www.airtasker.com/au/services/electrician/perth/",
        "https://teamsmartfix.com.au/articles/electrician-hourly-rate-in-perth-what-you-should-know/?srsltid=AfmBOoryDZ8J_eKtwG9Oaj5QeJUFRQDJSubaN1BLTxEWdfXgafaUXYl9",
        "https://hipages.com.au/find/electricians/wa/north_perth"
      ],
      "cited_domains": [
        "sarroselectrical.com.au",
        "westsideelectrical.com.au",
        "hiltonelectrical.com.au",
        "smlelectrical.com.au",
        "airtasker.com",
        "teamsmartfix.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "sarroselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westsideelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "smlelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airtasker.com",
          "class": "directory"
        },
        {
          "domain": "teamsmartfix.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-electrician-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B4",
      "prompt": "affordable electrician Perth for small jobs",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-electrician-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B4",
      "prompt": "affordable electrician Perth for small jobs",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "On Point Electrical Perth",
        "Boyan Electrical",
        "Bara Electrical",
        "Dr Sparky Electrical",
        "ARJ Electrical Services",
        "Adamos Electrical"
      ],
      "brands_recommended": [
        "On Point Electrical Perth",
        "Boyan Electrical",
        "Bara Electrical",
        "Dr Sparky Electrical",
        "ARJ Electrical Services",
        "Adamos Electrical"
      ],
      "brand_order": [
        "On Point Electrical Perth",
        "Boyan Electrical",
        "Bara Electrical",
        "Dr Sparky Electrical",
        "ARJ Electrical Services",
        "Adamos Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://acselec.com.au/blog/electrician-cost-perth/?utm_source=chatgpt.com",
        "https://arjelectricalservices.com.au/?utm_source=chatgpt.com",
        "https://arjelectricalservices.com.au/services/electrician-residential/?utm_source=chatgpt.com",
        "https://www.adamoselectrical.com.au/?utm_source=chatgpt.com",
        "https://limelightelectrix.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "acselec.com.au",
        "arjelectricalservices.com.au",
        "adamoselectrical.com.au",
        "limelightelectrix.com.au"
      ],
      "source_classes": [
        {
          "domain": "acselec.com.au",
          "class": "brand-source"
        },
        {
          "domain": "arjelectricalservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "adamoselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "limelightelectrix.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-electrician-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B4",
      "prompt": "affordable electrician Perth for small jobs",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "P Herman & Co",
        "Gorey Electrical Service",
        "Brillare Perth Electricians",
        "ARJ Electrical"
      ],
      "brands_recommended": [
        "P Herman & Co",
        "Gorey Electrical Service",
        "Brillare Perth Electricians",
        "ARJ Electrical"
      ],
      "brand_order": [
        "P Herman & Co",
        "Gorey Electrical Service",
        "Brillare Perth Electricians",
        "ARJ Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://arjelectricalservices.com.au/?utm_source=chatgpt.com",
        "https://phermanandco.com.au/electrician-price-list-australia/?utm_source=chatgpt.com",
        "https://www.goreyelectricalservice.com.au/electrical-services/residential-electricians/?utm_source=chatgpt.com",
        "https://teamsmartfix.com.au/?utm_source=chatgpt.com",
        "https://www.leadkit.com.au/blog/electrician-callout-cost-perth-2026?utm_source=chatgpt.com",
        "https://www.brillare.net.au/electrician-cost-per-hour-in-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "arjelectricalservices.com.au",
        "phermanandco.com.au",
        "goreyelectricalservice.com.au",
        "teamsmartfix.com.au",
        "leadkit.com.au",
        "brillare.net.au"
      ],
      "source_classes": [
        {
          "domain": "arjelectricalservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "phermanandco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "goreyelectricalservice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "teamsmartfix.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leadkit.com.au",
          "class": "brand-source"
        },
        {
          "domain": "brillare.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-electrician-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B4",
      "prompt": "affordable electrician Perth for small jobs",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-electrician-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B4",
      "prompt": "affordable electrician Perth for small jobs",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://smlelectrical.com.au/#:~:text=Why%20use%20SML%20Electrical%3F%20*%20%EF%92%8B%20No,%EF%80%85%205-Star%20Reviews.%20Join%20our%20satisfied%20customers!",
        "https://smlelectrical.com.au/#:~:text=Prevention.%20Protect%20your%20property%20and%20avoid%20costly,installations!%20Lighting%20Upgrade%20Installation.%209.%20Electrical%20Layout.",
        "https://www.westsideelectrical.com.au/#:~:text=Westside%20Electrical%20%7C%20Electrician%20In%20Perth%20%7C%20%240%20Callout%20With%20Fixed%20Prices.",
        "https://menbehavinghandy.com.au/service/electrical/#:~:text=For%20a%20reliable%20electrician%20in%20Perth%2C%20capable,tradespeople%20proven%20to%20surpass%20expectations%20every%20time.",
        "https://menbehavinghandy.com.au/service/electrical/#:~:text=With%20access%20to%20experienced%20licensed%20professionals%20around,highly%20trained%20experts%20we%20have%20access%20to.",
        "https://www.sarroselectrical.com.au/affordable-electrician-perth/#:~:text=We%20are%20transparent%2C%20honest%2C%20and%20treat%20your,%E2%80%93%20up%20to%20maximum%20saving%20of%20%24200!",
        "https://smlelectrical.com.au/#:~:text=Why%20use%20SML%20Electrical%3F%20*%20%EF%92%8B%20No,%EF%80%85%205-Star%20Reviews.%20Join%20our%20satisfied%20customers!"
      ],
      "cited_domains": [
        "smlelectrical.com.au",
        "westsideelectrical.com.au",
        "menbehavinghandy.com.au",
        "sarroselectrical.com.au"
      ],
      "source_classes": [
        {
          "domain": "smlelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westsideelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "menbehavinghandy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sarroselectrical.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-electrician-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B4",
      "prompt": "affordable electrician Perth for small jobs",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "SML Electrical"
      ],
      "brands_recommended": [
        "SML Electrical"
      ],
      "brand_order": [
        "SML Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://phermanandco.com.au/electrician-price-list-australia/",
        "https://www.samedaytrades.com.au/perth/electrician#:~:text=Same%20Day%20Trades%20are%20Building%20and%20Energy-licensed,fee.%201300%20632%20094.%20Get%20Quote%20Now.",
        "https://www.samedaytrades.com.au/perth/electrician#:~:text=We%20give%20you%20a%20time%20that%20suits%2C,a%20straight%20explanation%20of%20what%20was%20done.",
        "https://www.sarroselectrical.com.au/affordable-electrician-perth/#:~:text=We%20are%20transparent%2C%20honest%2C%20and%20treat%20your,%E2%80%93%20up%20to%20maximum%20saving%20of%20%24200!",
        "https://boyanelectrical.com.au/#:~:text=Some%20of%20Boyan%20Electricals'%20biggest%20clients%20are,Perth.%20Our%20best%20advertisement%20is%20our%20customers.",
        "https://smlelectrical.com.au/#:~:text=Electricians%20Perth%20Northern%20Suburbs.%20Local%20Electricians%20Serving,or%20small%2C%20for%20both%20homes%20and%20businesses.",
        "https://www.samedaytrades.com.au/perth/electrician#:~:text=Same%20Day%20Trades%20are%20Building%20and%20Energy-licensed,fee.%201300%20632%20094.%20Get%20Quote%20Now.",
        "https://www.samedaytrades.com.au/perth/electrician#:~:text=WA%20law%20requires%20all%20electrical%20installation%20and,your%20home%20insurance%20if%20something%20goes%20wrong."
      ],
      "cited_domains": [
        "phermanandco.com.au",
        "samedaytrades.com.au",
        "sarroselectrical.com.au",
        "boyanelectrical.com.au",
        "smlelectrical.com.au"
      ],
      "source_classes": [
        {
          "domain": "phermanandco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "samedaytrades.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sarroselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "boyanelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "smlelectrical.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-electrician-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B4",
      "prompt": "affordable electrician Perth for small jobs",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://whatsthedamage.com.au/electrician-cost-perth/?utm_source=gemini#:~:text=How%20to%20Save%20Money%20on%20Electrician%20in,one%20visit%20to%20save%20on%20call-out%20fees.",
        "https://whatsthedamage.com.au/electrician-cost-perth/?utm_source=gemini",
        "https://whatsthedamage.com.au/electrician-cost-perth/?utm_source=gemini",
        "https://whatsthedamage.com.au/electrician-cost-perth/?utm_source=gemini#:~:text=What%20You'll%20Actually%20Pay%20%E2%80%94%20Real-World%20Scenarios%20*%20Install%20a%20new%20powerpoint.%20%24130%E2%80%93%24210%20total.",
        "https://phermanandco.com.au/electrician-price-list-australia/?utm_source=gemini#:~:text=Quick%20Answers%20on%20Electrician%20Call%20Out%20Prices.,no%20cost%20just%20for%20us%20turning%20up.",
        "https://whatsthedamage.com.au/electrician-cost-perth/?utm_source=gemini#:~:text=How%20to%20Save%20Money%20on%20Electrician%20in,one%20visit%20to%20save%20on%20call-out%20fees."
      ],
      "cited_domains": [
        "whatsthedamage.com.au",
        "phermanandco.com.au"
      ],
      "source_classes": [
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "phermanandco.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-electrician-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B5",
      "prompt": "best electrician in Perth for EV charger installation",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Huckleberry Electrical"
      ],
      "brands_recommended": [
        "Huckleberry Electrical"
      ],
      "brand_order": [
        "Huckleberry Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1rux2s9/ev_charger_install_recommendation/",
        "https://evci.com.au/",
        "https://www.reddit.com/r/perth/comments/18ndkcq/cost_to_install_home_ev_charger/",
        "https://www.facebook.com/evcharginginstallations/"
      ],
      "cited_domains": [
        "reddit.com",
        "evci.com.au",
        "facebook.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "evci.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-electrician-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B5",
      "prompt": "best electrician in Perth for EV charger installation",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Aspire Power Solutions"
      ],
      "brands_recommended": [
        "Aspire Power Solutions"
      ],
      "brand_order": [
        "Aspire Power Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://evci.com.au/",
        "https://www.facebook.com/evcharginginstallations/",
        "https://aspirepowersolutions.com.au/ev-charging-station/",
        "https://www.reddit.com/r/perth/comments/1rux2s9/ev_charger_install_recommendation/",
        "https://www.reddit.com/r/perth/comments/18ndkcq/cost_to_install_home_ev_charger/",
        "https://www.facebook.com/evcharginginstallations/posts/did-you-know-that-we-have-350-5-%EF%B8%8F-google-reviews-perthelectrician-evci-googlerev/1641097348019588/"
      ],
      "cited_domains": [
        "evci.com.au",
        "facebook.com",
        "aspirepowersolutions.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "evci.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "aspirepowersolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-electrician-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B5",
      "prompt": "best electrician in Perth for EV charger installation",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1rux2s9/ev_charger_install_recommendation/",
        "https://evse.com.au/western-australia-ev-charger-installation/perth-electric-vehicle-ev-charger-installation/?srsltid=AfmBOortjtiCtFJcUqlZPyIcliFK9P0RvrP8uvsWFOEfirWeAsnxVi7L",
        "https://evci.com.au/",
        "https://pswenergy.com.au/ev-charger-installation-perth-wa/"
      ],
      "cited_domains": [
        "reddit.com",
        "evse.com.au",
        "evci.com.au",
        "pswenergy.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "evse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "evci.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pswenergy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-electrician-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B5",
      "prompt": "best electrician in Perth for EV charger installation",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1rux2s9/ev_charger_install_recommendation/",
        "https://evse.com.au/western-australia-ev-charger-installation/perth-electric-vehicle-ev-charger-installation/?srsltid=AfmBOoqgsRV30T8wQ7S0LZxeFezf5UTF9mHi6FrV5Lkz4jZPN3VQvZhE",
        "https://evci.com.au/",
        "https://www.chargingwa.com.au/",
        "https://www.sarroselectrical.com.au/ev-charger-installation-perth/",
        "https://evci.com.au/ev-charger-installation-perth/",
        "https://www.hiltonelectrical.com.au/appliances/ev-charger-installation/"
      ],
      "cited_domains": [
        "reddit.com",
        "evse.com.au",
        "evci.com.au",
        "chargingwa.com.au",
        "sarroselectrical.com.au",
        "hiltonelectrical.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "evse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "evci.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chargingwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sarroselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hiltonelectrical.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-electrician-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B5",
      "prompt": "best electrician in Perth for EV charger installation",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-electrician-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B5",
      "prompt": "best electrician in Perth for EV charger installation",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "EVCI",
        "ChargingWA"
      ],
      "brands_recommended": [
        "EVCI",
        "ChargingWA"
      ],
      "brand_order": [
        "EVCI",
        "ChargingWA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1rux2s9/ev_charger_install_recommendation/",
        "https://evci.com.au/",
        "https://www.chargingwa.com.au/",
        "https://pswenergy.com.au/ev-charger-installation-perth-wa/",
        "https://www.sarroselectrical.com.au/ev-charger-installation-perth/",
        "https://perthsolarwarehouse.com.au/ev-charger-installations/"
      ],
      "cited_domains": [
        "reddit.com",
        "evci.com.au",
        "chargingwa.com.au",
        "pswenergy.com.au",
        "sarroselectrical.com.au",
        "perthsolarwarehouse.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "evci.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chargingwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pswenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sarroselectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-electrician-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B5",
      "prompt": "best electrician in Perth for EV charger installation",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Candela Electrical EV charger installation",
        "Bajic Electrical EV chargers",
        "My top pick is Candela Electrical",
        "Candela Electrical — specialist EV installer",
        "ChargingWA — strong local specialist",
        "Bajic Electrical — good transparent-price option",
        "Candela Electrical",
        "Specialist in residential",
        "Bajic Electrical"
      ],
      "brands_recommended": [
        "Candela Electrical EV charger installation",
        "Bajic Electrical EV chargers",
        "My top pick is Candela Electrical",
        "Candela Electrical — specialist EV installer",
        "ChargingWA — strong local specialist",
        "Bajic Electrical — good transparent-price option",
        "Candela Electrical",
        "Specialist in residential",
        "Bajic Electrical"
      ],
      "brand_order": [
        "Candela Electrical EV charger installation",
        "Bajic Electrical EV chargers",
        "My top pick is Candela Electrical",
        "Candela Electrical — specialist EV installer",
        "ChargingWA — strong local specialist",
        "Bajic Electrical — good transparent-price option",
        "Candela Electrical",
        "Specialist in residential",
        "Bajic Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://candelaelectrical.com.au/ev-charger-installation-perth?utm_source=chatgpt.com",
        "https://evchargingsystems.au/ev-charger-installation-perth/?utm_source=chatgpt.com",
        "https://www.chargingwa.com.au/?utm_source=chatgpt.com",
        "https://ev.bajicelectrical.com.au/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ev_charger_installation/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ev_charger_installation/perth_region?utm_source=chatgpt.com",
        "https://carcharger.com.au/locations/perth/?utm_source=chatgpt.com",
        "https://www.service.com.au/find/ev-charger-installation/perth-wa?utm_source=chatgpt.com",
        "https://sparktechelectricalperth.com.au/electrician-for-ev-charger-installation?utm_source=chatgpt.com",
        "https://servicetasker.com.au/find/ev-charger-installers/wa/perth?utm_source=chatgpt.com",
        "https://perthevchargers.com.au/?utm_source=chatgpt.com",
        "https://paynefreeelectrical.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "candelaelectrical.com.au",
        "evchargingsystems.au",
        "chargingwa.com.au",
        "ev.bajicelectrical.com.au",
        "hipages.com.au",
        "carcharger.com.au",
        "service.com.au",
        "sparktechelectricalperth.com.au",
        "servicetasker.com.au",
        "perthevchargers.com.au",
        "paynefreeelectrical.com.au"
      ],
      "source_classes": [
        {
          "domain": "candelaelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "evchargingsystems.au",
          "class": "brand-source"
        },
        {
          "domain": "chargingwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ev.bajicelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "carcharger.com.au",
          "class": "brand-source"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sparktechelectricalperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "servicetasker.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthevchargers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "paynefreeelectrical.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-electrician-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B5",
      "prompt": "best electrician in Perth for EV charger installation",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Candela Electrical EV charger installation",
        "Spark Tech Electrical",
        "Perth EV Charger Group"
      ],
      "brands_recommended": [
        "Candela Electrical EV charger installation",
        "Spark Tech Electrical",
        "Perth EV Charger Group"
      ],
      "brand_order": [
        "Candela Electrical EV charger installation",
        "Spark Tech Electrical",
        "Perth EV Charger Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://candelaelectrical.com.au/ev-charger-installation-perth?utm_source=chatgpt.com",
        "https://www.chargingwa.com.au/?utm_source=chatgpt.com",
        "https://evchargingsystems.au/ev-charger-installation-perth/?utm_source=chatgpt.com",
        "https://perthevchargers.com.au/?utm_source=chatgpt.com",
        "https://sparktechelectricalperth.com.au/electrician-for-ev-charger-installation?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ev_charger_installation/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ev_charger_installation/perth_region?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "candelaelectrical.com.au",
        "chargingwa.com.au",
        "evchargingsystems.au",
        "perthevchargers.com.au",
        "sparktechelectricalperth.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "candelaelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chargingwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "evchargingsystems.au",
          "class": "brand-source"
        },
        {
          "domain": "perthevchargers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sparktechelectricalperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-electrician-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B5",
      "prompt": "best electrician in Perth for EV charger installation",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Delavale Electrical",
        "Bajic Electrical EV chargers",
        "My top pick is Candela Electrical",
        "Candela Electrical — my top choice",
        "Delavale Electrical — strongest established-review option",
        "Candela Electrical",
        "Perth-based Master Electrician"
      ],
      "brands_recommended": [
        "Delavale Electrical",
        "Bajic Electrical EV chargers",
        "My top pick is Candela Electrical",
        "Candela Electrical — my top choice",
        "Delavale Electrical — strongest established-review option",
        "Candela Electrical",
        "Perth-based Master Electrician"
      ],
      "brand_order": [
        "Delavale Electrical",
        "Bajic Electrical EV chargers",
        "My top pick is Candela Electrical",
        "Candela Electrical — my top choice",
        "Delavale Electrical — strongest established-review option",
        "Candela Electrical",
        "Perth-based Master Electrician"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://candelaelectrical.com.au/ev-charger-installation-perth?utm_source=chatgpt.com",
        "https://www.delavaleelectrical.com.au/residential/electric-vehicle-charger-installation/?utm_source=chatgpt.com",
        "https://ev.bajicelectrical.com.au/?utm_source=chatgpt.com",
        "https://evci.com.au/ev-charger-installation-perth/?utm_source=chatgpt.com",
        "https://evci.com.au/?utm_source=chatgpt.com",
        "https://perthevchargers.com.au/charger-brands/tesla-wall-connector?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ev_charger_installation/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/ev_charger_installation/perth_region?utm_source=chatgpt.com",
        "https://candelaelectrical.com.au/our-work?utm_source=chatgpt.com",
        "https://candelaelectrical.com.au/?utm_source=chatgpt.com",
        "https://evci.com.au/?utm_source=chatgpt.com",
        "https://www.chargingwa.com.au/?utm_source=chatgpt.com",
        "https://willexelectrical.com.au/tesla-vs-zappi-vs-evnex-perth/?utm_source=chatgpt.com",
        "https://carcharger.com.au/locations/perth/?utm_source=chatgpt.com",
        "https://sparktechelectricalperth.com.au/electrician-for-ev-charger-installation?utm_source=chatgpt.com",
        "https://perthevchargers.com.au/?utm_source=chatgpt.com",
        "https://perthevchargers.com.au/services/home-ev-charger-installation?utm_source=chatgpt.com",
        "https://perthevchargers.com.au/locations?utm_source=chatgpt.com",
        "https://paynefreeelectrical.com.au/?utm_source=chatgpt.com",
        "https://elysiumelectrical.com.au/residential/ev-charger-installation/?utm_source=chatgpt.com",
        "https://www.perthservices.com.au/services/ev-charger-installation?utm_source=chatgpt.com",
        "https://evchargingsystems.au/ev-charger-installation-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "candelaelectrical.com.au",
        "delavaleelectrical.com.au",
        "ev.bajicelectrical.com.au",
        "evci.com.au",
        "perthevchargers.com.au",
        "hipages.com.au",
        "chargingwa.com.au",
        "willexelectrical.com.au",
        "carcharger.com.au",
        "sparktechelectricalperth.com.au",
        "paynefreeelectrical.com.au",
        "elysiumelectrical.com.au",
        "perthservices.com.au",
        "evchargingsystems.au"
      ],
      "source_classes": [
        {
          "domain": "candelaelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "delavaleelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ev.bajicelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "evci.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthevchargers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "chargingwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "willexelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "carcharger.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sparktechelectricalperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "paynefreeelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "elysiumelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "evchargingsystems.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-electrician-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B5",
      "prompt": "best electrician in Perth for EV charger installation",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Steven Murphy Electrical Contractors"
      ],
      "brands_recommended": [
        "Steven Murphy Electrical Contractors"
      ],
      "brand_order": [
        "Steven Murphy Electrical Contractors"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-electrician-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B5",
      "prompt": "best electrician in Perth for EV charger installation",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-electrician-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "electrician-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-electrician-B5",
      "prompt": "best electrician in Perth for EV charger installation",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Electrician",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://willexelectrical.com.au/ev-charger-installation-perth/#:~:text=We%20specialise%20in%20ev%20home%20charger%20installation,22kW%20if%20your%20home%20has%20three-phase%20power.",
        "https://willexelectrical.com.au/ev-charger-installation-perth/#:~:text=We%20specialise%20in%20ev%20home%20charger%20installation,22kW%20if%20your%20home%20has%20three-phase%20power.",
        "https://willexelectrical.com.au/ev-charger-installation-perth/#:~:text=We%20review%20your%20current%20switchboard%2C%20assess%20your,rating%2C%20and%20calculate%20your%20property's%20maximum%20demand."
      ],
      "cited_domains": [
        "willexelectrical.com.au"
      ],
      "source_classes": [
        {
          "domain": "willexelectrical.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-electrician-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A1",
      "prompt": "best family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Bromfield Family Law",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Loukas Law",
        "Tang Law",
        "DS Family Law",
        "Elite Family Law - Subiaco",
        "Amicable Family Law",
        "Leach Legal - Family Lawyers Perth",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Martis Legal",
        "Johnstone Crouse Lawyers",
        "Richardson Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "WN Legal",
        "Fourlion Legal",
        "Elite Family Law"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Bromfield Family Law",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Loukas Law",
        "Tang Law",
        "DS Family Law",
        "Elite Family Law - Subiaco",
        "Amicable Family Law",
        "Leach Legal - Family Lawyers Perth",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Martis Legal",
        "Johnstone Crouse Lawyers",
        "Richardson Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "WN Legal",
        "Fourlion Legal",
        "Elite Family Law"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Bromfield Family Law",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Loukas Law",
        "Tang Law",
        "DS Family Law",
        "Elite Family Law - Subiaco",
        "Amicable Family Law",
        "Leach Legal - Family Lawyers Perth",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Martis Legal",
        "Johnstone Crouse Lawyers",
        "Richardson Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "WN Legal",
        "Fourlion Legal",
        "Elite Family Law"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NHTXplWE4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d00ydzFjVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbmVYSTFiVFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzeGFITnNlR2N4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGVuZGplbTB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oNFoyUmlPVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVuZzVjR05qGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMU9EYzBaakpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaWNIcDRZemgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2RuRnJZM28yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBME9UUm5kekUzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkcWJUZ3pkMk5mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadU5UQmlZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMFlteG5abVp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdGNWODVkekZzGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-family_lawyer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A1",
      "prompt": "best family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "Loukas Law",
        "DS Family Law",
        "Leach Legal - Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Elite Family Law - Subiaco",
        "Tang Law",
        "Australian Family Lawyers - Perth",
        "Beacon Family Law",
        "Bromfield Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Amicable Family Law",
        "Holden Barlow",
        "Clairs Keeley Lawyers",
        "Martis Legal",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Perrella Legal",
        "Richardson Family Law"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "Loukas Law",
        "DS Family Law",
        "Leach Legal - Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Elite Family Law - Subiaco",
        "Tang Law",
        "Australian Family Lawyers - Perth",
        "Beacon Family Law",
        "Bromfield Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Amicable Family Law",
        "Holden Barlow",
        "Clairs Keeley Lawyers",
        "Martis Legal",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Perrella Legal",
        "Richardson Family Law"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "Loukas Law",
        "DS Family Law",
        "Leach Legal - Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Elite Family Law - Subiaco",
        "Tang Law",
        "Australian Family Lawyers - Perth",
        "Beacon Family Law",
        "Bromfield Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Amicable Family Law",
        "Holden Barlow",
        "Clairs Keeley Lawyers",
        "Martis Legal",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Perrella Legal",
        "Richardson Family Law"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oNFoyUmlPVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NHTXplWE4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbmVYSTFiVFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzeGFITnNlR2N4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGdGJuRTBkRE13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1YZzBZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d00ydzFjVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkcWJUZ3pkMk5mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGVuZGplbTB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodE1ISmlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4bWN6Vm1iZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMU9EYzBaakpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVuZzVjR05qGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJJME5EbHhiZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBME9UUm5kekUzGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-family_lawyer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A1",
      "prompt": "best family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "Baily Family Law",
        "Elite Family Law - Subiaco",
        "Perth Family Lawyers",
        "West Coast Legal",
        "Tang Law",
        "Bromfield Family Law",
        "Amicable Family Law",
        "DS Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "KDK Family Law (Klimek Dass King)",
        "Leach Legal - Family Lawyers Perth",
        "Richardson Family Law",
        "Martis Legal",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "Perrella Legal",
        "MKI Legal",
        "Price Family Law",
        "Johnstone Crouse Lawyers",
        "Tips for Choosing the Right Lawyer"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "Baily Family Law",
        "Elite Family Law - Subiaco",
        "Perth Family Lawyers",
        "West Coast Legal",
        "Tang Law",
        "Bromfield Family Law",
        "Amicable Family Law",
        "DS Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "KDK Family Law (Klimek Dass King)",
        "Leach Legal - Family Lawyers Perth",
        "Richardson Family Law",
        "Martis Legal",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "Perrella Legal",
        "MKI Legal",
        "Price Family Law",
        "Johnstone Crouse Lawyers",
        "Tips for Choosing the Right Lawyer"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "Baily Family Law",
        "Elite Family Law - Subiaco",
        "Perth Family Lawyers",
        "West Coast Legal",
        "Tang Law",
        "Bromfield Family Law",
        "Amicable Family Law",
        "DS Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "KDK Family Law (Klimek Dass King)",
        "Leach Legal - Family Lawyers Perth",
        "Richardson Family Law",
        "Martis Legal",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "Perrella Legal",
        "MKI Legal",
        "Price Family Law",
        "Johnstone Crouse Lawyers",
        "Tips for Choosing the Right Lawyer"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NHTXplWE4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzeGFITnNlR2N4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbmVYSTFiVFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d00ydzFjVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGVuZGplbTB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVuZzVjR05qGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkcWJUZ3pkMk5mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oNFoyUmlPVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBME9UUm5kekUzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMU9EYzBaakpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadU5UQmlZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJJME5EbHhiZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdkZk9UQXhaak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSck1YZHFlVjgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2RuRnJZM28yGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-family_lawyer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A1",
      "prompt": "best family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.loukaslaw.com.au/",
        "https://www.perthfamilylawyers.com/",
        "https://www.osullivandavies.com.au/",
        "https://leachlegal.com.au/",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/",
        "https://richardsonfamilylaw.com.au/",
        "https://balmorallegal.com.au/family-law-firm-perth/",
        "https://balmorallegal.com.au/"
      ],
      "cited_domains": [
        "loukaslaw.com.au",
        "perthfamilylawyers.com",
        "osullivandavies.com.au",
        "leachlegal.com.au",
        "doylesguide.com",
        "richardsonfamilylaw.com.au",
        "balmorallegal.com.au"
      ],
      "source_classes": [
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "richardsonfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "balmorallegal.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-family_lawyer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A1",
      "prompt": "best family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-family_lawyer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A1",
      "prompt": "best family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "O'Sullivan Davies",
        "Paterson & Dowding",
        "Highly Recommended Perth Family Law Firms"
      ],
      "brands_recommended": [
        "O'Sullivan Davies",
        "Paterson & Dowding",
        "Highly Recommended Perth Family Law Firms"
      ],
      "brand_order": [
        "O'Sullivan Davies",
        "Paterson & Dowding",
        "Highly Recommended Perth Family Law Firms"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1rammx6/can_anyone_recommend_some_good_divorce_lawyers_in/",
        "https://www.loukaslaw.com.au/",
        "https://www.perthfamilylawyers.com/",
        "https://www.osullivandavies.com.au/",
        "https://leachlegal.com.au/",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/"
      ],
      "cited_domains": [
        "reddit.com",
        "loukaslaw.com.au",
        "perthfamilylawyers.com",
        "osullivandavies.com.au",
        "leachlegal.com.au",
        "doylesguide.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-family_lawyer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A1",
      "prompt": "best family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Leach Legal - Family Lawyers Perth",
        "Amicable Family Law",
        "DS Family Law",
        "West Coast Legal",
        "Best Lawyers Australia",
        "Leach Legal"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Leach Legal - Family Lawyers Perth",
        "Amicable Family Law",
        "DS Family Law",
        "West Coast Legal",
        "Best Lawyers Australia",
        "Leach Legal"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Leach Legal - Family Lawyers Perth",
        "Amicable Family Law",
        "DS Family Law",
        "West Coast Legal",
        "Best Lawyers Australia",
        "Leach Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000?utm_source=chatgpt.com",
        "https://www.bestlawyers.com/australia/perth/family-law?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/family-lawyer?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/solicitor?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/west-perth/family-lawyer?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-family-lawyers-169009454196141?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/hickman-family-lawyers-perth-168821324960089?utm_source=chatgpt.com",
        "https://au.trustpilot.com/review/familylawyersperthwa.com.au?utm_source=chatgpt.com",
        "https://www.familylaw.com.au/region/wa/perth/?utm_source=chatgpt.com",
        "https://www.bark.com/en/au/family-lawyers/western-australia/perth/?utm_source=chatgpt.com",
        "https://www.lawfirmsaustralia.com/state/wa/region/perth/category/family-law?utm_source=chatgpt.com",
        "https://www.fivefantasticlawyers.com/family-divorce/australia/perth-western-australia?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "lawconnect.com",
        "bestlawyers.com",
        "wordofmouth.com.au",
        "reviews.birdeye.com",
        "au.trustpilot.com",
        "familylaw.com.au",
        "bark.com",
        "lawfirmsaustralia.com",
        "fivefantasticlawyers.com"
      ],
      "source_classes": [
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "bestlawyers.com",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "au.trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "familylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bark.com",
          "class": "third-party"
        },
        {
          "domain": "lawfirmsaustralia.com",
          "class": "third-party"
        },
        {
          "domain": "fivefantasticlawyers.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-family_lawyer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A1",
      "prompt": "best family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "Baily Family Law",
        "Tang Law",
        "West Coast Legal",
        "Consent Orders",
        "Simplify Family Lawyers",
        "Perth Family Lawyers",
        "Clairs Keeley Lawyers",
        "Kerr Fels Divorce & Family Lawyers",
        "Kavanagh Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "Pemberton Robertson Family Lawyers",
        "Australian Family Lawyers - Perth",
        "DS Family Law",
        "Saharan Family & Criminal Lawyers",
        "Leach Legal"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "Baily Family Law",
        "Tang Law",
        "West Coast Legal",
        "Consent Orders",
        "Simplify Family Lawyers",
        "Perth Family Lawyers",
        "Clairs Keeley Lawyers",
        "Kerr Fels Divorce & Family Lawyers",
        "Kavanagh Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "Pemberton Robertson Family Lawyers",
        "Australian Family Lawyers - Perth",
        "DS Family Law",
        "Saharan Family & Criminal Lawyers",
        "Leach Legal"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "Baily Family Law",
        "Tang Law",
        "West Coast Legal",
        "Consent Orders",
        "Simplify Family Lawyers",
        "Perth Family Lawyers",
        "Clairs Keeley Lawyers",
        "Kerr Fels Divorce & Family Lawyers",
        "Kavanagh Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "Pemberton Robertson Family Lawyers",
        "Australian Family Lawyers - Perth",
        "DS Family Law",
        "Saharan Family & Criminal Lawyers",
        "Leach Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000?utm_source=chatgpt.com",
        "https://threebestrated.com.au/family-lawyers-in-perth-wa?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "lawconnect.com",
        "threebestrated.com.au"
      ],
      "source_classes": [
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-family_lawyer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A1",
      "prompt": "best family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Consent Orders",
        "Baily Family Law",
        "Loukas Law",
        "West Coast Legal",
        "DS Family Law"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Consent Orders",
        "Baily Family Law",
        "Loukas Law",
        "West Coast Legal",
        "DS Family Law"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Consent Orders",
        "Baily Family Law",
        "Loukas Law",
        "West Coast Legal",
        "DS Family Law"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000?utm_source=chatgpt.com",
        "https://lawsocietywa.asn.au/wp-content/uploads/2026/02/List-Family-Law-Accredited-Specialists-as-at-14-November-2025-1.pdf?utm_source=chatgpt.com",
        "https://www.familylaw.com.au/region/wa/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/family-lawyer?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/west-perth/family-lawyer?utm_source=chatgpt.com",
        "https://justozz.com.au/best-family-lawyers-in-perth/?utm_source=chatgpt.com",
        "https://www.fivefantasticlawyers.com/family-divorce/australia/perth-western-australia?utm_source=chatgpt.com",
        "https://www.lawfirmsaustralia.com/state/wa/region/perth/category/family-law?utm_source=chatgpt.com",
        "https://flpawa.com.au/?utm_source=chatgpt.com",
        "https://doylesguide.com/leading-parenting-custody-childrens-matters-lawyers-western-australia-2026/?utm_source=chatgpt.com",
        "https://doylesguide.com/leading-family-divorce-lawyers-western-australia-2026/?utm_source=chatgpt.com",
        "https://lawzana.com/family-lawyers/perth?utm_source=chatgpt.com",
        "https://www.top10lawyers.com.au/family-lawyer-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "lawconnect.com",
        "lawsocietywa.asn.au",
        "familylaw.com.au",
        "wordofmouth.com.au",
        "justozz.com.au",
        "fivefantasticlawyers.com",
        "lawfirmsaustralia.com",
        "flpawa.com.au",
        "doylesguide.com",
        "lawzana.com",
        "top10lawyers.com.au"
      ],
      "source_classes": [
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "lawsocietywa.asn.au",
          "class": "brand-source"
        },
        {
          "domain": "familylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "justozz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fivefantasticlawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "lawfirmsaustralia.com",
          "class": "third-party"
        },
        {
          "domain": "flpawa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "lawzana.com",
          "class": "third-party"
        },
        {
          "domain": "top10lawyers.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-family_lawyer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A1",
      "prompt": "best family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Kerr Fels Divorce & Family Lawyers",
        "Paterson & Dowding Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "Perth Family Lawyers"
      ],
      "brands_recommended": [
        "Kerr Fels Divorce & Family Lawyers",
        "Paterson & Dowding Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "Perth Family Lawyers"
      ],
      "brand_order": [
        "Kerr Fels Divorce & Family Lawyers",
        "Paterson & Dowding Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "Perth Family Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.patersondowding.com.au/#:~:text=Established%201967.%20We're%20proud%20of%20our%20solid,parenting%2C%20spousal%20maintenance%20and%20matrimonial%20law%20matters.",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://www.patersondowding.com.au/#:~:text=Paterson%20%26%20Dowding%20Family%20Lawyers.%20CALL%2008,regarded%20Family%20Law%20firms%20in%20Western%20Australia.",
        "https://leachlegal.com.au/#:~:text=We%20are%20Leach%20Legal.%20Family%20lawyers%20in,supporting%20you%20every%20step%20of%20the%20way.",
        "https://www.perthfamilylawyers.com/#:~:text=*%20Perth%20Family%20Lawyers%20are%20able%20to,advice%20in%20the%20area%20of%20child%20protection."
      ],
      "cited_domains": [
        "patersondowding.com.au",
        "kerrfels.com.au",
        "leachlegal.com.au",
        "perthfamilylawyers.com"
      ],
      "source_classes": [
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-family_lawyer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A1",
      "prompt": "best family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://kerrfels.com.au/#:~:text=Consistently%20recognised%20as%20a%20Leading%20Family%20Law,Perth%20CBD%2C%20our%20team%20delivers%20excellent%20results.",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://www.kimwilson.com.au/#:~:text=*%20Most%20Experienced%20Family%20and%20Divorce%20Lawyers,any%20other%20Family%20Law%20firm%20in%20Perth.",
        "https://www.kimwilson.com.au/#:~:text=Family%20%26%20Divorce%20Lawyers%20in%20Subiaco%2C%20Perth,provide%20tailored%20Family%20Law%20and%20Divorce%20expertise.",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/",
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000#:~:text=Perth%2C%20WA.%20(08)%20638..%20Perth%20families%20facing,with%20a%20focus%20on%20achieving%20efficient%20resolutions."
      ],
      "cited_domains": [
        "kerrfels.com.au",
        "kimwilson.com.au",
        "doylesguide.com",
        "lawconnect.com"
      ],
      "source_classes": [
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-family_lawyer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A1",
      "prompt": "best family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://kerrfels.com.au/#:~:text=Consistently%20recognised%20as%20a%20Leading%20Family%20Law,Perth%20CBD%2C%20our%20team%20delivers%20excellent%20results.",
        "https://www.kimwilson.com.au/#:~:text=Family%20%26%20Divorce%20Lawyers%20in%20Subiaco%2C%20Perth,provide%20tailored%20Family%20Law%20and%20Divorce%20expertise.",
        "https://www.kimwilson.com.au/#:~:text=For%20your%20Property%20and%20Financial%20Settlement%2C%20and,to%20represent%20you%20and%20efficiently%20reach%20outcomes.",
        "https://www.patersondowding.com.au/#:~:text=Get%20expert%20legal%20advice%20from%20the%20longest,Western%20Australia%2C%20The%20Honourable%20Peter%20Dowding%20SC.",
        "https://www.patersondowding.com.au/#:~:text=Paterson%20%26%20Dowding%20Lawyers%20work%20closely%20with,Family%20Lawyer%20today.%20CONTACT%20OUR%20TEAM%20TODAY.",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://www.perthfamilylawyers.com/#:~:text=By%20practising%20exclusively%20in%20this%20area%2C%20we,always%20deliver%20effective%2C%20expedient%20and%20meaningful%20solutions."
      ],
      "cited_domains": [
        "kerrfels.com.au",
        "kimwilson.com.au",
        "patersondowding.com.au",
        "perthfamilylawyers.com"
      ],
      "source_classes": [
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        },
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-family_lawyer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A2",
      "prompt": "top family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "DS Family Law",
        "Loukas Law",
        "West Coast Legal",
        "Baily Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Leach Legal - Family Lawyers Perth",
        "Tang Law",
        "Elite Family Law - Subiaco",
        "Johnstone Crouse Lawyers",
        "Amicable Family Law",
        "MKI Legal",
        "KDK Family Law (Klimek Dass King)",
        "Richardson Family Law",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "Beacon Family Law",
        "WN Legal",
        "Bromfield Family Law",
        "FMD Legal"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "DS Family Law",
        "Loukas Law",
        "West Coast Legal",
        "Baily Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Leach Legal - Family Lawyers Perth",
        "Tang Law",
        "Elite Family Law - Subiaco",
        "Johnstone Crouse Lawyers",
        "Amicable Family Law",
        "MKI Legal",
        "KDK Family Law (Klimek Dass King)",
        "Richardson Family Law",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "Beacon Family Law",
        "WN Legal",
        "Bromfield Family Law",
        "FMD Legal"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "DS Family Law",
        "Loukas Law",
        "West Coast Legal",
        "Baily Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Leach Legal - Family Lawyers Perth",
        "Tang Law",
        "Elite Family Law - Subiaco",
        "Johnstone Crouse Lawyers",
        "Amicable Family Law",
        "MKI Legal",
        "KDK Family Law (Klimek Dass King)",
        "Richardson Family Law",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "Beacon Family Law",
        "WN Legal",
        "Bromfield Family Law",
        "FMD Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2026/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbmVYSTFiVFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NHTXplWE4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVuZzVjR05qGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oNFoyUmlPVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzeGFITnNlR2N4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2RuRnJZM28yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGVuZGplbTB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdkZk9UQXhaak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkcWJUZ3pkMk5mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBME9UUm5kekUzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadU5UQmlZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1YZzBZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMFlteG5abVp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d00ydzFjVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaWNIcDRZemgwGAo"
      ],
      "cited_domains": [
        "doylesguide.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-family_lawyer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A2",
      "prompt": "top family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "DS Family Law",
        "Loukas Law",
        "West Coast Legal",
        "Baily Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Elite Family Law - Subiaco",
        "Leach Legal - Family Lawyers Perth",
        "Tang Law",
        "Johnstone Crouse Lawyers",
        "Amicable Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Beacon Family Law",
        "Richardson Family Law",
        "MKI Legal",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "Bromfield Family Law",
        "WN Legal",
        "Doyle's Guide WA Family Law Rankings"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "DS Family Law",
        "Loukas Law",
        "West Coast Legal",
        "Baily Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Elite Family Law - Subiaco",
        "Leach Legal - Family Lawyers Perth",
        "Tang Law",
        "Johnstone Crouse Lawyers",
        "Amicable Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Beacon Family Law",
        "Richardson Family Law",
        "MKI Legal",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "Bromfield Family Law",
        "WN Legal",
        "Doyle's Guide WA Family Law Rankings"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "DS Family Law",
        "Loukas Law",
        "West Coast Legal",
        "Baily Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Elite Family Law - Subiaco",
        "Leach Legal - Family Lawyers Perth",
        "Tang Law",
        "Johnstone Crouse Lawyers",
        "Amicable Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Beacon Family Law",
        "Richardson Family Law",
        "MKI Legal",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "Bromfield Family Law",
        "WN Legal",
        "Doyle's Guide WA Family Law Rankings"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbmVYSTFiVFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NHTXplWE4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVuZzVjR05qGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzeGFITnNlR2N4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oNFoyUmlPVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2RuRnJZM28yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGVuZGplbTB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkcWJUZ3pkMk5mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1YZzBZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBME9UUm5kekUzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdkZk9UQXhaak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadU5UQmlZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d00ydzFjVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMFlteG5abVp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaWNIcDRZemgwGAo"
      ],
      "cited_domains": [
        "doylesguide.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-family_lawyer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A2",
      "prompt": "top family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "West Coast Legal",
        "Baily Family Law",
        "DS Family Law",
        "Loukas Law",
        "Leach Legal - Family Lawyers Perth",
        "Elite Family Law - Subiaco",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Bromfield Family Law",
        "Australian Family Lawyers - Perth",
        "Tang Law",
        "Beacon Family Law",
        "Amicable Family Law",
        "Martis Legal",
        "Johnstone Crouse Lawyers",
        "KDK Family Law (Klimek Dass King)",
        "Holden Barlow",
        "Kavanagh Family Lawyers"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "West Coast Legal",
        "Baily Family Law",
        "DS Family Law",
        "Loukas Law",
        "Leach Legal - Family Lawyers Perth",
        "Elite Family Law - Subiaco",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Bromfield Family Law",
        "Australian Family Lawyers - Perth",
        "Tang Law",
        "Beacon Family Law",
        "Amicable Family Law",
        "Martis Legal",
        "Johnstone Crouse Lawyers",
        "KDK Family Law (Klimek Dass King)",
        "Holden Barlow",
        "Kavanagh Family Lawyers"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "West Coast Legal",
        "Baily Family Law",
        "DS Family Law",
        "Loukas Law",
        "Leach Legal - Family Lawyers Perth",
        "Elite Family Law - Subiaco",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Bromfield Family Law",
        "Australian Family Lawyers - Perth",
        "Tang Law",
        "Beacon Family Law",
        "Amicable Family Law",
        "Martis Legal",
        "Johnstone Crouse Lawyers",
        "KDK Family Law (Klimek Dass King)",
        "Holden Barlow",
        "Kavanagh Family Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbmVYSTFiVFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NHTXplWE4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oNFoyUmlPVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzeGFITnNlR2N4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVuZzVjR05qGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d00ydzFjVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGdGJuRTBkRE13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1YZzBZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGVuZGplbTB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaWNIcDRZemgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMU9EYzBaakpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2RuRnJZM28yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkcWJUZ3pkMk5mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodE1ISmlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4Mk5EazNNQRgK"
      ],
      "cited_domains": [
        "doylesguide.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-family_lawyer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A2",
      "prompt": "top family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.loukaslaw.com.au/",
        "https://www.perthfamilylawyers.com/",
        "https://www.osullivandavies.com.au/",
        "https://leachlegal.com.au/",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/",
        "https://richardsonfamilylaw.com.au/",
        "https://balmorallegal.com.au/family-law-firm-perth/",
        "https://balmorallegal.com.au/"
      ],
      "cited_domains": [
        "loukaslaw.com.au",
        "perthfamilylawyers.com",
        "osullivandavies.com.au",
        "leachlegal.com.au",
        "doylesguide.com",
        "richardsonfamilylaw.com.au",
        "balmorallegal.com.au"
      ],
      "source_classes": [
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "richardsonfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "balmorallegal.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-family_lawyer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A2",
      "prompt": "top family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.loukaslaw.com.au/",
        "https://www.reddit.com/r/perth/comments/1rammx6/can_anyone_recommend_some_good_divorce_lawyers_in/",
        "https://www.perthfamilylawyers.com/",
        "https://www.osullivandavies.com.au/",
        "https://www.beaconfamilylaw.com.au/",
        "https://www.dsfamilylaw.com.au/",
        "https://leachlegal.com.au/",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/",
        "https://balmorallegal.com.au/"
      ],
      "cited_domains": [
        "loukaslaw.com.au",
        "reddit.com",
        "perthfamilylawyers.com",
        "osullivandavies.com.au",
        "beaconfamilylaw.com.au",
        "dsfamilylaw.com.au",
        "leachlegal.com.au",
        "doylesguide.com",
        "balmorallegal.com.au"
      ],
      "source_classes": [
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beaconfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dsfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "balmorallegal.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-family_lawyer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A2",
      "prompt": "top family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "O'Sullivan Davies",
        "Paterson & Dowding",
        "Highly Recommended Perth Family Law Firms"
      ],
      "brands_recommended": [
        "O'Sullivan Davies",
        "Paterson & Dowding",
        "Highly Recommended Perth Family Law Firms"
      ],
      "brand_order": [
        "O'Sullivan Davies",
        "Paterson & Dowding",
        "Highly Recommended Perth Family Law Firms"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1rammx6/can_anyone_recommend_some_good_divorce_lawyers_in/",
        "https://www.loukaslaw.com.au/",
        "https://www.perthfamilylawyers.com/",
        "https://www.osullivandavies.com.au/",
        "https://leachlegal.com.au/",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/"
      ],
      "cited_domains": [
        "reddit.com",
        "loukaslaw.com.au",
        "perthfamilylawyers.com",
        "osullivandavies.com.au",
        "leachlegal.com.au",
        "doylesguide.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-family_lawyer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A2",
      "prompt": "top family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Leach Legal - Family Lawyers Perth",
        "Kerr Fels Divorce & Family Lawyers",
        "HHG Legal Group | Perth",
        "DS Family Law",
        "Baily Family Law",
        "Amicable Family Law",
        "Recommended Perth family lawyers",
        "Leach Legal"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Leach Legal - Family Lawyers Perth",
        "Kerr Fels Divorce & Family Lawyers",
        "HHG Legal Group | Perth",
        "DS Family Law",
        "Baily Family Law",
        "Amicable Family Law",
        "Recommended Perth family lawyers",
        "Leach Legal"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Leach Legal - Family Lawyers Perth",
        "Kerr Fels Divorce & Family Lawyers",
        "HHG Legal Group | Perth",
        "DS Family Law",
        "Baily Family Law",
        "Amicable Family Law",
        "Recommended Perth family lawyers",
        "Leach Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://threebestrated.com.au/family-lawyers-in-perth-wa?utm_source=chatgpt.com",
        "https://lawsocietywa.asn.au/wp-content/uploads/2025/11/List-Family-Law-Accredited-Specialists-as-at-14-November-2025-1.pdf?utm_source=chatgpt.com",
        "https://justozz.com.au/best-family-lawyers-in-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "threebestrated.com.au",
        "lawsocietywa.asn.au",
        "justozz.com.au"
      ],
      "source_classes": [
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        },
        {
          "domain": "lawsocietywa.asn.au",
          "class": "third-party"
        },
        {
          "domain": "justozz.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-family_lawyer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A2",
      "prompt": "top family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Tang Law",
        "Baily Family Law",
        "West Coast Legal",
        "Claremont, WA, Australia",
        "Consent Orders",
        "Family Law",
        "Best Lawyers Australia",
        "KDK Family Law",
        "Australian Family Lawyers - Perth",
        "HHG Legal Group | Perth",
        "Perth Family Lawyers",
        "FS Legal Perth",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Holden Barlow",
        "Loukas Law",
        "Accredited Specialists in Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Tang Law",
        "Baily Family Law",
        "West Coast Legal",
        "Claremont, WA, Australia",
        "Consent Orders",
        "Family Law",
        "Best Lawyers Australia",
        "KDK Family Law",
        "Australian Family Lawyers - Perth",
        "HHG Legal Group | Perth",
        "Perth Family Lawyers",
        "FS Legal Perth",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Holden Barlow",
        "Loukas Law",
        "Accredited Specialists in Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Tang Law",
        "Baily Family Law",
        "West Coast Legal",
        "Claremont, WA, Australia",
        "Consent Orders",
        "Family Law",
        "Best Lawyers Australia",
        "KDK Family Law",
        "Australian Family Lawyers - Perth",
        "HHG Legal Group | Perth",
        "Perth Family Lawyers",
        "FS Legal Perth",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Holden Barlow",
        "Loukas Law",
        "Accredited Specialists in Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.familylaw.com.au/region/wa/perth/?utm_source=chatgpt.com",
        "https://www.bestlawyers.com/australia/perth/family-law?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "familylaw.com.au",
        "bestlawyers.com"
      ],
      "source_classes": [
        {
          "domain": "familylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestlawyers.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-family_lawyer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A2",
      "prompt": "top family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Tang Law",
        "Baily Family Law",
        "Consent Orders",
        "Loukas Law",
        "West Coast Legal",
        "Claremont, WA, Australia",
        "KDK Family Law",
        "Australian Family Lawyers - Perth",
        "HHG Legal Group | Perth",
        "Perth Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Holden Barlow",
        "Saharan Family & Criminal Lawyers",
        "Leach Legal"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Tang Law",
        "Baily Family Law",
        "Consent Orders",
        "Loukas Law",
        "West Coast Legal",
        "Claremont, WA, Australia",
        "KDK Family Law",
        "Australian Family Lawyers - Perth",
        "HHG Legal Group | Perth",
        "Perth Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Holden Barlow",
        "Saharan Family & Criminal Lawyers",
        "Leach Legal"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Tang Law",
        "Baily Family Law",
        "Consent Orders",
        "Loukas Law",
        "West Coast Legal",
        "Claremont, WA, Australia",
        "KDK Family Law",
        "Australian Family Lawyers - Perth",
        "HHG Legal Group | Perth",
        "Perth Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Holden Barlow",
        "Saharan Family & Criminal Lawyers",
        "Leach Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000?utm_source=chatgpt.com",
        "https://www.familylaw.com.au/region/wa/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "lawconnect.com",
        "familylaw.com.au"
      ],
      "source_classes": [
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "familylaw.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-family_lawyer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A2",
      "prompt": "top family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Kim Wilson & Co",
        "Leach Legal",
        "Perth Family Lawyers"
      ],
      "brands_recommended": [
        "Kim Wilson & Co",
        "Leach Legal",
        "Perth Family Lawyers"
      ],
      "brand_order": [
        "Kim Wilson & Co",
        "Leach Legal",
        "Perth Family Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000#:~:text=Their%20experienced%20team%20understands%20the%20financial%20pressures,to%20Perth%20clients%20navigating%20complex%20family%20matters.",
        "https://www.kimwilson.com.au/#:~:text=Family%20%26%20Divorce%20Lawyers%20in%20Subiaco%2C%20Perth,provide%20tailored%20Family%20Law%20and%20Divorce%20expertise.",
        "https://www.kimwilson.com.au/#:~:text=For%20your%20Property%20and%20Financial%20Settlement%2C%20and,to%20represent%20you%20and%20efficiently%20reach%20outcomes.",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://kerrfels.com.au/#:~:text=Consistently%20recognised%20as%20a%20Leading%20Family%20Law,Perth%20CBD%2C%20our%20team%20delivers%20excellent%20results.",
        "https://www.patersondowding.com.au/#:~:text=Paterson%20%26%20Dowding%20Family%20Lawyers.%20CALL%2008,regarded%20Family%20Law%20firms%20in%20Western%20Australia.",
        "https://leachlegal.com.au/#:~:text=We%20are%20Leach%20Legal.%20Family%20lawyers%20in,supporting%20you%20every%20step%20of%20the%20way.",
        "https://www.perthfamilylawyers.com/#:~:text=*%20Perth%20Family%20Lawyers%20are%20able%20to,advice%20in%20the%20area%20of%20child%20protection."
      ],
      "cited_domains": [
        "lawconnect.com",
        "kimwilson.com.au",
        "kerrfels.com.au",
        "patersondowding.com.au",
        "leachlegal.com.au",
        "perthfamilylawyers.com"
      ],
      "source_classes": [
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-family_lawyer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A2",
      "prompt": "top family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Kim Wilson & Co",
        "Kerr Fels Divorce & Family Lawyers",
        "Paterson & Dowding Family Lawyers",
        "Leach Legal",
        "Perth Family Lawyers"
      ],
      "brands_recommended": [
        "Kim Wilson & Co",
        "Kerr Fels Divorce & Family Lawyers",
        "Paterson & Dowding Family Lawyers",
        "Leach Legal",
        "Perth Family Lawyers"
      ],
      "brand_order": [
        "Kim Wilson & Co",
        "Kerr Fels Divorce & Family Lawyers",
        "Paterson & Dowding Family Lawyers",
        "Leach Legal",
        "Perth Family Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://kerrfels.com.au/#:~:text=Articles%20*%20Partial%20Property%20Settlement.%20*%20Superannuation,Orders.%20*%20De-Facto%20Relationships.%20Surrogacy%20and%20Adoption.",
        "https://www.kimwilson.com.au/",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://www.patersondowding.com.au/#:~:text=Paterson%20%26%20Dowding%20Family%20Lawyers.%20CALL%2008,regarded%20Family%20Law%20firms%20in%20Western%20Australia.",
        "https://leachlegal.com.au/#:~:text=We%20are%20Leach%20Legal.%20Family%20lawyers%20in,supporting%20you%20every%20step%20of%20the%20way.",
        "https://www.perthfamilylawyers.com/#:~:text=*%20Perth%20Family%20Lawyers%20are%20able%20to,advice%20in%20the%20area%20of%20child%20protection."
      ],
      "cited_domains": [
        "kerrfels.com.au",
        "kimwilson.com.au",
        "patersondowding.com.au",
        "leachlegal.com.au",
        "perthfamilylawyers.com"
      ],
      "source_classes": [
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        },
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-family_lawyer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A2",
      "prompt": "top family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000#:~:text=As%20an%20Approved%20Quality%20Practice%2C%20the%20firm,negotiation%20and%20mediation%20over%20costly%20court%20proceedings.",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/",
        "https://www.patersondowding.com.au/#:~:text=Paterson%20%26%20Dowding%20Family%20Lawyers.%20CALL%2008,regarded%20Family%20Law%20firms%20in%20Western%20Australia.",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://www.kimwilson.com.au/#:~:text=Family%20%26%20Divorce%20Lawyers%20in%20Subiaco%2C%20Perth,provide%20tailored%20Family%20Law%20and%20Divorce%20expertise.",
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000#:~:text=As%20an%20Approved%20Quality%20Practice%2C%20the%20firm,negotiation%20and%20mediation%20over%20costly%20court%20proceedings."
      ],
      "cited_domains": [
        "lawconnect.com",
        "doylesguide.com",
        "patersondowding.com.au",
        "kerrfels.com.au",
        "kimwilson.com.au"
      ],
      "source_classes": [
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-family_lawyer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A3",
      "prompt": "recommended family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "Perth Family Lawyers",
        "DS Family Law",
        "West Coast Legal",
        "Baily Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Elite Family Law - Subiaco",
        "Tang Law",
        "KDK Family Law (Klimek Dass King)",
        "Leach Legal - Family Lawyers Perth",
        "Amicable Family Law",
        "Johnstone Crouse Lawyers",
        "Beacon Family Law",
        "Bromfield Family Law",
        "Fourlion Legal",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "Podmore Legal",
        "Perrella Legal",
        "TASIC Legal | Criminal Defence & Restraining Order Lawyers"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "Perth Family Lawyers",
        "DS Family Law",
        "West Coast Legal",
        "Baily Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Elite Family Law - Subiaco",
        "Tang Law",
        "KDK Family Law (Klimek Dass King)",
        "Leach Legal - Family Lawyers Perth",
        "Amicable Family Law",
        "Johnstone Crouse Lawyers",
        "Beacon Family Law",
        "Bromfield Family Law",
        "Fourlion Legal",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "Podmore Legal",
        "Perrella Legal",
        "TASIC Legal | Criminal Defence & Restraining Order Lawyers"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "Perth Family Lawyers",
        "DS Family Law",
        "West Coast Legal",
        "Baily Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Elite Family Law - Subiaco",
        "Tang Law",
        "KDK Family Law (Klimek Dass King)",
        "Leach Legal - Family Lawyers Perth",
        "Amicable Family Law",
        "Johnstone Crouse Lawyers",
        "Beacon Family Law",
        "Bromfield Family Law",
        "Fourlion Legal",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "Podmore Legal",
        "Perrella Legal",
        "TASIC Legal | Criminal Defence & Restraining Order Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbmVYSTFiVFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NHTXplWE4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVuZzVjR05qGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzeGFITnNlR2N4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkcWJUZ3pkMk5mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oNFoyUmlPVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGVuZGplbTB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2RuRnJZM28yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1YZzBZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d00ydzFjVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdGNWODVkekZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadU5UQmlZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhobWF6ZGljMnQzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJJME5EbHhiZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKc2FtMHhhMnc0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-family_lawyer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A3",
      "prompt": "recommended family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "DS Family Law",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Baily Family Law",
        "Elite Family Law - Subiaco",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Leach Legal - Family Lawyers Perth",
        "Tang Law",
        "Amicable Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Bromfield Family Law",
        "Johnstone Crouse Lawyers",
        "Martis Legal",
        "Richardson Family Law",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "MKI Legal",
        "Fourlion Legal",
        "WN Legal",
        "Beacon Family Law",
        "Perrella Legal",
        "Holden Barlow",
        "D'Angelo Legal",
        "Tips for Choosing the Right Lawyer"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "DS Family Law",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Baily Family Law",
        "Elite Family Law - Subiaco",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Leach Legal - Family Lawyers Perth",
        "Tang Law",
        "Amicable Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Bromfield Family Law",
        "Johnstone Crouse Lawyers",
        "Martis Legal",
        "Richardson Family Law",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "MKI Legal",
        "Fourlion Legal",
        "WN Legal",
        "Beacon Family Law",
        "Perrella Legal",
        "Holden Barlow",
        "D'Angelo Legal",
        "Tips for Choosing the Right Lawyer"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "DS Family Law",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Baily Family Law",
        "Elite Family Law - Subiaco",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Leach Legal - Family Lawyers Perth",
        "Tang Law",
        "Amicable Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Bromfield Family Law",
        "Johnstone Crouse Lawyers",
        "Martis Legal",
        "Richardson Family Law",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "MKI Legal",
        "Fourlion Legal",
        "WN Legal",
        "Beacon Family Law",
        "Perrella Legal",
        "Holden Barlow",
        "D'Angelo Legal",
        "Tips for Choosing the Right Lawyer"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbmVYSTFiVFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NHTXplWE4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzeGFITnNlR2N4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVuZzVjR05qGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oNFoyUmlPVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGVuZGplbTB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkcWJUZ3pkMk5mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d00ydzFjVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2RuRnJZM28yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMU9EYzBaakpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBME9UUm5kekUzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadU5UQmlZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdkZk9UQXhaak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdGNWODVkekZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMFlteG5abVp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1YZzBZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJJME5EbHhiZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodE1ISmlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhBMmJIZzJkZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-family_lawyer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A3",
      "prompt": "recommended family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "DS Family Law",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Baily Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Elite Family Law - Subiaco",
        "KDK Family Law (Klimek Dass King)",
        "Tang Law",
        "Leach Legal - Family Lawyers Perth",
        "Richardson Family Law",
        "Amicable Family Law",
        "Johnstone Crouse Lawyers",
        "Bromfield Family Law",
        "Beacon Family Law",
        "Martis Legal",
        "Fourlion Legal",
        "Clairs Keeley Lawyers"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "DS Family Law",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Baily Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Elite Family Law - Subiaco",
        "KDK Family Law (Klimek Dass King)",
        "Tang Law",
        "Leach Legal - Family Lawyers Perth",
        "Richardson Family Law",
        "Amicable Family Law",
        "Johnstone Crouse Lawyers",
        "Bromfield Family Law",
        "Beacon Family Law",
        "Martis Legal",
        "Fourlion Legal",
        "Clairs Keeley Lawyers"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "DS Family Law",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Baily Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Elite Family Law - Subiaco",
        "KDK Family Law (Klimek Dass King)",
        "Tang Law",
        "Leach Legal - Family Lawyers Perth",
        "Richardson Family Law",
        "Amicable Family Law",
        "Johnstone Crouse Lawyers",
        "Bromfield Family Law",
        "Beacon Family Law",
        "Martis Legal",
        "Fourlion Legal",
        "Clairs Keeley Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbmVYSTFiVFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NHTXplWE4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVuZzVjR05qGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzeGFITnNlR2N4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkcWJUZ3pkMk5mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oNFoyUmlPVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBME9UUm5kekUzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGVuZGplbTB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2RuRnJZM28yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d00ydzFjVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1YZzBZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMU9EYzBaakpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdGNWODVkekZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaWNIcDRZemgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4bWN6Vm1iZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-family_lawyer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A3",
      "prompt": "recommended family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "West Coast Legal",
        "Hickman Family Lawyers Perth",
        "Recommended Family Law Firms in Perth"
      ],
      "brands_recommended": [
        "West Coast Legal",
        "Hickman Family Lawyers Perth",
        "Recommended Family Law Firms in Perth"
      ],
      "brand_order": [
        "West Coast Legal",
        "Hickman Family Lawyers Perth",
        "Recommended Family Law Firms in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.beaconfamilylaw.com.au/",
        "https://www.osullivandavies.com.au/",
        "https://hickmanfamilylawyers.com.au/",
        "https://leachlegal.com.au/",
        "https://www.westcoastlegal.com.au/"
      ],
      "cited_domains": [
        "beaconfamilylaw.com.au",
        "osullivandavies.com.au",
        "hickmanfamilylawyers.com.au",
        "leachlegal.com.au",
        "westcoastlegal.com.au"
      ],
      "source_classes": [
        {
          "domain": "beaconfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hickmanfamilylawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoastlegal.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-family_lawyer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A3",
      "prompt": "recommended family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-family_lawyer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A3",
      "prompt": "recommended family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-family_lawyer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A3",
      "prompt": "recommended family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "West Coast Legal",
        "Baily Family Law",
        "Fourlion Legal",
        "Amicable Family Law",
        "Perth Family Lawyers",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "West Coast Legal",
        "Baily Family Law",
        "Fourlion Legal",
        "Amicable Family Law",
        "Perth Family Lawyers",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "West Coast Legal",
        "Baily Family Law",
        "Fourlion Legal",
        "Amicable Family Law",
        "Perth Family Lawyers",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-family-lawyers-169009454196141?utm_source=chatgpt.com",
        "https://www.bestlawyers.com/australia/perth/family-law?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/family-lawyer?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/west-perth/family-lawyer?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/solicitor?utm_source=chatgpt.com",
        "https://www.familylaw.com.au/region/wa/perth/?utm_source=chatgpt.com",
        "https://au.trustpilot.com/review/familylawyersperthwa.com.au?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/hickman-family-lawyers-perth-168821324960089?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/legal-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://justozz.com.au/best-family-lawyers-in-perth/?utm_source=chatgpt.com",
        "https://www.fivefantasticlawyers.com/family-divorce/australia/perth-western-australia?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "lawconnect.com",
        "reviews.birdeye.com",
        "bestlawyers.com",
        "wordofmouth.com.au",
        "familylaw.com.au",
        "au.trustpilot.com",
        "productreview.com.au",
        "justozz.com.au",
        "fivefantasticlawyers.com"
      ],
      "source_classes": [
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "bestlawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "familylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "au.trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "justozz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fivefantasticlawyers.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-family_lawyer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A3",
      "prompt": "recommended family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "Baily Family Law",
        "West Coast Legal",
        "Consent Orders",
        "Australian Family Lawyers - Perth",
        "Perth Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Meillon & Bright Family Lawyers Fremantle",
        "Elite Family Law - Subiaco",
        "Beacon Family Law",
        "Holden Barlow",
        "KDK Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers",
        "Elite Family Law"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "Baily Family Law",
        "West Coast Legal",
        "Consent Orders",
        "Australian Family Lawyers - Perth",
        "Perth Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Meillon & Bright Family Lawyers Fremantle",
        "Elite Family Law - Subiaco",
        "Beacon Family Law",
        "Holden Barlow",
        "KDK Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers",
        "Elite Family Law"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "Baily Family Law",
        "West Coast Legal",
        "Consent Orders",
        "Australian Family Lawyers - Perth",
        "Perth Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Meillon & Bright Family Lawyers Fremantle",
        "Elite Family Law - Subiaco",
        "Beacon Family Law",
        "Holden Barlow",
        "KDK Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers",
        "Elite Family Law"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000?utm_source=chatgpt.com",
        "https://threebestrated.com.au/family-lawyers-in-perth-wa?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "lawconnect.com",
        "threebestrated.com.au"
      ],
      "source_classes": [
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-family_lawyer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A3",
      "prompt": "recommended family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Consent Orders",
        "West Coast Legal",
        "Loukas Law",
        "DS Family Law",
        "Law Society WA",
        "Five Fantastic Lawyers® (FFL)",
        "Australian Family Lawyers - Perth",
        "Perth Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "Meillon & Bright Family Lawyers Fremantle",
        "Beacon Family Law",
        "Holden Barlow",
        "Kerr Fels Divorce & Family Lawyers",
        "KDK Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Consent Orders",
        "West Coast Legal",
        "Loukas Law",
        "DS Family Law",
        "Law Society WA",
        "Five Fantastic Lawyers® (FFL)",
        "Australian Family Lawyers - Perth",
        "Perth Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "Meillon & Bright Family Lawyers Fremantle",
        "Beacon Family Law",
        "Holden Barlow",
        "Kerr Fels Divorce & Family Lawyers",
        "KDK Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Consent Orders",
        "West Coast Legal",
        "Loukas Law",
        "DS Family Law",
        "Law Society WA",
        "Five Fantastic Lawyers® (FFL)",
        "Australian Family Lawyers - Perth",
        "Perth Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "Meillon & Bright Family Lawyers Fremantle",
        "Beacon Family Law",
        "Holden Barlow",
        "Kerr Fels Divorce & Family Lawyers",
        "KDK Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://lawsocietywa.asn.au/wp-content/uploads/2026/02/List-Family-Law-Accredited-Specialists-as-at-14-November-2025-1.pdf?utm_source=chatgpt.com",
        "https://www.fivefantasticlawyers.com/family-divorce/australia/perth-western-australia?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "lawsocietywa.asn.au",
        "fivefantasticlawyers.com"
      ],
      "source_classes": [
        {
          "domain": "lawsocietywa.asn.au",
          "class": "brand-source"
        },
        {
          "domain": "fivefantasticlawyers.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-family_lawyer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A3",
      "prompt": "recommended family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Kerr Fels Divorce & Family Lawyers",
        "Leach Legal",
        "Perth Family Lawyers"
      ],
      "brands_recommended": [
        "Kerr Fels Divorce & Family Lawyers",
        "Leach Legal",
        "Perth Family Lawyers"
      ],
      "brand_order": [
        "Kerr Fels Divorce & Family Lawyers",
        "Leach Legal",
        "Perth Family Lawyers"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-family_lawyer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A3",
      "prompt": "recommended family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Kim Wilson & Co",
        "Kerr Fels Divorce & Family Lawyers",
        "Hickman Family Lawyers Perth",
        "Offers comprehensive handling of property settlements"
      ],
      "brands_recommended": [
        "Kim Wilson & Co",
        "Kerr Fels Divorce & Family Lawyers",
        "Hickman Family Lawyers Perth",
        "Offers comprehensive handling of property settlements"
      ],
      "brand_order": [
        "Kim Wilson & Co",
        "Kerr Fels Divorce & Family Lawyers",
        "Hickman Family Lawyers Perth",
        "Offers comprehensive handling of property settlements"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-family_lawyer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A3",
      "prompt": "recommended family lawyer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Kim Wilson & Co",
        "Paterson & Dowding Family Lawyers",
        "Kerr Fels Divorce & Family Lawyers",
        "Leach Legal",
        "Leading Family Law Firms in Perth"
      ],
      "brands_recommended": [
        "Kim Wilson & Co",
        "Paterson & Dowding Family Lawyers",
        "Kerr Fels Divorce & Family Lawyers",
        "Leach Legal",
        "Leading Family Law Firms in Perth"
      ],
      "brand_order": [
        "Kim Wilson & Co",
        "Paterson & Dowding Family Lawyers",
        "Kerr Fels Divorce & Family Lawyers",
        "Leach Legal",
        "Leading Family Law Firms in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.kimwilson.com.au/",
        "https://www.kimwilson.com.au/#:~:text=For%20your%20Property%20and%20Financial%20Settlement%2C%20and,to%20represent%20you%20and%20efficiently%20reach%20outcomes.",
        "https://www.kimwilson.com.au/#:~:text=For%20your%20Property%20and%20Financial%20Settlement%2C%20and,to%20represent%20you%20and%20efficiently%20reach%20outcomes.",
        "https://www.patersondowding.com.au/#:~:text=Please%20choose%20your%20preferred%20location%20below.%20*,(upstairs)%2021-23%20Sholl%20Street%20Mandurah%20WA%206210.",
        "https://www.patersondowding.com.au/#:~:text=Get%20expert%20legal%20advice%20from%20the%20longest,Western%20Australia%2C%20The%20Honourable%20Peter%20Dowding%20SC.",
        "https://www.patersondowding.com.au/#:~:text=Our%20aim%20is%20to%20minimise%20the%20fallout,agreement%20without%20having%20to%20go%20to%20Court.",
        "https://kerrfels.com.au/#:~:text=Consistently%20recognised%20as%20a%20Leading%20Family%20Law,Perth%20CBD%2C%20our%20team%20delivers%20excellent%20results.",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://kerrfels.com.au/#:~:text=Consistently%20recognised%20as%20a%20Leading%20Family%20Law,Perth%20CBD%2C%20our%20team%20delivers%20excellent%20results.",
        "https://leachlegal.com.au/#:~:text=We%20are%20Leach%20Legal.%20Family%20lawyers%20in,supporting%20you%20every%20step%20of%20the%20way.",
        "https://leachlegal.com.au/#:~:text=Leach%20Legal%20is%20known%20for%20our%20strategic%2C,otherwise%20be%20a%20complex%20and%20time-consuming%20process.",
        "https://www.kimwilson.com.au/#:~:text=Family%20%26%20Divorce%20Lawyers%20in%20Subiaco%2C%20Perth,provide%20tailored%20Family%20Law%20and%20Divorce%20expertise.",
        "https://www.patersondowding.com.au/#:~:text=Paterson%20%26%20Dowding%20Family%20Lawyers.%20CALL%2008,regarded%20Family%20Law%20firms%20in%20Western%20Australia."
      ],
      "cited_domains": [
        "kimwilson.com.au",
        "patersondowding.com.au",
        "kerrfels.com.au",
        "leachlegal.com.au"
      ],
      "source_classes": [
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        },
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-family_lawyer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A4",
      "prompt": "who is the best family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Bromfield Family Law",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Loukas Law",
        "Tang Law",
        "DS Family Law",
        "Elite Family Law - Subiaco",
        "Amicable Family Law",
        "Leach Legal - Family Lawyers Perth",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Martis Legal",
        "Johnstone Crouse Lawyers",
        "Richardson Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "WN Legal",
        "Fourlion Legal",
        "Beacon Family Law",
        "Holden Barlow",
        "Perrella Legal"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Bromfield Family Law",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Loukas Law",
        "Tang Law",
        "DS Family Law",
        "Elite Family Law - Subiaco",
        "Amicable Family Law",
        "Leach Legal - Family Lawyers Perth",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Martis Legal",
        "Johnstone Crouse Lawyers",
        "Richardson Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "WN Legal",
        "Fourlion Legal",
        "Beacon Family Law",
        "Holden Barlow",
        "Perrella Legal"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Bromfield Family Law",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Loukas Law",
        "Tang Law",
        "DS Family Law",
        "Elite Family Law - Subiaco",
        "Amicable Family Law",
        "Leach Legal - Family Lawyers Perth",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Martis Legal",
        "Johnstone Crouse Lawyers",
        "Richardson Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "WN Legal",
        "Fourlion Legal",
        "Beacon Family Law",
        "Holden Barlow",
        "Perrella Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NHTXplWE4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d00ydzFjVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbmVYSTFiVFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzeGFITnNlR2N4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGVuZGplbTB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oNFoyUmlPVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVuZzVjR05qGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMU9EYzBaakpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaWNIcDRZemgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2RuRnJZM28yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBME9UUm5kekUzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkcWJUZ3pkMk5mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadU5UQmlZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMFlteG5abVp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdGNWODVkekZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1YZzBZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodE1ISmlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJJME5EbHhiZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-family_lawyer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A4",
      "prompt": "who is the best family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Leach Legal - Family Lawyers Perth",
        "Loukas Law",
        "Perth Family Lawyers"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Leach Legal - Family Lawyers Perth",
        "Loukas Law",
        "Perth Family Lawyers"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Leach Legal - Family Lawyers Perth",
        "Loukas Law",
        "Perth Family Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.loukaslaw.com.au/",
        "https://www.osullivandavies.com.au/",
        "https://leachlegal.com.au/",
        "https://www.perthfamilylawyers.com/",
        "https://hickmanfamilylawyers.com.au/"
      ],
      "cited_domains": [
        "loukaslaw.com.au",
        "osullivandavies.com.au",
        "leachlegal.com.au",
        "perthfamilylawyers.com",
        "hickmanfamilylawyers.com.au"
      ],
      "source_classes": [
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "hickmanfamilylawyers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-family_lawyer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A4",
      "prompt": "who is the best family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Loukas Law",
        "West Coast Legal",
        "Tang Law",
        "Perth Family Lawyers",
        "Elite Family Law - Subiaco",
        "DS Family Law",
        "Bromfield Family Law",
        "Amicable Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Johnstone Crouse Lawyers",
        "Perrella Legal",
        "Leach Legal - Family Lawyers Perth",
        "Fourlion Legal",
        "WN Legal",
        "Richardson Family Law",
        "Martis Legal",
        "Buenaventura Law",
        "Australian Family Lawyers - Perth",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Loukas Law",
        "West Coast Legal",
        "Tang Law",
        "Perth Family Lawyers",
        "Elite Family Law - Subiaco",
        "DS Family Law",
        "Bromfield Family Law",
        "Amicable Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Johnstone Crouse Lawyers",
        "Perrella Legal",
        "Leach Legal - Family Lawyers Perth",
        "Fourlion Legal",
        "WN Legal",
        "Richardson Family Law",
        "Martis Legal",
        "Buenaventura Law",
        "Australian Family Lawyers - Perth",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Loukas Law",
        "West Coast Legal",
        "Tang Law",
        "Perth Family Lawyers",
        "Elite Family Law - Subiaco",
        "DS Family Law",
        "Bromfield Family Law",
        "Amicable Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Johnstone Crouse Lawyers",
        "Perrella Legal",
        "Leach Legal - Family Lawyers Perth",
        "Fourlion Legal",
        "WN Legal",
        "Richardson Family Law",
        "Martis Legal",
        "Buenaventura Law",
        "Australian Family Lawyers - Perth",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NHTXplWE4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbmVYSTFiVFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzeGFITnNlR2N4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d00ydzFjVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGVuZGplbTB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkcWJUZ3pkMk5mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVuZzVjR05qGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2RuRnJZM28yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJJME5EbHhiZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oNFoyUmlPVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdGNWODVkekZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMFlteG5abVp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBME9UUm5kekUzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMU9EYzBaakpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwNk9HWXlhbUkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGdGJuRTBkRE13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadU5UQmlZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaWNIcDRZemgwGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-family_lawyer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A4",
      "prompt": "who is the best family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.loukaslaw.com.au/",
        "https://www.perthfamilylawyers.com/",
        "https://www.osullivandavies.com.au/",
        "https://leachlegal.com.au/",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/",
        "https://richardsonfamilylaw.com.au/",
        "https://balmorallegal.com.au/family-law-firm-perth/",
        "https://balmorallegal.com.au/"
      ],
      "cited_domains": [
        "loukaslaw.com.au",
        "perthfamilylawyers.com",
        "osullivandavies.com.au",
        "leachlegal.com.au",
        "doylesguide.com",
        "richardsonfamilylaw.com.au",
        "balmorallegal.com.au"
      ],
      "source_classes": [
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "richardsonfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "balmorallegal.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-family_lawyer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A4",
      "prompt": "who is the best family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.loukaslaw.com.au/",
        "https://www.reddit.com/r/perth/comments/1rammx6/can_anyone_recommend_some_good_divorce_lawyers_in/",
        "https://www.perthfamilylawyers.com/",
        "https://www.osullivandavies.com.au/",
        "https://www.beaconfamilylaw.com.au/",
        "https://www.dsfamilylaw.com.au/",
        "https://leachlegal.com.au/",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/",
        "https://balmorallegal.com.au/"
      ],
      "cited_domains": [
        "loukaslaw.com.au",
        "reddit.com",
        "perthfamilylawyers.com",
        "osullivandavies.com.au",
        "beaconfamilylaw.com.au",
        "dsfamilylaw.com.au",
        "leachlegal.com.au",
        "doylesguide.com",
        "balmorallegal.com.au"
      ],
      "source_classes": [
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beaconfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dsfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "balmorallegal.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-family_lawyer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A4",
      "prompt": "who is the best family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "O'Sullivan Davies",
        "Paterson & Dowding",
        "Highly Recommended Perth Family Law Firms"
      ],
      "brands_recommended": [
        "O'Sullivan Davies",
        "Paterson & Dowding",
        "Highly Recommended Perth Family Law Firms"
      ],
      "brand_order": [
        "O'Sullivan Davies",
        "Paterson & Dowding",
        "Highly Recommended Perth Family Law Firms"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1rammx6/can_anyone_recommend_some_good_divorce_lawyers_in/",
        "https://www.loukaslaw.com.au/",
        "https://www.perthfamilylawyers.com/",
        "https://www.osullivandavies.com.au/",
        "https://leachlegal.com.au/",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/"
      ],
      "cited_domains": [
        "reddit.com",
        "loukaslaw.com.au",
        "perthfamilylawyers.com",
        "osullivandavies.com.au",
        "leachlegal.com.au",
        "doylesguide.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-family_lawyer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A4",
      "prompt": "who is the best family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Tang Law",
        "Leach Legal - Family Lawyers Perth",
        "Best Lawyers Australia",
        "Best Law Firms",
        "Kerr Fels Divorce & Family Lawyers",
        "Perth Family Lawyers",
        "Kavanagh Family Lawyers",
        "Australian Family Lawyers - Perth",
        "Dimond Family Lawyers Perth",
        "FS Legal Perth",
        "Bromfield Family Law",
        "DS Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Tang Law",
        "Leach Legal - Family Lawyers Perth",
        "Best Lawyers Australia",
        "Best Law Firms",
        "Kerr Fels Divorce & Family Lawyers",
        "Perth Family Lawyers",
        "Kavanagh Family Lawyers",
        "Australian Family Lawyers - Perth",
        "Dimond Family Lawyers Perth",
        "FS Legal Perth",
        "Bromfield Family Law",
        "DS Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Tang Law",
        "Leach Legal - Family Lawyers Perth",
        "Best Lawyers Australia",
        "Best Law Firms",
        "Kerr Fels Divorce & Family Lawyers",
        "Perth Family Lawyers",
        "Kavanagh Family Lawyers",
        "Australian Family Lawyers - Perth",
        "Dimond Family Lawyers Perth",
        "FS Legal Perth",
        "Bromfield Family Law",
        "DS Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.bestlawyers.com/australia/perth/family-law?utm_source=chatgpt.com",
        "https://www.bestlawfirms.com/australia/family-law?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestlawyers.com",
        "bestlawfirms.com"
      ],
      "source_classes": [
        {
          "domain": "bestlawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "bestlawfirms.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-family_lawyer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A4",
      "prompt": "who is the best family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Richardson Family Law",
        "Baily Family Law",
        "Best Law Firms",
        "Law Society WA",
        "Perth Family Lawyers",
        "Amicable Family Law",
        "Australian Family Lawyers - Perth",
        "FS Legal Perth",
        "Balmoral Legal",
        "Clairs Keeley Lawyers",
        "Tang Law",
        "Holden Barlow",
        "Leach Legal - Family Lawyers Perth",
        "Kerr Fels Divorce & Family Lawyers",
        "Accredited Family Law Specialists",
        "Klimek & Wijay Family Lawyers",
        "Saharan Family & Criminal Lawyers",
        "Leach Legal"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Richardson Family Law",
        "Baily Family Law",
        "Best Law Firms",
        "Law Society WA",
        "Perth Family Lawyers",
        "Amicable Family Law",
        "Australian Family Lawyers - Perth",
        "FS Legal Perth",
        "Balmoral Legal",
        "Clairs Keeley Lawyers",
        "Tang Law",
        "Holden Barlow",
        "Leach Legal - Family Lawyers Perth",
        "Kerr Fels Divorce & Family Lawyers",
        "Accredited Family Law Specialists",
        "Klimek & Wijay Family Lawyers",
        "Saharan Family & Criminal Lawyers",
        "Leach Legal"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Richardson Family Law",
        "Baily Family Law",
        "Best Law Firms",
        "Law Society WA",
        "Perth Family Lawyers",
        "Amicable Family Law",
        "Australian Family Lawyers - Perth",
        "FS Legal Perth",
        "Balmoral Legal",
        "Clairs Keeley Lawyers",
        "Tang Law",
        "Holden Barlow",
        "Leach Legal - Family Lawyers Perth",
        "Kerr Fels Divorce & Family Lawyers",
        "Accredited Family Law Specialists",
        "Klimek & Wijay Family Lawyers",
        "Saharan Family & Criminal Lawyers",
        "Leach Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2026/?utm_source=chatgpt.com",
        "https://www.bestlawfirms.com/australia/family-law/perth?utm_source=chatgpt.com",
        "https://kerrfels.com.au/?utm_source=chatgpt.com",
        "https://lawsocietywa.asn.au/wp-content/uploads/2026/02/List-Family-Law-Accredited-Specialists-as-at-14-November-2025-1.pdf?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "doylesguide.com",
        "bestlawfirms.com",
        "kerrfels.com.au",
        "lawsocietywa.asn.au"
      ],
      "source_classes": [
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "bestlawfirms.com",
          "class": "brand-source"
        },
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawsocietywa.asn.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-family_lawyer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A4",
      "prompt": "who is the best family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Loukas Law",
        "Claremont, WA, Australia",
        "KDK Family Law",
        "Accredited Specialists in Family Law"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Loukas Law",
        "Claremont, WA, Australia",
        "KDK Family Law",
        "Accredited Specialists in Family Law"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Loukas Law",
        "Claremont, WA, Australia",
        "KDK Family Law",
        "Accredited Specialists in Family Law"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.familylaw.com.au/region/wa/perth/?utm_source=chatgpt.com",
        "https://www.normans.com.au/news/2026-doyles-listing-family-law?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/family-lawyer?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/solicitor?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/west-perth/family-lawyer?utm_source=chatgpt.com",
        "https://www.bestlawyers.com/australia/perth/family-law?utm_source=chatgpt.com",
        "https://www.bestlawyers.com/firms/doyle-s-family-law-mediation/99936/AU?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-family-lawyers-169009454196141?utm_source=chatgpt.com",
        "https://www.stephaniebaxter.com.au/celebration?utm_source=chatgpt.com",
        "https://landers.com.au/legal-insights-news/doyles-guide-2026-names-Lander-and-Rogers-as-Australias-top-tier-family-law-practice?utm_source=chatgpt.com",
        "https://www.holmeslist.com.au/news/doyles-family-law-guide-australia-2026/?utm_source=chatgpt.com",
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000?utm_source=chatgpt.com",
        "https://doylesguide.com/category/wa/page/6/?utm_source=chatgpt.com",
        "https://doylesguide.com/category/wa/page/7/?print=print-search&utm_source=chatgpt.com",
        "https://doylesguide.com/leading-family-divorce-lawyers-western-australia-2026/?utm_source=chatgpt.com",
        "https://comparedivorcelawyers.com.au/parenting-lawyer-perth/?utm_source=chatgpt.com",
        "https://www.linkedin.com/posts/stewart-family-law_we-are-so-grateful-to-again-feature-across-activity-7393904883193729024-oR_I?utm_source=chatgpt.com",
        "https://www.linkedin.com/posts/shelley-o-connell-5b64a526_home-2026-doyles-guide-activity-7391631691167064065-ESde?utm_source=chatgpt.com",
        "https://www.mondaq.com/pressrelease/184374/doyles-guide-2026-family-law?utm_source=chatgpt.com",
        "https://bnlaw.com.au/knowledge-hub/news/doyles-guide-2026-family-law?utm_source=chatgpt.com",
        "https://www.top10lawyers.com.au/family-lawyer-perth/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/legal-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://au.trustpilot.com/review/familylawyersperthwa.com.au?utm_source=chatgpt.com",
        "https://www.bark.com/en/au/family-lawyers/western-australia/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "familylaw.com.au",
        "normans.com.au",
        "wordofmouth.com.au",
        "bestlawyers.com",
        "reviews.birdeye.com",
        "stephaniebaxter.com.au",
        "landers.com.au",
        "holmeslist.com.au",
        "lawconnect.com",
        "doylesguide.com",
        "comparedivorcelawyers.com.au",
        "linkedin.com",
        "mondaq.com",
        "bnlaw.com.au",
        "top10lawyers.com.au",
        "productreview.com.au",
        "au.trustpilot.com",
        "bark.com"
      ],
      "source_classes": [
        {
          "domain": "familylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "normans.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "bestlawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "stephaniebaxter.com.au",
          "class": "brand-source"
        },
        {
          "domain": "landers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "holmeslist.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "comparedivorcelawyers.com.au",
          "class": "directory"
        },
        {
          "domain": "linkedin.com",
          "class": "ugc"
        },
        {
          "domain": "mondaq.com",
          "class": "third-party"
        },
        {
          "domain": "bnlaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10lawyers.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "au.trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "bark.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-family_lawyer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A4",
      "prompt": "who is the best family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-family_lawyer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A4",
      "prompt": "who is the best family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://kerrfels.com.au/#:~:text=Consistently%20recognised%20as%20a%20Leading%20Family%20Law,Perth%20CBD%2C%20our%20team%20delivers%20excellent%20results.",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/",
        "https://www.kimwilson.com.au/#:~:text=We%20are%20the%20only%20Family%20Lawyers%20in,to%20provide%20you%20with%20confidential%2C%20quality%20advice.",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://leachlegal.com.au/#:~:text=Leach%20Legal%20is%20known%20for%20our%20strategic%2C,otherwise%20be%20a%20complex%20and%20time-consuming%20process.",
        "https://www.patersondowding.com.au/#:~:text=Paterson%20%26%20Dowding%20Family%20Lawyers.%20CALL%2008,regarded%20Family%20Law%20firms%20in%20Western%20Australia.",
        "https://www.perthfamilylawyers.com/#:~:text=*%20Perth%20Family%20Lawyers%20are%20able%20to,advice%20in%20the%20area%20of%20child%20protection."
      ],
      "cited_domains": [
        "kerrfels.com.au",
        "doylesguide.com",
        "kimwilson.com.au",
        "leachlegal.com.au",
        "patersondowding.com.au",
        "perthfamilylawyers.com"
      ],
      "source_classes": [
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-family_lawyer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A4",
      "prompt": "who is the best family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Specialises exclusively in family law",
        "Features dedicated expertise across property settlements"
      ],
      "brands_recommended": [
        "Specialises exclusively in family law",
        "Features dedicated expertise across property settlements"
      ],
      "brand_order": [
        "Specialises exclusively in family law",
        "Features dedicated expertise across property settlements"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-family_lawyer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A5",
      "prompt": "recommend a good family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Bromfield Family Law",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Loukas Law",
        "Tang Law",
        "DS Family Law",
        "Elite Family Law - Subiaco",
        "Amicable Family Law",
        "Leach Legal - Family Lawyers Perth",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Martis Legal",
        "Johnstone Crouse Lawyers",
        "Richardson Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "WN Legal",
        "Fourlion Legal"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Bromfield Family Law",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Loukas Law",
        "Tang Law",
        "DS Family Law",
        "Elite Family Law - Subiaco",
        "Amicable Family Law",
        "Leach Legal - Family Lawyers Perth",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Martis Legal",
        "Johnstone Crouse Lawyers",
        "Richardson Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "WN Legal",
        "Fourlion Legal"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Bromfield Family Law",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Loukas Law",
        "Tang Law",
        "DS Family Law",
        "Elite Family Law - Subiaco",
        "Amicable Family Law",
        "Leach Legal - Family Lawyers Perth",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Martis Legal",
        "Johnstone Crouse Lawyers",
        "Richardson Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "WN Legal",
        "Fourlion Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NHTXplWE4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d00ydzFjVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbmVYSTFiVFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzeGFITnNlR2N4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGVuZGplbTB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oNFoyUmlPVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVuZzVjR05qGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMU9EYzBaakpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaWNIcDRZemgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2RuRnJZM28yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBME9UUm5kekUzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkcWJUZ3pkMk5mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadU5UQmlZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMFlteG5abVp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdGNWODVkekZzGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-family_lawyer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A5",
      "prompt": "recommend a good family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "Loukas Law",
        "Baily Family Law",
        "Leach Legal - Family Lawyers Perth",
        "West Coast Legal",
        "DS Family Law",
        "Tang Law",
        "Elite Family Law - Subiaco",
        "Bromfield Family Law",
        "Amicable Family Law",
        "Martis Legal",
        "Beacon Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Johnstone Crouse Lawyers",
        "Holden Barlow",
        "WN Legal",
        "Richardson Family Law",
        "Perrella Legal",
        "KDK Family Law (Klimek Dass King)",
        "Australian Family Lawyers - Perth",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "Loukas Law",
        "Baily Family Law",
        "Leach Legal - Family Lawyers Perth",
        "West Coast Legal",
        "DS Family Law",
        "Tang Law",
        "Elite Family Law - Subiaco",
        "Bromfield Family Law",
        "Amicable Family Law",
        "Martis Legal",
        "Beacon Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Johnstone Crouse Lawyers",
        "Holden Barlow",
        "WN Legal",
        "Richardson Family Law",
        "Perrella Legal",
        "KDK Family Law (Klimek Dass King)",
        "Australian Family Lawyers - Perth",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "Loukas Law",
        "Baily Family Law",
        "Leach Legal - Family Lawyers Perth",
        "West Coast Legal",
        "DS Family Law",
        "Tang Law",
        "Elite Family Law - Subiaco",
        "Bromfield Family Law",
        "Amicable Family Law",
        "Martis Legal",
        "Beacon Family Law",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Johnstone Crouse Lawyers",
        "Holden Barlow",
        "WN Legal",
        "Richardson Family Law",
        "Perrella Legal",
        "KDK Family Law (Klimek Dass King)",
        "Australian Family Lawyers - Perth",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NHTXplWE4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oNFoyUmlPVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbmVYSTFiVFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzeGFITnNlR2N4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d00ydzFjVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGVuZGplbTB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMU9EYzBaakpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1YZzBZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVuZzVjR05qGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2RuRnJZM28yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodE1ISmlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaWNIcDRZemgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMFlteG5abVp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBME9UUm5kekUzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJJME5EbHhiZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkcWJUZ3pkMk5mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGdGJuRTBkRE13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadU5UQmlZZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-family_lawyer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A5",
      "prompt": "recommend a good family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "Baily Family Law",
        "West Coast Legal",
        "DS Family Law",
        "Loukas Law",
        "Elite Family Law - Subiaco",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Amicable Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Leach Legal - Family Lawyers Perth",
        "Richardson Family Law",
        "Tang Law",
        "Johnstone Crouse Lawyers",
        "Bromfield Family Law",
        "Australian Family Lawyers - Perth",
        "Martis Legal",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "WN Legal",
        "Perrella Legal",
        "Fourlion Legal",
        "Buenaventura Law"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "Baily Family Law",
        "West Coast Legal",
        "DS Family Law",
        "Loukas Law",
        "Elite Family Law - Subiaco",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Amicable Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Leach Legal - Family Lawyers Perth",
        "Richardson Family Law",
        "Tang Law",
        "Johnstone Crouse Lawyers",
        "Bromfield Family Law",
        "Australian Family Lawyers - Perth",
        "Martis Legal",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "WN Legal",
        "Perrella Legal",
        "Fourlion Legal",
        "Buenaventura Law"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "Baily Family Law",
        "West Coast Legal",
        "DS Family Law",
        "Loukas Law",
        "Elite Family Law - Subiaco",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Amicable Family Law",
        "KDK Family Law (Klimek Dass King)",
        "Leach Legal - Family Lawyers Perth",
        "Richardson Family Law",
        "Tang Law",
        "Johnstone Crouse Lawyers",
        "Bromfield Family Law",
        "Australian Family Lawyers - Perth",
        "Martis Legal",
        "Friedman Lurie Singh & D'Angelo | Family Lawyer Perth, Divorce Lawyer | Law Firm Perth",
        "WN Legal",
        "Perrella Legal",
        "Fourlion Legal",
        "Buenaventura Law"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NHTXplWE4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbmVYSTFiVFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzeGFITnNlR2N4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVuZzVjR05qGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGVuZGplbTB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkcWJUZ3pkMk5mGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oNFoyUmlPVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBME9UUm5kekUzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2RuRnJZM28yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d00ydzFjVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGdGJuRTBkRE13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMU9EYzBaakpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadU5UQmlZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMFlteG5abVp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaWNIcDRZemgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJJME5EbHhiZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdGNWODVkekZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwNk9HWXlhbUkzGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-family_lawyer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A5",
      "prompt": "recommend a good family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.osullivandavies.com.au/",
        "https://www.perthfamilylawyers.com/",
        "https://www.beaconfamilylaw.com.au/",
        "https://hickmanfamilylawyers.com.au/",
        "https://www.westcoastlegal.com.au/"
      ],
      "cited_domains": [
        "osullivandavies.com.au",
        "perthfamilylawyers.com",
        "beaconfamilylaw.com.au",
        "hickmanfamilylawyers.com.au",
        "westcoastlegal.com.au"
      ],
      "source_classes": [
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "beaconfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hickmanfamilylawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoastlegal.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-family_lawyer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A5",
      "prompt": "recommend a good family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Family Lawyers"
      ],
      "brands_recommended": [
        "Perth Family Lawyers"
      ],
      "brand_order": [
        "Perth Family Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.osullivandavies.com.au/",
        "https://www.perthfamilylawyers.com/",
        "https://www.beaconfamilylaw.com.au/",
        "https://leachlegal.com.au/",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/",
        "https://www.westcoastlegal.com.au/"
      ],
      "cited_domains": [
        "osullivandavies.com.au",
        "perthfamilylawyers.com",
        "beaconfamilylaw.com.au",
        "leachlegal.com.au",
        "doylesguide.com",
        "westcoastlegal.com.au"
      ],
      "source_classes": [
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "beaconfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "westcoastlegal.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-family_lawyer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A5",
      "prompt": "recommend a good family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1rammx6/can_anyone_recommend_some_good_divorce_lawyers_in/",
        "https://www.osullivandavies.com.au/",
        "https://www.perthfamilylawyers.com/",
        "https://www.beaconfamilylaw.com.au/",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/",
        "https://leachlegal.com.au/",
        "https://hickmanfamilylawyers.com.au/",
        "https://www.patersondowding.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "osullivandavies.com.au",
        "perthfamilylawyers.com",
        "beaconfamilylaw.com.au",
        "doylesguide.com",
        "leachlegal.com.au",
        "hickmanfamilylawyers.com.au",
        "patersondowding.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "beaconfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hickmanfamilylawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-family_lawyer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A5",
      "prompt": "recommend a good family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Tang Law",
        "Amicable Family Law",
        "Baily Family Law",
        "Fourlion Legal",
        "Law Society of Western Australia",
        "Family Law Accredited Specialists"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Tang Law",
        "Amicable Family Law",
        "Baily Family Law",
        "Fourlion Legal",
        "Law Society of Western Australia",
        "Family Law Accredited Specialists"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Tang Law",
        "Amicable Family Law",
        "Baily Family Law",
        "Fourlion Legal",
        "Law Society of Western Australia",
        "Family Law Accredited Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000?utm_source=chatgpt.com",
        "https://lawsocietywa.asn.au/wp-content/uploads/2026/02/List-Family-Law-Accredited-Specialists-as-at-14-November-2025-1.pdf?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "lawconnect.com",
        "lawsocietywa.asn.au"
      ],
      "source_classes": [
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "lawsocietywa.asn.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-family_lawyer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A5",
      "prompt": "recommend a good family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Consent Orders",
        "Bromfield Family Law",
        "Family Law",
        "Australian Family Lawyers - Perth",
        "Perth Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Meillon & Bright Family Lawyers Fremantle",
        "Beacon Family Law",
        "Elite Family Law - Subiaco",
        "Loukas Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers",
        "Elite Family Law"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Consent Orders",
        "Bromfield Family Law",
        "Family Law",
        "Australian Family Lawyers - Perth",
        "Perth Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Meillon & Bright Family Lawyers Fremantle",
        "Beacon Family Law",
        "Elite Family Law - Subiaco",
        "Loukas Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers",
        "Elite Family Law"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Consent Orders",
        "Bromfield Family Law",
        "Family Law",
        "Australian Family Lawyers - Perth",
        "Perth Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Meillon & Bright Family Lawyers Fremantle",
        "Beacon Family Law",
        "Elite Family Law - Subiaco",
        "Loukas Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers",
        "Elite Family Law"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.familylaw.com.au/region/wa/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "familylaw.com.au"
      ],
      "source_classes": [
        {
          "domain": "familylaw.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-family_lawyer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A5",
      "prompt": "recommend a good family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Consent Orders",
        "Claremont, WA, Australia",
        "KDK Family Law",
        "Accredited Specialists in Family Law"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Consent Orders",
        "Claremont, WA, Australia",
        "KDK Family Law",
        "Accredited Specialists in Family Law"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Consent Orders",
        "Claremont, WA, Australia",
        "KDK Family Law",
        "Accredited Specialists in Family Law"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000?utm_source=chatgpt.com",
        "https://www.familylaw.com.au/region/wa/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/family-lawyer?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/solicitor?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/west-perth/family-lawyer?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-family-lawyers-169009454196141?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/hickman-family-lawyers-perth-168821324960089?utm_source=chatgpt.com",
        "https://www.bestlawyers.com/australia/perth/family-law?utm_source=chatgpt.com",
        "https://www.bark.com/en/au/family-lawyers/western-australia/perth/?utm_source=chatgpt.com",
        "https://au.trustpilot.com/review/familylawyersperthwa.com.au?utm_source=chatgpt.com",
        "https://www.lawfirmsaustralia.com/state/wa/region/perth/category/family-law?utm_source=chatgpt.com",
        "https://www.fivefantasticlawyers.com/family-divorce/australia/perth-western-australia?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "lawconnect.com",
        "familylaw.com.au",
        "wordofmouth.com.au",
        "reviews.birdeye.com",
        "bestlawyers.com",
        "bark.com",
        "au.trustpilot.com",
        "lawfirmsaustralia.com",
        "fivefantasticlawyers.com"
      ],
      "source_classes": [
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "familylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "bestlawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "bark.com",
          "class": "third-party"
        },
        {
          "domain": "au.trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "lawfirmsaustralia.com",
          "class": "third-party"
        },
        {
          "domain": "fivefantasticlawyers.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-family_lawyer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A5",
      "prompt": "recommend a good family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://revenuebase.ai/companies/international-family-law-firms/australia/perth#:~:text=Source%3A%20company%20website%20%C2%B7%20checked%20Sep%204%2C,issue%20The%20Data%20Team%20will%20review%20it.",
        "https://leachlegal.com.au/#:~:text=We%20are%20Leach%20Legal.%20Family%20lawyers%20in,supporting%20you%20every%20step%20of%20the%20way.",
        "https://leachlegal.com.au/#:~:text=As%20specialised%20family%20and%20divorce%20lawyers%20in,expenses%20and%20drawn-out%20court%20proceedings%20wherever%20possible.",
        "https://revenuebase.ai/companies/international-family-law-firms/australia/perth#:~:text=%7C%20%7C%20%7C%20%7C%20%7C%207%20%7C,issue%20The%20Data%20Team%20will%20review%20it.",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://www.patersondowding.com.au/#:~:text=Paterson%20%26%20Dowding%20Lawyers%20work%20closely%20with,Family%20Lawyer%20today.%20CONTACT%20OUR%20TEAM%20TODAY.",
        "https://www.patersondowding.com.au/#:~:text=Established%201967.%20We're%20proud%20of%20our%20solid,parenting%2C%20spousal%20maintenance%20and%20matrimonial%20law%20matters.",
        "https://www.patersondowding.com.au/#:~:text=Please%20choose%20your%20preferred%20location%20below.%20*,(upstairs)%2021-23%20Sholl%20Street%20Mandurah%20WA%206210.",
        "https://revenuebase.ai/companies/international-family-law-firms/australia/perth#:~:text=Table_title%3A%20The%2017%20largest%20international%20family%20law,in%20the%20area%20of%20family%20law%20.%E2%80%9D",
        "https://revenuebase.ai/companies/international-family-law-firms/australia/perth#:~:text=Table_title%3A%20The%2017%20largest%20international%20family%20law,in%20the%20area%20of%20family%20law%20.%E2%80%9D",
        "https://www.loukaslaw.com.au/#:~:text=WHERE%20TO%20FIND%20US.%20Head%20Office%20181,E%20admin%40loukaslaw.com.au.%20T%20(%2B61)%2008%206381%200208.",
        "https://www.loukaslaw.com.au/#:~:text=*%20Collaboration.",
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000#:~:text=The%20firm%20handles%20divorce%20matters%2C%20child%20custody,initial%20obligation-free%20consultations%20followed%20by%20reduced-rate%20sessions."
      ],
      "cited_domains": [
        "revenuebase.ai",
        "leachlegal.com.au",
        "kerrfels.com.au",
        "patersondowding.com.au",
        "loukaslaw.com.au",
        "lawconnect.com"
      ],
      "source_classes": [
        {
          "domain": "revenuebase.ai",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-family_lawyer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A5",
      "prompt": "recommend a good family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Kim Wilson & Co",
        "Kerr Fels Divorce & Family Lawyers",
        "Perth Family Lawyers",
        "Hickman Family Lawyers Perth",
        "Handles property settlements"
      ],
      "brands_recommended": [
        "Kim Wilson & Co",
        "Kerr Fels Divorce & Family Lawyers",
        "Perth Family Lawyers",
        "Hickman Family Lawyers Perth",
        "Handles property settlements"
      ],
      "brand_order": [
        "Kim Wilson & Co",
        "Kerr Fels Divorce & Family Lawyers",
        "Perth Family Lawyers",
        "Hickman Family Lawyers Perth",
        "Handles property settlements"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-family_lawyer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-A5",
      "prompt": "recommend a good family lawyer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Leach Legal",
        "Kim Wilson & Co",
        "Houses accredited family law specialists",
        "Kerr Fels Divorce & Family Lawyers",
        "O'Sullivan Davies Lawyers",
        "Perth Family Lawyers"
      ],
      "brands_recommended": [
        "Leach Legal",
        "Kim Wilson & Co",
        "Houses accredited family law specialists",
        "Kerr Fels Divorce & Family Lawyers",
        "O'Sullivan Davies Lawyers",
        "Perth Family Lawyers"
      ],
      "brand_order": [
        "Leach Legal",
        "Kim Wilson & Co",
        "Houses accredited family law specialists",
        "Kerr Fels Divorce & Family Lawyers",
        "O'Sullivan Davies Lawyers",
        "Perth Family Lawyers"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-family_lawyer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B1",
      "prompt": "best family lawyer in Perth for child custody",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Loukas Law",
        "Perth Family Lawyers",
        "Carr & Co",
        "Leach Legal"
      ],
      "brands_recommended": [
        "Loukas Law",
        "Perth Family Lawyers",
        "Carr & Co",
        "Leach Legal"
      ],
      "brand_order": [
        "Loukas Law",
        "Perth Family Lawyers",
        "Carr & Co",
        "Leach Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2026/",
        "https://meillonandbright.com.au/who-we-are/our-awards/",
        "https://www.osullivandavies.com.au/",
        "https://www.loukaslaw.com.au/",
        "https://www.perthfamilylawyers.com/"
      ],
      "cited_domains": [
        "doylesguide.com",
        "meillonandbright.com.au",
        "osullivandavies.com.au",
        "loukaslaw.com.au",
        "perthfamilylawyers.com"
      ],
      "source_classes": [
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "meillonandbright.com.au",
          "class": "brand-source"
        },
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-family_lawyer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B1",
      "prompt": "best family lawyer in Perth for child custody",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Baily Family Law"
      ],
      "brands_recommended": [
        "Baily Family Law"
      ],
      "brand_order": [
        "Baily Family Law"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://doylesguide.com/leading-parenting-custody-childrens-matters-lawyers-western-australia-2025/",
        "https://bailyfamilylaw.com.au/",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/",
        "https://www.loukaslaw.com.au/"
      ],
      "cited_domains": [
        "doylesguide.com",
        "bailyfamilylaw.com.au",
        "loukaslaw.com.au"
      ],
      "source_classes": [
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "bailyfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-family_lawyer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B1",
      "prompt": "best family lawyer in Perth for child custody",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.loukaslaw.com.au/",
        "https://hickmanfamilylawyers.com.au/",
        "https://www.perthfamilylawyers.com/",
        "https://bailyfamilylaw.com.au/",
        "https://www.westcoastlegal.com.au/"
      ],
      "cited_domains": [
        "loukaslaw.com.au",
        "hickmanfamilylawyers.com.au",
        "perthfamilylawyers.com",
        "bailyfamilylaw.com.au",
        "westcoastlegal.com.au"
      ],
      "source_classes": [
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hickmanfamilylawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "bailyfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoastlegal.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-family_lawyer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B1",
      "prompt": "best family lawyer in Perth for child custody",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-family_lawyer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B1",
      "prompt": "best family lawyer in Perth for child custody",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Free Resources and Legal Aid"
      ],
      "brands_recommended": [
        "Free Resources and Legal Aid"
      ],
      "brand_order": [
        "Free Resources and Legal Aid"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.legalaid.wa.gov.au/about-us/what-we-do/family-law"
      ],
      "cited_domains": [
        "legalaid.wa.gov.au"
      ],
      "source_classes": [
        {
          "domain": "legalaid.wa.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-family_lawyer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B1",
      "prompt": "best family lawyer in Perth for child custody",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://hickmanfamilylawyers.com.au/",
        "https://www.perthfamilylawyers.com/",
        "https://www.beaconfamilylaw.com.au/",
        "https://klimekwijayfamilylawyers.com/",
        "https://bailyfamilylaw.com.au/",
        "https://hickmanfamilylawyers.com.au/child-custody-lawyers/",
        "https://balmorallegal.com.au/"
      ],
      "cited_domains": [
        "hickmanfamilylawyers.com.au",
        "perthfamilylawyers.com",
        "beaconfamilylaw.com.au",
        "klimekwijayfamilylawyers.com",
        "bailyfamilylaw.com.au",
        "balmorallegal.com.au"
      ],
      "source_classes": [
        {
          "domain": "hickmanfamilylawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "beaconfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "klimekwijayfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "bailyfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "balmorallegal.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-family_lawyer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B1",
      "prompt": "best family lawyer in Perth for child custody",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Baily Family Law",
        "Hickman Family Lawyers Perth",
        "Leach Legal - Family Lawyers Perth",
        "West Coast Legal",
        "Perth Family Lawyers"
      ],
      "brands_recommended": [
        "Baily Family Law",
        "Hickman Family Lawyers Perth",
        "Leach Legal - Family Lawyers Perth",
        "West Coast Legal",
        "Perth Family Lawyers"
      ],
      "brand_order": [
        "Baily Family Law",
        "Hickman Family Lawyers Perth",
        "Leach Legal - Family Lawyers Perth",
        "West Coast Legal",
        "Perth Family Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://doylesguide.com/leading-parenting-custody-childrens-matters-lawyers-western-australia-2026/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "doylesguide.com"
      ],
      "source_classes": [
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-family_lawyer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B1",
      "prompt": "best family lawyer in Perth for child custody",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Baily Family Law",
        "Hickman Family Lawyers Perth",
        "Kerr Fels Divorce & Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Law Society WA",
        "Bannerman Solicitors Pty Ltd",
        "Australian Family Lawyers - Perth",
        "Perth Family Lawyers",
        "West Coast Legal",
        "Amicable Family Law",
        "Family Intermediary",
        "Family Relationship Centre",
        "Beacon Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "brands_recommended": [
        "Baily Family Law",
        "Hickman Family Lawyers Perth",
        "Kerr Fels Divorce & Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Law Society WA",
        "Bannerman Solicitors Pty Ltd",
        "Australian Family Lawyers - Perth",
        "Perth Family Lawyers",
        "West Coast Legal",
        "Amicable Family Law",
        "Family Intermediary",
        "Family Relationship Centre",
        "Beacon Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "brand_order": [
        "Baily Family Law",
        "Hickman Family Lawyers Perth",
        "Kerr Fels Divorce & Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Law Society WA",
        "Bannerman Solicitors Pty Ltd",
        "Australian Family Lawyers - Perth",
        "Perth Family Lawyers",
        "West Coast Legal",
        "Amicable Family Law",
        "Family Intermediary",
        "Family Relationship Centre",
        "Beacon Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://doylesguide.com/leading-parenting-custody-childrens-matters-lawyers-western-australia-2026/?utm_source=chatgpt.com",
        "https://doylesguide.com/leading-parenting-custody-childrens-matters-lawyers-western-australia-2025/?utm_source=chatgpt.com",
        "https://lawsocietywa.asn.au/wp-content/uploads/2026/02/List-Family-Law-Accredited-Specialists-as-at-14-November-2025-1.pdf?utm_source=chatgpt.com",
        "https://bannermansolicitors.com.au/family_law_children/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "doylesguide.com",
        "lawsocietywa.asn.au",
        "bannermansolicitors.com.au"
      ],
      "source_classes": [
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "lawsocietywa.asn.au",
          "class": "brand-source"
        },
        {
          "domain": "bannermansolicitors.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-family_lawyer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B1",
      "prompt": "best family lawyer in Perth for child custody",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Baily Family Law",
        "Hickman Family Lawyers Perth",
        "Clairs Keeley Lawyers",
        "Kerr Fels Divorce & Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Bannerman Solicitors Pty Ltd"
      ],
      "brands_recommended": [
        "Baily Family Law",
        "Hickman Family Lawyers Perth",
        "Clairs Keeley Lawyers",
        "Kerr Fels Divorce & Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Bannerman Solicitors Pty Ltd"
      ],
      "brand_order": [
        "Baily Family Law",
        "Hickman Family Lawyers Perth",
        "Clairs Keeley Lawyers",
        "Kerr Fels Divorce & Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "DS Family Law",
        "Bannerman Solicitors Pty Ltd"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://doylesguide.com/leading-parenting-custody-childrens-matters-lawyers-western-australia-2026/?utm_source=chatgpt.com",
        "https://doylesguide.com/leading-parenting-custody-childrens-matters-lawyers-western-australia-2025/?utm_source=chatgpt.com",
        "https://lawsocietywa.asn.au/wp-content/uploads/2026/02/List-Family-Law-Accredited-Specialists-as-at-14-November-2025-1.pdf?utm_source=chatgpt.com",
        "https://bannermansolicitors.com.au/family_law_children/?utm_source=chatgpt.com",
        "https://www.familylaw.com.au/region/wa/perth/?utm_source=chatgpt.com",
        "https://www.patersondowding.com.au/lucy-thomas/?utm_source=chatgpt.com",
        "https://lawconnect.com/en-au/find/childrens-law/wa?utm_source=chatgpt.com",
        "https://lawconnect.com/en-au/find/parenting-and-child-support/wa?utm_source=chatgpt.com",
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000?utm_source=chatgpt.com",
        "https://www.fivefantasticlawyers.com/family-divorce/australia/perth-western-australia?utm_source=chatgpt.com",
        "https://www.wisefamilylawyers.com.au/child-custody-lawyers-perth?utm_source=chatgpt.com",
        "https://adamsonlawyers.com.au/services/child-custody-lawyers/?utm_source=chatgpt.com",
        "https://www.dch.com.au/services/child-custody-lawyers-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "doylesguide.com",
        "lawsocietywa.asn.au",
        "bannermansolicitors.com.au",
        "familylaw.com.au",
        "patersondowding.com.au",
        "lawconnect.com",
        "fivefantasticlawyers.com",
        "wisefamilylawyers.com.au",
        "adamsonlawyers.com.au",
        "dch.com.au"
      ],
      "source_classes": [
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "lawsocietywa.asn.au",
          "class": "brand-source"
        },
        {
          "domain": "bannermansolicitors.com.au",
          "class": "brand-source"
        },
        {
          "domain": "familylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "fivefantasticlawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "wisefamilylawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "adamsonlawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dch.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-family_lawyer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B1",
      "prompt": "best family lawyer in Perth for child custody",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Paterson & Dowding Family Lawyers",
        "Kim Wilson & Co",
        "Thomson Family Lawyers"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Paterson & Dowding Family Lawyers",
        "Kim Wilson & Co",
        "Thomson Family Lawyers"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Paterson & Dowding Family Lawyers",
        "Kim Wilson & Co",
        "Thomson Family Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://medium.com/@sxlawyers.com/top-rated-11-family-lawyers-in-perth-expert-legal-counsel-da0842f2d269#:~:text=Here%20is%20a%20list%20of%2011%20of,divorce%20and%20child%20custody%20to%20property%20settlements.",
        "https://hickmanfamilylawyers.com.au/#:~:text=Nobody%20dreams%20of%20having%20to%20hire%20a,provide%20family%20law%20services%20at%20reasonable%20rates.",
        "https://hickmanfamilylawyers.com.au/#:~:text=Free%2015%20Minute%20Information%20Telephone%20Call.%20Professional,affordable%2C%20and%20we%20offer%20flexible%20pricing%20structures.",
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000#:~:text=Perth%2C%20WA.%20(08)%20638..%20Perth%20families%20facing,with%20a%20focus%20on%20achieving%20efficient%20resolutions.",
        "https://hickmanfamilylawyers.com.au/#:~:text=Free%2015%20Minute%20Information%20Telephone%20Call.%20Professional,affordable%2C%20and%20we%20offer%20flexible%20pricing%20structures.",
        "https://www.patersondowding.com.au/#:~:text=Paterson%20%26%20Dowding%20Family%20Lawyers.%20CALL%2008,regarded%20Family%20Law%20firms%20in%20Western%20Australia.",
        "https://www.patersondowding.com.au/#:~:text=Get%20expert%20legal%20advice%20from%20the%20longest,Western%20Australia%2C%20The%20Honourable%20Peter%20Dowding%20SC.",
        "https://www.patersondowding.com.au/#:~:text=Our%20aim%20is%20to%20minimise%20the%20fallout,agreement%20without%20having%20to%20go%20to%20Court.",
        "https://www.patersondowding.com.au/#:~:text=Paterson%20%26%20Dowding%20Lawyers%20work%20closely%20with,Family%20Lawyer%20today.%20CONTACT%20OUR%20TEAM%20TODAY.",
        "https://www.kimwilson.com.au/#:~:text=Family%20%26%20Divorce%20Lawyers%20in%20Subiaco%2C%20Perth,provide%20tailored%20Family%20Law%20and%20Divorce%20expertise.",
        "https://www.kimwilson.com.au/#:~:text=For%20your%20Property%20and%20Financial%20Settlement%2C%20and,to%20represent%20you%20and%20efficiently%20reach%20outcomes.",
        "https://www.kimwilson.com.au/#:~:text=We%20are%20the%20only%20Family%20Lawyers%20in,3%20Nationally%20Accredited%20Mediators%20and%20an%20Arbitrator.",
        "https://www.kimwilson.com.au/#:~:text=For%20your%20Property%20and%20Financial%20Settlement%2C%20and,to%20represent%20you%20and%20efficiently%20reach%20outcomes.",
        "https://www.thomsonfamilylawyers.com.au/child-custody-lawyers/",
        "https://medium.com/@sxlawyers.com/top-rated-11-family-lawyers-in-perth-expert-legal-counsel-da0842f2d269#:~:text=DS%20Family%20Law%20is%20renowned%20for%20its,to%20fostering%20peaceful%20resolutions%20in%20family%20disputes.",
        "https://hickmanfamilylawyers.com.au/#:~:text=We%20know%20that%20not%20everyone%20has%20an,to%20use%20a%20family%20lawyer%20going%20forward."
      ],
      "cited_domains": [
        "medium.com",
        "hickmanfamilylawyers.com.au",
        "lawconnect.com",
        "patersondowding.com.au",
        "kimwilson.com.au",
        "thomsonfamilylawyers.com.au"
      ],
      "source_classes": [
        {
          "domain": "medium.com",
          "class": "third-party"
        },
        {
          "domain": "hickmanfamilylawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thomsonfamilylawyers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-family_lawyer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B1",
      "prompt": "best family lawyer in Perth for child custody",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Houses accredited family law specialists"
      ],
      "brands_recommended": [
        "Houses accredited family law specialists"
      ],
      "brand_order": [
        "Houses accredited family law specialists"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-family_lawyer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B1",
      "prompt": "best family lawyer in Perth for child custody",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.carrco.com.au/2021/11/2022-doyles-guide-wa-family-law-rankings/#:~:text=Nov%2026%2C%202021.%20Carr%20%26%20Co.%20Today,%E2%80%93%20Recommended.%20*%20Stacey%20Wellings%20%E2%80%93%20Recommended.",
        "https://www.carrco.com.au/2021/11/2022-doyles-guide-wa-family-law-rankings/#:~:text=Nov%2026%2C%202021.%20Carr%20%26%20Co.%20Today,%E2%80%93%20Recommended.%20*%20Stacey%20Wellings%20%E2%80%93%20Recommended.",
        "https://www.patersondowding.com.au/#:~:text=Paterson%20%26%20Dowding%20Family%20Lawyers.%20CALL%2008,regarded%20Family%20Law%20firms%20in%20Western%20Australia.",
        "https://www.thomsonfamilylawyers.com.au/child-custody-lawyers/#:~:text=If%20both%20parties%20are%20unable%20to%20agree%2C,our%20services%2C%20contact%20us%20today.%20Email%3A%20admin%40thomsonfamilylawyers.com.au.",
        "https://lawconnect.com/en-au/find/family-law/wa/perth-6000#:~:text=Hickman%20Family%20Lawyers%20provides%20Perth%20clients%20with,Family%20Lawyers.%204.3.%2073%20ratings.%20Perth%2C%20WA."
      ],
      "cited_domains": [
        "carrco.com.au",
        "patersondowding.com.au",
        "thomsonfamilylawyers.com.au",
        "lawconnect.com"
      ],
      "source_classes": [
        {
          "domain": "carrco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thomsonfamilylawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-family_lawyer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B2",
      "prompt": "affordable divorce lawyer Perth fixed fee",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Family Lawyers",
        "TGB Lawyers Fixed Fee Family Law",
        "Legal Professional Fee",
        "Overview of Perth Fixed-Fee Divorce Services"
      ],
      "brands_recommended": [
        "Perth Family Lawyers",
        "TGB Lawyers Fixed Fee Family Law",
        "Legal Professional Fee",
        "Overview of Perth Fixed-Fee Divorce Services"
      ],
      "brand_order": [
        "Perth Family Lawyers",
        "TGB Lawyers Fixed Fee Family Law",
        "Legal Professional Fee",
        "Overview of Perth Fixed-Fee Divorce Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://tgb.com.au/services/family-divorce/fixed-fee-offering/",
        "https://amicablefamilylaw.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK"
      ],
      "cited_domains": [
        "tgb.com.au",
        "amicablefamilylaw.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "tgb.com.au",
          "class": "brand-source"
        },
        {
          "domain": "amicablefamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-family_lawyer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B2",
      "prompt": "affordable divorce lawyer Perth fixed fee",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://amicablefamilylaw.com.au/"
      ],
      "cited_domains": [
        "amicablefamilylaw.com.au"
      ],
      "source_classes": [
        {
          "domain": "amicablefamilylaw.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-family_lawyer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B2",
      "prompt": "affordable divorce lawyer Perth fixed fee",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Loukas Law",
        "Bromfield Family Law",
        "Amicable Family Law",
        "Beacon Family Law",
        "DS Family Law",
        "MKI Legal",
        "Rebus Legal",
        "Leach Legal - Family Lawyers Perth",
        "Baily Family Law",
        "Price Family Law",
        "Elite Family Law - Subiaco",
        "Tang Law",
        "WN Legal",
        "Johnstone Crouse Lawyers",
        "Perrella Legal",
        "Paragon Legal Solutions"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Loukas Law",
        "Bromfield Family Law",
        "Amicable Family Law",
        "Beacon Family Law",
        "DS Family Law",
        "MKI Legal",
        "Rebus Legal",
        "Leach Legal - Family Lawyers Perth",
        "Baily Family Law",
        "Price Family Law",
        "Elite Family Law - Subiaco",
        "Tang Law",
        "WN Legal",
        "Johnstone Crouse Lawyers",
        "Perrella Legal",
        "Paragon Legal Solutions"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "West Coast Legal",
        "Perth Family Lawyers",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Loukas Law",
        "Bromfield Family Law",
        "Amicable Family Law",
        "Beacon Family Law",
        "DS Family Law",
        "MKI Legal",
        "Rebus Legal",
        "Leach Legal - Family Lawyers Perth",
        "Baily Family Law",
        "Price Family Law",
        "Elite Family Law - Subiaco",
        "Tang Law",
        "WN Legal",
        "Johnstone Crouse Lawyers",
        "Perrella Legal",
        "Paragon Legal Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://amicablefamilylaw.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbmVYSTFiVFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVuZzVjR05qGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d00ydzFjVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGVuZGplbTB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1YZzBZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdkZk9UQXhaak0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNE9HaDNPSEYzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oNFoyUmlPVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NHTXplWE4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSck1YZHFlVjgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzeGFITnNlR2N4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMFlteG5abVp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2RuRnJZM28yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJJME5EbHhiZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdacllqTm5ibkU0GAo"
      ],
      "cited_domains": [
        "amicablefamilylaw.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "amicablefamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-family_lawyer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B2",
      "prompt": "affordable divorce lawyer Perth fixed fee",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.beaconfamilylaw.com.au/",
        "https://genuinelegalwa.com.au/",
        "https://tgb.com.au/services/family-divorce/fixed-fee-offering/",
        "https://amicablefamilylaw.com.au/",
        "https://josslegal.com.au/",
        "https://randletaylor.com.au/blog/cost-of-divorce-in-australia/"
      ],
      "cited_domains": [
        "beaconfamilylaw.com.au",
        "genuinelegalwa.com.au",
        "tgb.com.au",
        "amicablefamilylaw.com.au",
        "josslegal.com.au",
        "randletaylor.com.au"
      ],
      "source_classes": [
        {
          "domain": "beaconfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "genuinelegalwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tgb.com.au",
          "class": "brand-source"
        },
        {
          "domain": "amicablefamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "josslegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "randletaylor.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-family_lawyer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B2",
      "prompt": "affordable divorce lawyer Perth fixed fee",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-family_lawyer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B2",
      "prompt": "affordable divorce lawyer Perth fixed fee",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Legal Fees"
      ],
      "brands_recommended": [
        "Legal Fees"
      ],
      "brand_order": [
        "Legal Fees"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.savannahlegal.com.au/family-lawyers/",
        "https://www.beaconfamilylaw.com.au/",
        "https://genuinelegalwa.com.au/",
        "https://amicablefamilylaw.com.au/",
        "https://josslegal.com.au/",
        "https://randletaylor.com.au/blog/cost-of-divorce-in-australia/"
      ],
      "cited_domains": [
        "savannahlegal.com.au",
        "beaconfamilylaw.com.au",
        "genuinelegalwa.com.au",
        "amicablefamilylaw.com.au",
        "josslegal.com.au",
        "randletaylor.com.au"
      ],
      "source_classes": [
        {
          "domain": "savannahlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beaconfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "genuinelegalwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "amicablefamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "josslegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "randletaylor.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-family_lawyer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B2",
      "prompt": "affordable divorce lawyer Perth fixed fee",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Joss Legal",
        "Amicable Family Law",
        "Allegra Family Lawyers",
        "Genuine Legal WA",
        "Vanguard Legal",
        "General family-law matter",
        "Consent Order Lawyers",
        "Legal Aid WA"
      ],
      "brands_recommended": [
        "Joss Legal",
        "Amicable Family Law",
        "Allegra Family Lawyers",
        "Genuine Legal WA",
        "Vanguard Legal",
        "General family-law matter",
        "Consent Order Lawyers",
        "Legal Aid WA"
      ],
      "brand_order": [
        "Joss Legal",
        "Amicable Family Law",
        "Allegra Family Lawyers",
        "Genuine Legal WA",
        "Vanguard Legal",
        "General family-law matter",
        "Consent Order Lawyers",
        "Legal Aid WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://josslegal.com.au/?utm_source=chatgpt.com",
        "https://allegralawyers.com.au/?utm_source=chatgpt.com",
        "https://genuinelegalwa.com.au/?utm_source=chatgpt.com",
        "https://vanguardperth.legal/?utm_source=chatgpt.com",
        "https://amicablefamilylaw.com.au/?utm_source=chatgpt.com",
        "https://www.consentorderlawyers.au/?utm_source=chatgpt.com",
        "https://www.legalaid.wa.gov.au/node/1076?utm_source=chatgpt.com",
        "https://www.legalaid.wa.gov.au/find-legal-answers/family/making-agreement/get-help/dispute-resolution-legal-aid-wa?utm_source=chatgpt.com",
        "https://www.legalaid.wa.gov.au/about-us/what-we-do/family-law?utm_source=chatgpt.com",
        "https://www.legalaid.wa.gov.au/get-legal-help/get-legal-help/get-legal-advice?utm_source=chatgpt.com",
        "https://www.legalaid.wa.gov.au/node/96?utm_source=chatgpt.com",
        "https://www.legalaid.wa.gov.au/?utm_source=chatgpt.com",
        "https://www.legalaid.wa.gov.au/get-legal-help/get-legal-help/get-help-court?utm_source=chatgpt.com",
        "https://www.familycourt.wa.gov.au/L/legal_aid.aspx/1000?utm_source=chatgpt.com",
        "https://www.familycourt.wa.gov.au/L/legal_advice.aspx?utm_source=chatgpt.com",
        "https://www.familycourt.wa.gov.au/F/fee_exemptions_reductions.aspx?utm_source=chatgpt.com",
        "https://familycourt.wa.gov.au/F/fees_print.aspx?utm_source=chatgpt.com",
        "https://www.simple-separation.com.au/western-australia?utm_source=chatgpt.com",
        "https://www.wisefamilylawyers.com.au/affordable-family-lawyers-perth?utm_source=chatgpt.com",
        "https://www.magentalegal.com.au/practice/?utm_source=chatgpt.com",
        "https://www.lawmax.com.au/fees?utm_source=chatgpt.com",
        "https://www.ahernslawyers.com.au/our-services/family-law/?utm_source=chatgpt.com",
        "https://www.ahernslawyers.com.au/our-services/family-law/binding-financial-agreements/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "josslegal.com.au",
        "allegralawyers.com.au",
        "genuinelegalwa.com.au",
        "vanguardperth.legal",
        "amicablefamilylaw.com.au",
        "consentorderlawyers.au",
        "legalaid.wa.gov.au",
        "familycourt.wa.gov.au",
        "simple-separation.com.au",
        "wisefamilylawyers.com.au",
        "magentalegal.com.au",
        "lawmax.com.au",
        "ahernslawyers.com.au"
      ],
      "source_classes": [
        {
          "domain": "josslegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allegralawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "genuinelegalwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vanguardperth.legal",
          "class": "third-party"
        },
        {
          "domain": "amicablefamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "consentorderlawyers.au",
          "class": "brand-source"
        },
        {
          "domain": "legalaid.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "familycourt.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "simple-separation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wisefamilylawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "magentalegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawmax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ahernslawyers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-family_lawyer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B2",
      "prompt": "affordable divorce lawyer Perth fixed fee",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Family Lawyers",
        "Allegra Family Lawyers",
        "Lawmax Legal",
        "Joss Legal",
        "Genuine Legal WA",
        "TGB Lawyers Fixed Fee Family Law",
        "TGB Lawyers",
        "Lawmax, Allegra and Genuine Legal WA"
      ],
      "brands_recommended": [
        "Perth Family Lawyers",
        "Allegra Family Lawyers",
        "Lawmax Legal",
        "Joss Legal",
        "Genuine Legal WA",
        "TGB Lawyers Fixed Fee Family Law",
        "TGB Lawyers",
        "Lawmax, Allegra and Genuine Legal WA"
      ],
      "brand_order": [
        "Perth Family Lawyers",
        "Allegra Family Lawyers",
        "Lawmax Legal",
        "Joss Legal",
        "Genuine Legal WA",
        "TGB Lawyers Fixed Fee Family Law",
        "TGB Lawyers",
        "Lawmax, Allegra and Genuine Legal WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://allegralawyers.com.au/?utm_source=chatgpt.com",
        "https://www.lawmax.com.au/fees?utm_source=chatgpt.com",
        "https://josslegal.com.au/?utm_source=chatgpt.com",
        "https://genuinelegalwa.com.au/?utm_source=chatgpt.com",
        "https://tgb.com.au/services/family-divorce/fixed-fee-offering/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "allegralawyers.com.au",
        "lawmax.com.au",
        "josslegal.com.au",
        "genuinelegalwa.com.au",
        "tgb.com.au"
      ],
      "source_classes": [
        {
          "domain": "allegralawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawmax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "josslegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "genuinelegalwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tgb.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-family_lawyer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B2",
      "prompt": "affordable divorce lawyer Perth fixed fee",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Family Lawyers",
        "Joss Legal",
        "Lawmax Legal",
        "Genuine Legal WA",
        "TGB Lawyers Fixed Fee Family Law",
        "Allegra Family Lawyers",
        "TGB Lawyers"
      ],
      "brands_recommended": [
        "Perth Family Lawyers",
        "Joss Legal",
        "Lawmax Legal",
        "Genuine Legal WA",
        "TGB Lawyers Fixed Fee Family Law",
        "Allegra Family Lawyers",
        "TGB Lawyers"
      ],
      "brand_order": [
        "Perth Family Lawyers",
        "Joss Legal",
        "Lawmax Legal",
        "Genuine Legal WA",
        "TGB Lawyers Fixed Fee Family Law",
        "Allegra Family Lawyers",
        "TGB Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://josslegal.com.au/?utm_source=chatgpt.com",
        "https://www.lawmax.com.au/fees?utm_source=chatgpt.com",
        "https://genuinelegalwa.com.au/?utm_source=chatgpt.com",
        "https://allegralawyers.com.au/?utm_source=chatgpt.com",
        "https://tgb.com.au/services/family-divorce/fixed-fee-offering/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "josslegal.com.au",
        "lawmax.com.au",
        "genuinelegalwa.com.au",
        "allegralawyers.com.au",
        "tgb.com.au"
      ],
      "source_classes": [
        {
          "domain": "josslegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawmax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "genuinelegalwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allegralawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tgb.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-family_lawyer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B2",
      "prompt": "affordable divorce lawyer Perth fixed fee",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Allegra Family Lawyers",
        "Savannah Legal",
        "Joss Legal",
        "Lynn & Brown Lawyers"
      ],
      "brands_recommended": [
        "Allegra Family Lawyers",
        "Savannah Legal",
        "Joss Legal",
        "Lynn & Brown Lawyers"
      ],
      "brand_order": [
        "Allegra Family Lawyers",
        "Savannah Legal",
        "Joss Legal",
        "Lynn & Brown Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://tgb.com.au/services/family-divorce/fixed-fee-offering/#:~:text=This%20system%20provides%20clients%20with%20clarity%20and,charged%2C%20and%20when%20it%20will%20be%20billed.",
        "https://www.savannahlegal.com.au/family-lawyers/#:~:text=FAMILY%20LAW%20PACKAGES.%20Pricing%20packages%20we%20offer.,%26%20Property.%20%245%2C850.%20Binding%20Financial%20Agreement.%20%245%2C500.",
        "https://allegralawyers.com.au/#:~:text=Book%20Free%20Consultation.%20If%20you%20believe%20you,Cost-effective%20and%20affordable.%20*%20Fixed%20fee%20packages.",
        "https://allegralawyers.com.au/#:~:text=Book%20Free%20Consultation.%20If%20you%20believe%20you,Cost-effective%20and%20affordable.%20*%20Fixed%20fee%20packages.",
        "https://www.savannahlegal.com.au/family-lawyers/#:~:text=FAMILY%20LAW%20PACKAGES.%20Pricing%20packages%20we%20offer.,%26%20Property.%20%245%2C850.%20Binding%20Financial%20Agreement.%20%245%2C500.",
        "https://josslegal.com.au/#:~:text=You%20will%20not%20pay%20more%20than%20%243%2C000,*%20No%20Surprise%20Fees.%20Divorce%20Joint%20Application.",
        "https://tgb.com.au/services/family-divorce/fixed-fee-offering/#:~:text=In%20our%20Fixed%20Fee%20family%20law%20practice,be%20and%20how%20much%20it%20will%20cost.",
        "https://www.lynnandbrown.com.au/pricing/#:~:text=If%20you%20value%20certainty%2C%20transparency%20and%20clarity,agreement%20with%20that%20before%20we%20commence%20work."
      ],
      "cited_domains": [
        "tgb.com.au",
        "savannahlegal.com.au",
        "allegralawyers.com.au",
        "josslegal.com.au",
        "lynnandbrown.com.au"
      ],
      "source_classes": [
        {
          "domain": "tgb.com.au",
          "class": "brand-source"
        },
        {
          "domain": "savannahlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allegralawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "josslegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lynnandbrown.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-family_lawyer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B2",
      "prompt": "affordable divorce lawyer Perth fixed fee",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://justperthlawyers.com.au/free-divorce-lawyer-perth/",
        "https://www.savannahlegal.com.au/family-lawyers/#:~:text=FAMILY%20LAW%20PACKAGES.%20Pricing%20packages%20we%20offer.,Consent%20Orders%20-%20Children%20%26%20Property.%20%245%2C850.",
        "https://tgb.com.au/services/family-divorce/fixed-fee-offering/#:~:text=This%20system%20provides%20clients%20with%20clarity%20and,charged%2C%20and%20when%20it%20will%20be%20billed.",
        "https://www.lawmax.com.au/fees#:~:text=Our%20Fixed%20Fees.%20Transparent%2C%20fixed-fee%20pricing%20so,Purchase%20SettlementFrom%20%24990%20%2B%20GST%20%26%20Disbursements.",
        "https://allegralawyers.com.au/#:~:text=We%20offer%20transparent%20pricing%20with%20an%20option,your%20free%20consultation%20now.%20Paid%20Priority%20Consultations."
      ],
      "cited_domains": [
        "justperthlawyers.com.au",
        "savannahlegal.com.au",
        "tgb.com.au",
        "lawmax.com.au",
        "allegralawyers.com.au"
      ],
      "source_classes": [
        {
          "domain": "justperthlawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "savannahlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tgb.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawmax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allegralawyers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-family_lawyer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B2",
      "prompt": "affordable divorce lawyer Perth fixed fee",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Law Firms Offering Fixed-Fee Services"
      ],
      "brands_recommended": [
        "Perth Law Firms Offering Fixed-Fee Services"
      ],
      "brand_order": [
        "Perth Law Firms Offering Fixed-Fee Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://allegralawyers.com.au/#:~:text=We%20offer%20transparent%20pricing%20with%20an%20option,your%20free%20consultation%20now.%20Paid%20Priority%20Consultations.",
        "https://www.savannahlegal.com.au/family-lawyers/#:~:text=Rated%205%20stars%20by%20many%20happy%20customers,Perth%20or%20Brisbane%20and%20a%20free%20consultation.",
        "https://www.lynnandbrown.com.au/pricing/#:~:text=Agreed%20Fixed%20Pricing%20*%20No%20hourly%20rates%3A,No%20extras%20for%20copying%2C%20printing%2C%20mail%20etc.",
        "https://tgb.com.au/services/family-divorce/fixed-fee-offering/#:~:text=Fixed%20fees%20are%20a%20billing%20system%20where,of%20work%20required%20in%20their%20legal%20matter.",
        "https://dimondfamilylawyersperth.com.au/#:~:text=Committed%20to%20Helping%20Our%20Clients%20Succeed.%20*,Useful%20Links.%20Locations.%20*%20Perth%2C%20Western%20Australia."
      ],
      "cited_domains": [
        "allegralawyers.com.au",
        "savannahlegal.com.au",
        "lynnandbrown.com.au",
        "tgb.com.au",
        "dimondfamilylawyersperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "allegralawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "savannahlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lynnandbrown.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tgb.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dimondfamilylawyersperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-family_lawyer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B3",
      "prompt": "most respected family law firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Tier 1 & Leading Specialist Firms"
      ],
      "brands_recommended": [
        "Tier 1 & Leading Specialist Firms"
      ],
      "brand_order": [
        "Tier 1 & Leading Specialist Firms"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.osullivandavies.com.au/contact/",
        "https://www.fmdlegal.com.au/",
        "https://www.loukaslaw.com.au/",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/"
      ],
      "cited_domains": [
        "osullivandavies.com.au",
        "fmdlegal.com.au",
        "loukaslaw.com.au",
        "doylesguide.com"
      ],
      "source_classes": [
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fmdlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-family_lawyer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B3",
      "prompt": "most respected family law firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "DS Family Law"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "DS Family Law"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "DS Family Law"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2026/",
        "https://doylesguide.com/leading-family-lawyers-high-value-complex-property-matters-western-australia-2026/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK"
      ],
      "cited_domains": [
        "doylesguide.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-family_lawyer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B3",
      "prompt": "most respected family law firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "DS Family Law",
        "West Coast Legal",
        "Baily Family Law",
        "Beacon Family Law",
        "Loukas Law",
        "Holden Barlow",
        "Australian Family Lawyers - Perth",
        "Leach Legal - Family Lawyers Perth",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Bromfield Family Law",
        "O'Sullivan Davies Lawyers",
        "Tang Law",
        "Amicable Family Law",
        "Clairs Keeley Lawyers",
        "Bannerman Solicitors Pty Ltd",
        "Kerr Fels Divorce & Family Lawyers",
        "Kavanagh Family Lawyers",
        "Highly Respected Perth Family Law Firms"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "DS Family Law",
        "West Coast Legal",
        "Baily Family Law",
        "Beacon Family Law",
        "Loukas Law",
        "Holden Barlow",
        "Australian Family Lawyers - Perth",
        "Leach Legal - Family Lawyers Perth",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Bromfield Family Law",
        "O'Sullivan Davies Lawyers",
        "Tang Law",
        "Amicable Family Law",
        "Clairs Keeley Lawyers",
        "Bannerman Solicitors Pty Ltd",
        "Kerr Fels Divorce & Family Lawyers",
        "Kavanagh Family Lawyers",
        "Highly Respected Perth Family Law Firms"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "DS Family Law",
        "West Coast Legal",
        "Baily Family Law",
        "Beacon Family Law",
        "Loukas Law",
        "Holden Barlow",
        "Australian Family Lawyers - Perth",
        "Leach Legal - Family Lawyers Perth",
        "Saharan Family & Criminal Lawyers | Family lawyers Perth |",
        "Bromfield Family Law",
        "O'Sullivan Davies Lawyers",
        "Tang Law",
        "Amicable Family Law",
        "Clairs Keeley Lawyers",
        "Bannerman Solicitors Pty Ltd",
        "Kerr Fels Divorce & Family Lawyers",
        "Kavanagh Family Lawyers",
        "Highly Respected Perth Family Law Firms"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2JEY3djbUprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2EydHhkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbmVYSTFiVFkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NHTXplWE4zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1YZzBZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodE1ISmlhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGdGJuRTBkRE13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oNFoyUmlPVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVuZzVjR05qGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1d00ydzFjVEZ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOXhZbVp0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwNFl6RnlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaWNIcDRZemgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneGVuZGplbTB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4bWN6Vm1iZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSM05EQTVaelEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlptTmZOREoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4Mk5EazNNQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-family_lawyer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B3",
      "prompt": "most respected family law firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Kerr Fels Divorce & Family Lawyers"
      ],
      "brands_recommended": [
        "Kerr Fels Divorce & Family Lawyers"
      ],
      "brand_order": [
        "Kerr Fels Divorce & Family Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.osullivandavies.com.au/",
        "https://www.loukaslaw.com.au/",
        "https://www.dsfamilylaw.com.au/",
        "https://leachlegal.com.au/",
        "https://kerrfels.com.au/"
      ],
      "cited_domains": [
        "osullivandavies.com.au",
        "loukaslaw.com.au",
        "dsfamilylaw.com.au",
        "leachlegal.com.au",
        "kerrfels.com.au"
      ],
      "source_classes": [
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dsfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-family_lawyer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B3",
      "prompt": "most respected family law firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.osullivandavies.com.au/",
        "https://www.dsfamilylaw.com.au/",
        "https://kerrfels.com.au/",
        "https://klimekwijayfamilylawyers.com/",
        "https://www.patersondowding.com.au/about-us/",
        "https://www.kimwilson.com.au/"
      ],
      "cited_domains": [
        "osullivandavies.com.au",
        "dsfamilylaw.com.au",
        "kerrfels.com.au",
        "klimekwijayfamilylawyers.com",
        "patersondowding.com.au",
        "kimwilson.com.au"
      ],
      "source_classes": [
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dsfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "klimekwijayfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-family_lawyer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B3",
      "prompt": "most respected family law firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-family_lawyer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B3",
      "prompt": "most respected family law firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Claremont, WA, Australia",
        "Paterson & Dowding Family Lawyers",
        "Carr & Co",
        "Kerr Fels Divorce & Family Lawyers",
        "KDK Family Law",
        "Klimek & Wijay Family Lawyers",
        "Bannerman Solicitors Pty Ltd",
        "Highly regarded Perth family law firms"
      ],
      "brands_recommended": [
        "Claremont, WA, Australia",
        "Paterson & Dowding Family Lawyers",
        "Carr & Co",
        "Kerr Fels Divorce & Family Lawyers",
        "KDK Family Law",
        "Klimek & Wijay Family Lawyers",
        "Bannerman Solicitors Pty Ltd",
        "Highly regarded Perth family law firms"
      ],
      "brand_order": [
        "Claremont, WA, Australia",
        "Paterson & Dowding Family Lawyers",
        "Carr & Co",
        "Kerr Fels Divorce & Family Lawyers",
        "KDK Family Law",
        "Klimek & Wijay Family Lawyers",
        "Bannerman Solicitors Pty Ltd",
        "Highly regarded Perth family law firms"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://lawsocietywa.asn.au/wp-content/uploads/2023/01/List-Family-Law-Accredited-Specialists-as-at-May-2025.pdf?utm_source=chatgpt.com",
        "https://lawsocietywa.asn.au/wp-content/uploads/2026/02/List-Family-Law-Accredited-Specialists-as-at-14-November-2025-1.pdf?utm_source=chatgpt.com",
        "https://www.patersondowding.com.au/?utm_source=chatgpt.com",
        "https://www.patersondowding.com.au/about-us/?utm_source=chatgpt.com",
        "https://www.carrco.com.au/?utm_source=chatgpt.com",
        "https://kerrfels.com.au/?utm_source=chatgpt.com",
        "https://bannermansolicitors.com.au/?utm_source=chatgpt.com",
        "https://richardsonlegalwa.com.au/perth-family-lawyers/linda-richardson/?utm_source=chatgpt.com",
        "https://kerrfels.com.au/our-team/?utm_source=chatgpt.com",
        "https://www.lawyer.com.au/divorce-lawyers-in-perth/?utm_source=chatgpt.com",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2026/?utm_source=chatgpt.com",
        "https://www.familylaw.com.au/law-practice/kim-wilson-co/?utm_source=chatgpt.com",
        "https://familylawyersperth.com.au/?utm_source=chatgpt.com",
        "https://hhg.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "lawsocietywa.asn.au",
        "patersondowding.com.au",
        "carrco.com.au",
        "kerrfels.com.au",
        "bannermansolicitors.com.au",
        "richardsonlegalwa.com.au",
        "lawyer.com.au",
        "doylesguide.com",
        "familylaw.com.au",
        "familylawyersperth.com.au",
        "hhg.com.au"
      ],
      "source_classes": [
        {
          "domain": "lawsocietywa.asn.au",
          "class": "third-party"
        },
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "carrco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bannermansolicitors.com.au",
          "class": "brand-source"
        },
        {
          "domain": "richardsonlegalwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawyer.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "familylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "familylawyersperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hhg.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-family_lawyer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B3",
      "prompt": "most respected family law firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Paterson & Dowding Family Lawyers",
        "Law Society WA",
        "Richardson Legal WA",
        "Perth Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "Australian Family Lawyers - Perth",
        "DS Family Law",
        "Baily Family Law",
        "Accredited Family Law Specialists",
        "Klimek & Wijay Family Lawyers",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Paterson & Dowding Family Lawyers",
        "Law Society WA",
        "Richardson Legal WA",
        "Perth Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "Australian Family Lawyers - Perth",
        "DS Family Law",
        "Baily Family Law",
        "Accredited Family Law Specialists",
        "Klimek & Wijay Family Lawyers",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Paterson & Dowding Family Lawyers",
        "Law Society WA",
        "Richardson Legal WA",
        "Perth Family Lawyers",
        "Leach Legal - Family Lawyers Perth",
        "Australian Family Lawyers - Perth",
        "DS Family Law",
        "Baily Family Law",
        "Accredited Family Law Specialists",
        "Klimek & Wijay Family Lawyers",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://kerrfels.com.au/?utm_source=chatgpt.com",
        "https://kerrfels.com.au/about-us/?utm_source=chatgpt.com",
        "https://www.patersondowding.com.au/?utm_source=chatgpt.com",
        "https://lawsocietywa.asn.au/wp-content/uploads/2026/05/List-Family-Law-Accredited-Specialists-as-at-08-April-2026-1.pdf?utm_source=chatgpt.com",
        "https://richardsonlegalwa.com.au/perth-family-lawyers/linda-richardson/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "kerrfels.com.au",
        "patersondowding.com.au",
        "lawsocietywa.asn.au",
        "richardsonlegalwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawsocietywa.asn.au",
          "class": "brand-source"
        },
        {
          "domain": "richardsonlegalwa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-family_lawyer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B3",
      "prompt": "most respected family law firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Leach Legal - Family Lawyers Perth",
        "Baily Family Law",
        "FMD Legal",
        "Leach Legal"
      ],
      "brands_recommended": [
        "Leach Legal - Family Lawyers Perth",
        "Baily Family Law",
        "FMD Legal",
        "Leach Legal"
      ],
      "brand_order": [
        "Leach Legal - Family Lawyers Perth",
        "Baily Family Law",
        "FMD Legal",
        "Leach Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2026/?utm_source=chatgpt.com",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/?utm_source=chatgpt.com",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2024/?utm_source=chatgpt.com",
        "https://doylesguide.com/leading-family-divorce-law-firms-australia-2025/?utm_source=chatgpt.com",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2023/?utm_source=chatgpt.com",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2022/?utm_source=chatgpt.com",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2021/?utm_source=chatgpt.com",
        "https://landers.com.au/legal-insights-news/doyles-guide-2025-names-lander-rogers-top-tier-family-law-practice-australia?utm_source=chatgpt.com",
        "https://landers.com.au/legal-insights-news/doyles-guide-2026-names-Lander-and-Rogers-as-Australias-top-tier-family-law-practice?utm_source=chatgpt.com",
        "https://landers.com.au/legal-insights-news/doyles-guide-2024-names-lander-rogers-among-australias-top-tier-family-law-practices?utm_source=chatgpt.com",
        "https://www.carrco.com.au/?utm_source=chatgpt.com",
        "https://www.carrco.com.au/2020/06/2020-wa-family-law-rankings-released-doyles-guide/?utm_source=chatgpt.com",
        "https://www.legal500.com/c/regional-bar/western-circuit/family-divorce-and-financial-remedy?utm_source=chatgpt.com",
        "https://www.legal500.com/c/regional-bar/south-eastern-circuit/family-divorce-and-financial-remedy?utm_source=chatgpt.com",
        "https://www.legal500.com/c/regional-bar/western-circuit/family-children-and-domestic-abuse?utm_source=chatgpt.com",
        "https://www.legal500.com/c/regional-bar/midland-circuit/family-divorce-and-financial-remedy?utm_source=chatgpt.com",
        "https://www.legal500.com/c/regional-bar/midland-circuit/family-children-and-domestic-abuse?utm_source=chatgpt.com",
        "https://www.legal500.com/c/regional-bar/midland-circuit/family-divorce-and-financial-remedy?edition=asia-pacific%2F2020-edition&utm_source=chatgpt.com",
        "https://www.bestlawfirms.com/australia/family-law/perth?utm_source=chatgpt.com",
        "https://www.johntooheychambers.net.au/barristers/profile/stephanie-baxter?utm_source=chatgpt.com",
        "https://www.familylaw.com.au/region/wa/perth/?utm_source=chatgpt.com",
        "https://www.bestlawyers.com/australia/perth/family-law?utm_source=chatgpt.com",
        "https://www.patersondowding.com.au/?utm_source=chatgpt.com",
        "https://chambers.com/department/francis-burt-chambers-dispute-resolution-the-bar-asia-pacific-8%3A2021%3A23%3A2%3A84610?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "doylesguide.com",
        "landers.com.au",
        "carrco.com.au",
        "legal500.com",
        "bestlawfirms.com",
        "johntooheychambers.net.au",
        "familylaw.com.au",
        "bestlawyers.com",
        "patersondowding.com.au",
        "chambers.com"
      ],
      "source_classes": [
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "landers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "carrco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "legal500.com",
          "class": "third-party"
        },
        {
          "domain": "bestlawfirms.com",
          "class": "brand-source"
        },
        {
          "domain": "johntooheychambers.net.au",
          "class": "brand-source"
        },
        {
          "domain": "familylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestlawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "chambers.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-family_lawyer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B3",
      "prompt": "most respected family law firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Paterson & Dowding Family Lawyers",
        "Kim Wilson & Co",
        "Accredited Family Law Specialists",
        "Kerr Fels Divorce & Family Lawyers",
        "Clairs Keeley Lawyers"
      ],
      "brands_recommended": [
        "Paterson & Dowding Family Lawyers",
        "Kim Wilson & Co",
        "Accredited Family Law Specialists",
        "Kerr Fels Divorce & Family Lawyers",
        "Clairs Keeley Lawyers"
      ],
      "brand_order": [
        "Paterson & Dowding Family Lawyers",
        "Kim Wilson & Co",
        "Accredited Family Law Specialists",
        "Kerr Fels Divorce & Family Lawyers",
        "Clairs Keeley Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.patersondowding.com.au/about-us/#:~:text=We're%20proud%20of%20our%20solid%20reputation%20as,parenting%2C%20spousal%20maintenance%20and%20matrimonial%20law%20matters.",
        "https://www.patersondowding.com.au/about-us/#:~:text=Paterson%20%26%20Dowding%20Family%20Lawyers%20is%20one,regarded%20Family%20Law%20firms%20in%20Western%20Australia.",
        "https://www.patersondowding.com.au/about-us/#:~:text=For%20more%20than%2050%20years%2C%20Paterson%20%26,Western%20Australia%2C%20The%20Honourable%20Peter%20Dowding%20SC.",
        "https://www.kimwilson.com.au/",
        "https://www.kimwilson.com.au/#:~:text=For%20your%20Property%20and%20Financial%20Settlement%2C%20and,to%20represent%20you%20and%20efficiently%20reach%20outcomes.",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://www.osullivandavies.com.au/",
        "https://clairskeeley.com.au/#:~:text=Collaborative%20Practice.%20As%20one%20of%20the%20leaders,planning%20and%20wills%2C%20property%20and%20business%20law."
      ],
      "cited_domains": [
        "patersondowding.com.au",
        "kimwilson.com.au",
        "kerrfels.com.au",
        "osullivandavies.com.au",
        "clairskeeley.com.au"
      ],
      "source_classes": [
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "clairskeeley.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-family_lawyer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B3",
      "prompt": "most respected family law firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://doylesguide.com/leading-family-divorce-lawyers-western-australia-2026/#:~:text=Preeminent.%20Jorja%20Brady%2C%20Lavan.%20Andrew%20Davies%2C%20O'Sullivan,Bannerman%2C%20Bannerman%20Solicitors.%20James%20Claringbold%2C%20ASB%20Law.",
        "https://www.kimwilson.com.au/",
        "https://www.kimwilson.com.au/#:~:text=We%20are%20the%20only%20Family%20Lawyers%20in,3%20Nationally%20Accredited%20Mediators%20and%20an%20Arbitrator.",
        "https://www.carrco.com.au/2021/11/2022-doyles-guide-wa-family-law-rankings/#:~:text=Nov%2026%2C%202021.%20Carr%20%26%20Co.%20Today,%E2%80%93%20Recommended.%20*%20Stacey%20Wellings%20%E2%80%93%20Recommended."
      ],
      "cited_domains": [
        "doylesguide.com",
        "kimwilson.com.au",
        "carrco.com.au"
      ],
      "source_classes": [
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        },
        {
          "domain": "carrco.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-family_lawyer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B3",
      "prompt": "most respected family law firm Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/",
        "https://kerrfels.com.au/",
        "https://www.kimwilson.com.au/"
      ],
      "cited_domains": [
        "doylesguide.com",
        "kerrfels.com.au",
        "kimwilson.com.au"
      ],
      "source_classes": [
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        },
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-family_lawyer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B4",
      "prompt": "family lawyer Perth for property settlement after separation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "O'Sullivan Davies Lawyers",
        "Perth Family Lawyers",
        "Loukas Law",
        "Family Court of Western Australia",
        "Financial Disclosure",
        "Binding Financial Agreement",
        "Reputable Family Law Practices in Perth"
      ],
      "brands_recommended": [
        "O'Sullivan Davies Lawyers",
        "Perth Family Lawyers",
        "Loukas Law",
        "Family Court of Western Australia",
        "Financial Disclosure",
        "Binding Financial Agreement",
        "Reputable Family Law Practices in Perth"
      ],
      "brand_order": [
        "O'Sullivan Davies Lawyers",
        "Perth Family Lawyers",
        "Loukas Law",
        "Family Court of Western Australia",
        "Financial Disclosure",
        "Binding Financial Agreement",
        "Reputable Family Law Practices in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthfamilylawyers.com/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOXhZbVp0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhFMGFHMXNOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkbVltSmpOV3RqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGRIXCgNwdnESEENnb3ZiUzh3TWpad00yd3oYCg"
      ],
      "cited_domains": [
        "perthfamilylawyers.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-family_lawyer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B4",
      "prompt": "family lawyer Perth for property settlement after separation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.loukaslaw.com.au/",
        "https://amicablefamilylaw.com.au/",
        "https://www.perthfamilylawyers.com/",
        "https://www.osullivandavies.com.au/",
        "https://doylesguide.com/leading-family-divorce-law-firms-western-australia-2025/"
      ],
      "cited_domains": [
        "loukaslaw.com.au",
        "amicablefamilylaw.com.au",
        "perthfamilylawyers.com",
        "osullivandavies.com.au",
        "doylesguide.com"
      ],
      "source_classes": [
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "amicablefamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doylesguide.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-family_lawyer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B4",
      "prompt": "family lawyer Perth for property settlement after separation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Notable Family Law Practices in Perth"
      ],
      "brands_recommended": [
        "Notable Family Law Practices in Perth"
      ],
      "brand_order": [
        "Notable Family Law Practices in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.osullivandavies.com.au/",
        "https://app.squareup.com/appointments/book/rikcak57x2eymt/L0C4KB1QKTG6M/start?service_id=HXHBOGZQEOSFISZOYOXALYYG&variation_id=OFTZHSMZNE2GGBCO7SBVWBMX"
      ],
      "cited_domains": [
        "osullivandavies.com.au",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "osullivandavies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-family_lawyer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B4",
      "prompt": "family lawyer Perth for property settlement after separation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Amicable Family Law",
        "Legal Aid WA",
        "Perth Property Settlement Services",
        "Alternative Legal Support in WA"
      ],
      "brands_recommended": [
        "Amicable Family Law",
        "Legal Aid WA",
        "Perth Property Settlement Services",
        "Alternative Legal Support in WA"
      ],
      "brand_order": [
        "Amicable Family Law",
        "Legal Aid WA",
        "Perth Property Settlement Services",
        "Alternative Legal Support in WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.legalaid.wa.gov.au/find-legal-answers/family/dividing-property/get-help-dividing-property",
        "https://amicablefamilylaw.com.au/",
        "https://www.kimwilson.com.au/family-law/de-facto-separation/",
        "https://www.kimwilson.com.au/family-law/property-settlements/",
        "https://www.pjgriffin.com.au/south-perth/",
        "https://www.australianfamilylawyers.com.au/locations/perth"
      ],
      "cited_domains": [
        "legalaid.wa.gov.au",
        "amicablefamilylaw.com.au",
        "kimwilson.com.au",
        "pjgriffin.com.au",
        "australianfamilylawyers.com.au"
      ],
      "source_classes": [
        {
          "domain": "legalaid.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "amicablefamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pjgriffin.com.au",
          "class": "brand-source"
        },
        {
          "domain": "australianfamilylawyers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-family_lawyer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B4",
      "prompt": "family lawyer Perth for property settlement after separation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Beacon Family Law",
        "Legal Aid WA",
        "Consent Orders",
        "Property Settlements in Perth"
      ],
      "brands_recommended": [
        "Beacon Family Law",
        "Legal Aid WA",
        "Consent Orders",
        "Property Settlements in Perth"
      ],
      "brand_order": [
        "Beacon Family Law",
        "Legal Aid WA",
        "Consent Orders",
        "Property Settlements in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://hhg.com.au/personal/relationships/property/",
        "https://www.kavanaghfamilylawyersperth.com.au/divorce/",
        "https://dimondfamilylawyersperth.com.au/property-settlement/"
      ],
      "cited_domains": [
        "hhg.com.au",
        "kavanaghfamilylawyersperth.com.au",
        "dimondfamilylawyersperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "hhg.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kavanaghfamilylawyersperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dimondfamilylawyersperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-family_lawyer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B4",
      "prompt": "family lawyer Perth for property settlement after separation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Legal Aid WA"
      ],
      "brands_recommended": [
        "Legal Aid WA"
      ],
      "brand_order": [
        "Legal Aid WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.legalaid.wa.gov.au/find-legal-answers/family/dividing-property/get-help-dividing-property",
        "https://amicablefamilylaw.com.au/",
        "https://hhg.com.au/personal/relationships/property/",
        "https://meillonandbright.com.au/family-law-services/property-settlement/",
        "https://www.kavanaghfamilylawyersperth.com.au/divorce/",
        "https://www.beaconfamilylaw.com.au/",
        "https://www.rattigan.com.au/divorce-lawyers/"
      ],
      "cited_domains": [
        "legalaid.wa.gov.au",
        "amicablefamilylaw.com.au",
        "hhg.com.au",
        "meillonandbright.com.au",
        "kavanaghfamilylawyersperth.com.au",
        "beaconfamilylaw.com.au",
        "rattigan.com.au"
      ],
      "source_classes": [
        {
          "domain": "legalaid.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "amicablefamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hhg.com.au",
          "class": "brand-source"
        },
        {
          "domain": "meillonandbright.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kavanaghfamilylawyersperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beaconfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rattigan.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-family_lawyer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B4",
      "prompt": "family lawyer Perth for property settlement after separation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "Amicable Family Law",
        "West Coast Legal",
        "Leach Legal - Family Lawyers Perth",
        "Elite Family Law - Subiaco",
        "Legal Aid WA",
        "Leach Legal",
        "Elite Family Law"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "Amicable Family Law",
        "West Coast Legal",
        "Leach Legal - Family Lawyers Perth",
        "Elite Family Law - Subiaco",
        "Legal Aid WA",
        "Leach Legal",
        "Elite Family Law"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Perth Family Lawyers",
        "Amicable Family Law",
        "West Coast Legal",
        "Leach Legal - Family Lawyers Perth",
        "Elite Family Law - Subiaco",
        "Legal Aid WA",
        "Leach Legal",
        "Elite Family Law"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthfamilylawyers.com/?utm_source=chatgpt.com",
        "https://www.legalaid.wa.gov.au/find-legal-answers/family/dividing-property/how-court-decides-property-cases?utm_source=chatgpt.com",
        "https://www.legalaid.wa.gov.au/find-legal-answers/family/dividing-property/making-decisions-about-property?utm_source=chatgpt.com",
        "https://www.legalaid.wa.gov.au/node/96?utm_source=chatgpt.com",
        "https://www.wisefamilylawyers.com.au/family-property-lawyers-perth?utm_source=chatgpt.com",
        "https://adamsonlawyers.com.au/services/property-matters/?utm_source=chatgpt.com",
        "https://adamsonlawyers.com.au/services/financial-matters/?utm_source=chatgpt.com",
        "https://www.appius.com.au/services/family-lawyers-perth/property-settlement-lawyers/?utm_source=chatgpt.com",
        "https://www.loukaslaw.com.au/services/family-law-property-lawyers/?utm_source=chatgpt.com",
        "https://www.dch.com.au/services/divorce-property-settlement/?utm_source=chatgpt.com",
        "https://www.legalaid.wa.gov.au/find-legal-answers/family/common-questions-family-law-matters?utm_source=chatgpt.com",
        "https://daviescolawyers.com.au/family-law/property-settlement-maintenance/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthfamilylawyers.com",
        "legalaid.wa.gov.au",
        "wisefamilylawyers.com.au",
        "adamsonlawyers.com.au",
        "appius.com.au",
        "loukaslaw.com.au",
        "dch.com.au",
        "daviescolawyers.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "legalaid.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "wisefamilylawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "adamsonlawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "appius.com.au",
          "class": "brand-source"
        },
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dch.com.au",
          "class": "brand-source"
        },
        {
          "domain": "daviescolawyers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-family_lawyer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B4",
      "prompt": "family lawyer Perth for property settlement after separation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Consent Orders",
        "Elite Family Law - Subiaco",
        "Wise Family Lawyers",
        "Appius Lawyers",
        "Legal Aid WA",
        "FS Legal Perth",
        "Perth Family Lawyers",
        "DS Family Law",
        "Holden Barlow",
        "Vicki Philipoff Settlements Perth",
        "Price Family Law",
        "CS Legal",
        "Leach Legal - Family Lawyers Perth",
        "Flat Rate Settlements",
        "Elite Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Consent Orders",
        "Elite Family Law - Subiaco",
        "Wise Family Lawyers",
        "Appius Lawyers",
        "Legal Aid WA",
        "FS Legal Perth",
        "Perth Family Lawyers",
        "DS Family Law",
        "Holden Barlow",
        "Vicki Philipoff Settlements Perth",
        "Price Family Law",
        "CS Legal",
        "Leach Legal - Family Lawyers Perth",
        "Flat Rate Settlements",
        "Elite Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "West Coast Legal",
        "Consent Orders",
        "Elite Family Law - Subiaco",
        "Wise Family Lawyers",
        "Appius Lawyers",
        "Legal Aid WA",
        "FS Legal Perth",
        "Perth Family Lawyers",
        "DS Family Law",
        "Holden Barlow",
        "Vicki Philipoff Settlements Perth",
        "Price Family Law",
        "CS Legal",
        "Leach Legal - Family Lawyers Perth",
        "Flat Rate Settlements",
        "Elite Family Law",
        "Leach Legal",
        "Saharan Family & Criminal Lawyers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wisefamilylawyers.com.au/family-property-lawyers-perth?utm_source=chatgpt.com",
        "https://www.appius.com.au/services/family-lawyers-perth/property-settlement-lawyers/?utm_source=chatgpt.com",
        "https://www.familycourt.wa.gov.au/D/dividing_property.aspx?utm_source=chatgpt.com",
        "https://www.legalaid.wa.gov.au/find-legal-answers/family/dividing-property/how-court-decides-property-cases?utm_source=chatgpt.com",
        "https://www.familycourt.wa.gov.au/P/property_orders.aspx?utm_source=chatgpt.com",
        "https://familycourt.wa.gov.au/P/property_and_financial.aspx?utm_source=chatgpt.com",
        "https://www.legalaid.wa.gov.au/lawyers/law-hub/family-law-resources/family-law-property-handbook/pre-action-procedures?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wisefamilylawyers.com.au",
        "appius.com.au",
        "familycourt.wa.gov.au",
        "legalaid.wa.gov.au"
      ],
      "source_classes": [
        {
          "domain": "wisefamilylawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "appius.com.au",
          "class": "brand-source"
        },
        {
          "domain": "familycourt.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "legalaid.wa.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-family_lawyer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B4",
      "prompt": "family lawyer Perth for property settlement after separation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "West Coast Legal",
        "Baily Family Law",
        "Consent Orders",
        "Elite Family Law - Subiaco",
        "Perth Family Lawyers",
        "Wise Family Lawyers",
        "Elite Family Law"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "West Coast Legal",
        "Baily Family Law",
        "Consent Orders",
        "Elite Family Law - Subiaco",
        "Perth Family Lawyers",
        "Wise Family Lawyers",
        "Elite Family Law"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Loukas Law",
        "West Coast Legal",
        "Baily Family Law",
        "Consent Orders",
        "Elite Family Law - Subiaco",
        "Perth Family Lawyers",
        "Wise Family Lawyers",
        "Elite Family Law"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.loukaslaw.com.au/services/family-law-property-lawyers/?utm_source=chatgpt.com",
        "https://kerrfels.com.au/property-settlement/?utm_source=chatgpt.com",
        "https://www.perthfamilylawyers.com/?utm_source=chatgpt.com",
        "https://www.wisefamilylawyers.com.au/family-property-lawyers-perth?utm_source=chatgpt.com",
        "https://www.legalaid.wa.gov.au/find-legal-answers/family/dividing-property/how-court-decides-property-cases?utm_source=chatgpt.com",
        "https://perthfamilylawcentre.com/services/property-settlement/?utm_source=chatgpt.com",
        "https://adamsonlawyers.com.au/services/property-matters/?utm_source=chatgpt.com",
        "https://adamsonlawyers.com.au/services/financial-matters/?utm_source=chatgpt.com",
        "https://www.appius.com.au/services/family-lawyers-perth/property-settlement-lawyers/?utm_source=chatgpt.com",
        "https://perthfamilylawcentre.com/services/separation-agreements/?utm_source=chatgpt.com",
        "https://paynes.com.au/our-services/property-disputes/?utm_source=chatgpt.com",
        "https://daviescolawyers.com.au/family-law/property-settlement-maintenance/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "loukaslaw.com.au",
        "kerrfels.com.au",
        "perthfamilylawyers.com",
        "wisefamilylawyers.com.au",
        "legalaid.wa.gov.au",
        "perthfamilylawcentre.com",
        "adamsonlawyers.com.au",
        "appius.com.au",
        "paynes.com.au",
        "daviescolawyers.com.au"
      ],
      "source_classes": [
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        },
        {
          "domain": "wisefamilylawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "legalaid.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "perthfamilylawcentre.com",
          "class": "third-party"
        },
        {
          "domain": "adamsonlawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "appius.com.au",
          "class": "brand-source"
        },
        {
          "domain": "paynes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "daviescolawyers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-family_lawyer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B4",
      "prompt": "family lawyer Perth for property settlement after separation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Kim Wilson & Co",
        "Paterson & Dowding Family Lawyers",
        "West Coast Legal",
        "Amicable Family Law",
        "Binding Financial Agreement",
        "Notable Family Law Practices in Perth"
      ],
      "brands_recommended": [
        "Kim Wilson & Co",
        "Paterson & Dowding Family Lawyers",
        "West Coast Legal",
        "Amicable Family Law",
        "Binding Financial Agreement",
        "Notable Family Law Practices in Perth"
      ],
      "brand_order": [
        "Kim Wilson & Co",
        "Paterson & Dowding Family Lawyers",
        "West Coast Legal",
        "Amicable Family Law",
        "Binding Financial Agreement",
        "Notable Family Law Practices in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.propertysettlementlawyersperthwa.com.au/separation-and-property-settlement-agreement/#:~:text=In%20Western%20Australia%2C%20the%20law%20regarding%20property,2%20years%20after%20the%20date%20of%20separation.",
        "https://www.kimwilson.com.au/family-law/property-settlements/",
        "https://www.patersondowding.com.au/#:~:text=Please%20choose%20your%20preferred%20location%20below.%20*,(upstairs)%2021-23%20Sholl%20Street%20Mandurah%20WA%206210.",
        "https://www.westcoastlegal.com.au/#:~:text=Family%20Lawyers%20Perth%20%7C%20Free%20Initial%20Call,for%20a%20free%20initial%2015-minute%20telephone%20appointment.",
        "https://amicablefamilylaw.com.au/#:~:text=Amicable%20Family%20Law%20Perth%20%7C%20Consent%20Orders%20%26%20Property%20Settlements.",
        "https://www.propertysettlementlawyersperthwa.com.au/separation-and-property-settlement-agreement/#:~:text=According%20to%20the%20law%2C%20as%20far%20as,or%20a%20trust%2C%20in%20Australia%20or%20overseas.",
        "https://www.propertysettlementlawyersperthwa.com.au/separation-and-property-settlement-agreement/#:~:text=(2)%20identify%20and%20value%20all%20the%20property.,the%20final%20outcome%20is%20just%20and%20equitable."
      ],
      "cited_domains": [
        "propertysettlementlawyersperthwa.com.au",
        "kimwilson.com.au",
        "patersondowding.com.au",
        "westcoastlegal.com.au",
        "amicablefamilylaw.com.au"
      ],
      "source_classes": [
        {
          "domain": "propertysettlementlawyersperthwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        },
        {
          "domain": "patersondowding.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoastlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "amicablefamilylaw.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-family_lawyer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B4",
      "prompt": "family lawyer Perth for property settlement after separation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Kim Wilson & Co",
        "Loukas Law",
        "Hickman Family Lawyers Perth",
        "West Coast Legal",
        "Amicable Family Law",
        "Key Steps in a Property Settlement",
        "Popular Family Law Firms in Perth"
      ],
      "brands_recommended": [
        "Kim Wilson & Co",
        "Loukas Law",
        "Hickman Family Lawyers Perth",
        "West Coast Legal",
        "Amicable Family Law",
        "Key Steps in a Property Settlement",
        "Popular Family Law Firms in Perth"
      ],
      "brand_order": [
        "Kim Wilson & Co",
        "Loukas Law",
        "Hickman Family Lawyers Perth",
        "West Coast Legal",
        "Amicable Family Law",
        "Key Steps in a Property Settlement",
        "Popular Family Law Firms in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://hickmanfamilylawyers.com.au/#:~:text=If%20you've%20already%20agreed%20with%20your%20former,Contact%20us%20today%20to%20find%20out%20more.",
        "https://www.loukaslaw.com.au/services/family-law-property-lawyers/#:~:text=In%20considering%20a%20property%20settlement%2C%20a%20court,can%20be%20achieved%20through%20negotiation%20and%20compromise.",
        "https://www.loukaslaw.com.au/services/family-law-property-lawyers/#:~:text=In%20considering%20a%20property%20settlement%2C%20a%20court,can%20be%20achieved%20through%20negotiation%20and%20compromise.",
        "https://www.loukaslaw.com.au/services/family-law-property-lawyers/#:~:text=A%20fair%20division%20of%20assets%20through%20a,income%3B%20trusts%20and%20companies%3B%20and%20non-financial%20contributions.",
        "https://www.kimwilson.com.au/family-law/property-settlements/#:~:text=Where%20an%20agreement%20for%20property%20division%20has,with%20the%20advice%20as%20to%20your%20entitlements.",
        "https://hickmanfamilylawyers.com.au/#:~:text=Inner%20city%20law%20firm%20knowledge%20and%20expertise,hourly%20rate.%20Again%2C%20this%20is%20obligation%20free.",
        "https://www.kimwilson.com.au/family-law/property-settlements/#:~:text=Property%20Settlement%20Lawyers.%20Kim%20Wilson%20Family%20Lawyers,cases%20involving%20companies%2C%20trusts%20and%20overseas%20assets.",
        "https://www.loukaslaw.com.au/services/family-law-property-lawyers/#:~:text=We%20pride%20ourselves%20on%20our%20financially%20literate,Property%20Settlement%20*%20Litigation%20in%20Family%20Court.",
        "https://hickmanfamilylawyers.com.au/#:~:text=We%20are%20Hickman%20Family%20Lawyers%2C%20and%20we,at%20resolving%20matters%20as%20early%20as%20possible.",
        "https://www.westcoastlegal.com.au/#:~:text=Family%20Lawyers%20Perth%20%7C%20Free%20Initial%20Call,for%20a%20free%20initial%2015-minute%20telephone%20appointment.",
        "https://amicablefamilylaw.com.au/",
        "https://www.perthfamilylawyers.com/#:~:text=It%20is%20important%20to%20note%20that%20Divorce,situation%20from%20Perth%20Family%20Lawyers.%20*%20PARENTING."
      ],
      "cited_domains": [
        "hickmanfamilylawyers.com.au",
        "loukaslaw.com.au",
        "kimwilson.com.au",
        "westcoastlegal.com.au",
        "amicablefamilylaw.com.au",
        "perthfamilylawyers.com"
      ],
      "source_classes": [
        {
          "domain": "hickmanfamilylawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoastlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "amicablefamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfamilylawyers.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-family_lawyer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B4",
      "prompt": "family lawyer Perth for property settlement after separation",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Financial Agreement",
        "Prominent Family Law Firms in Perth"
      ],
      "brands_recommended": [
        "Financial Agreement",
        "Prominent Family Law Firms in Perth"
      ],
      "brand_order": [
        "Financial Agreement",
        "Prominent Family Law Firms in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.kimwilson.com.au/family-law/property-settlements/#:~:text=This%20may%20be%20through%20Consent%20Orders%20in,handling%20complicated%20and%20high%20net%20worth%20cases.",
        "https://www.kimwilson.com.au/",
        "https://www.kimwilson.com.au/",
        "https://www.kimwilson.com.au/#:~:text=We%20are%20the%20only%20Family%20Lawyers%20in,3%20Nationally%20Accredited%20Mediators%20and%20an%20Arbitrator.",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://kerrfels.com.au/#:~:text=Kerr%20Fels%20Divorce%20%26%20Family%20Lawyers.%20Kerr,We%20provide%20practical%20advice%20to%20our%20clients.",
        "https://kerrfels.com.au/#:~:text=Consistently%20recognised%20as%20a%20Leading%20Family%20Law,Perth%20CBD%2C%20our%20team%20delivers%20excellent%20results.",
        "https://www.thomsonfamilylawyers.com.au/property-settlement-lawyer/",
        "https://www.thomsonfamilylawyers.com.au/property-settlement-lawyer/#:~:text=But%20importantly%2C%20it%20is%20also%20about%20what,provide%20you%20thorough%20legal%20advice%20and%20assistance.",
        "https://www.kimwilson.com.au/family-law/property-settlements/#:~:text=If%20you%20cannot%20resolve%20your%20Property%20Settlement,contribution%20to%20the%20welfare%20of%20the%20family%3F",
        "https://www.kimwilson.com.au/family-law/property-settlements/#:~:text=The%20following%20questions%20will%20be%20relevant%3A%20What,and%20complicated%20in%20any%20number%20of%20ways.",
        "https://www.kimwilson.com.au/family-law/property-settlements/#:~:text=Where%20an%20agreement%20for%20property%20division%20has,with%20the%20advice%20as%20to%20your%20entitlements."
      ],
      "cited_domains": [
        "kimwilson.com.au",
        "kerrfels.com.au",
        "thomsonfamilylawyers.com.au"
      ],
      "source_classes": [
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kerrfels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thomsonfamilylawyers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-family_lawyer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B5",
      "prompt": "family lawyer or mediator for a Perth separation",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Legal Advice"
      ],
      "brands_recommended": [
        "Legal Advice"
      ],
      "brand_order": [
        "Legal Advice"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.legalaid.wa.gov.au/find-legal-answers/about-law/mediation-and-dispute-resolution",
        "https://www.rattigan.com.au/family-mediation/"
      ],
      "cited_domains": [
        "legalaid.wa.gov.au",
        "rattigan.com.au"
      ],
      "source_classes": [
        {
          "domain": "legalaid.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "rattigan.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-family_lawyer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B5",
      "prompt": "family lawyer or mediator for a Perth separation",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://leachlegal.com.au/mediator-vs-lawyer-what-do-i-need/",
        "https://www.rattigan.com.au/family-mediation/",
        "https://duffysimon.com.au/insights/divorce-mediator-vs-family-lawyer-understanding-your-options",
        "https://resolutionsaustralia.com.au/blog/family-mediation-costs/"
      ],
      "cited_domains": [
        "leachlegal.com.au",
        "rattigan.com.au",
        "duffysimon.com.au",
        "resolutionsaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rattigan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "duffysimon.com.au",
          "class": "brand-source"
        },
        {
          "domain": "resolutionsaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-family_lawyer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B5",
      "prompt": "family lawyer or mediator for a Perth separation",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Legal Aid WA"
      ],
      "brands_recommended": [
        "Legal Aid WA"
      ],
      "brand_order": [
        "Legal Aid WA"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-family_lawyer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B5",
      "prompt": "family lawyer or mediator for a Perth separation",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Family Dispute Resolution",
        "Relationships WA",
        "Legal Aid WA"
      ],
      "brands_recommended": [
        "Family Dispute Resolution",
        "Relationships WA",
        "Legal Aid WA"
      ],
      "brand_order": [
        "Family Dispute Resolution",
        "Relationships WA",
        "Legal Aid WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.legalaid.wa.gov.au/find-legal-answers/about-law/mediation-and-dispute-resolution",
        "https://familymatterswa.com.au/",
        "https://perthmediationservices.com.au/",
        "https://daviescolawyers.com.au/mediation-services-perth/",
        "https://www.simple-separation.com.au/family-mediation-perth",
        "https://www.rattigan.com.au/family-mediation/",
        "https://www.bennhill.com.au/",
        "https://www.dsfamilylaw.com.au/our-services/mediation/",
        "https://www.wafamilymediationservices.com/",
        "https://hhg.com.au/personal/relationships/family-mediation-dispute-resolution/",
        "https://www.westcoastlegal.com.au/"
      ],
      "cited_domains": [
        "legalaid.wa.gov.au",
        "familymatterswa.com.au",
        "perthmediationservices.com.au",
        "daviescolawyers.com.au",
        "simple-separation.com.au",
        "rattigan.com.au",
        "bennhill.com.au",
        "dsfamilylaw.com.au",
        "wafamilymediationservices.com",
        "hhg.com.au",
        "westcoastlegal.com.au"
      ],
      "source_classes": [
        {
          "domain": "legalaid.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "familymatterswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthmediationservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "daviescolawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "simple-separation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rattigan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bennhill.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dsfamilylaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wafamilymediationservices.com",
          "class": "third-party"
        },
        {
          "domain": "hhg.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoastlegal.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-family_lawyer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B5",
      "prompt": "family lawyer or mediator for a Perth separation",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Relationships WA",
        "Perth Mediation Services",
        "Family Lawyer"
      ],
      "brands_recommended": [
        "Relationships WA",
        "Perth Mediation Services",
        "Family Lawyer"
      ],
      "brand_order": [
        "Relationships WA",
        "Perth Mediation Services",
        "Family Lawyer"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://familymatterswa.com.au/",
        "https://perthmediationservices.com.au/",
        "https://www.familycourt.wa.gov.au/F/family_dispute_resolution.aspx",
        "https://daviescolawyers.com.au/mediation-services-perth/",
        "https://www.fdrwa.com.au/",
        "https://www.bennhill.com.au/",
        "https://www.simple-separation.com.au/family-mediation-perth",
        "https://www.rattigan.com.au/family-mediation/",
        "https://www.wafamilymediationservices.com/",
        "https://hhg.com.au/personal/relationships/family-mediation-dispute-resolution/",
        "https://lawconnect.com/en-au/find/divorce-and-separation/wa/east-perth-6004",
        "https://www.mediationsaustralia.com.au/how-much-does-mediation-cost/"
      ],
      "cited_domains": [
        "familymatterswa.com.au",
        "perthmediationservices.com.au",
        "familycourt.wa.gov.au",
        "daviescolawyers.com.au",
        "fdrwa.com.au",
        "bennhill.com.au",
        "simple-separation.com.au",
        "rattigan.com.au",
        "wafamilymediationservices.com",
        "hhg.com.au",
        "lawconnect.com",
        "mediationsaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "familymatterswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthmediationservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "familycourt.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "daviescolawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fdrwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bennhill.com.au",
          "class": "brand-source"
        },
        {
          "domain": "simple-separation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rattigan.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wafamilymediationservices.com",
          "class": "third-party"
        },
        {
          "domain": "hhg.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "mediationsaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-family_lawyer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B5",
      "prompt": "family lawyer or mediator for a Perth separation",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Relationships WA",
        "Family Matters WA",
        "Legal Aid WA",
        "Family Court of Western Australia",
        "Family Lawyer"
      ],
      "brands_recommended": [
        "Relationships WA",
        "Family Matters WA",
        "Legal Aid WA",
        "Family Court of Western Australia",
        "Family Lawyer"
      ],
      "brand_order": [
        "Relationships WA",
        "Family Matters WA",
        "Legal Aid WA",
        "Family Court of Western Australia",
        "Family Lawyer"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.legalaid.wa.gov.au/find-legal-answers/about-law/mediation-and-dispute-resolution",
        "https://perthmediationservices.com.au/",
        "https://www.familycourt.wa.gov.au/F/family_dispute_resolution.aspx",
        "https://daviescolawyers.com.au/mediation-services-perth/",
        "https://www.fdrwa.com.au/",
        "https://moveon.com.au/",
        "https://www.simple-separation.com.au/family-mediation-perth",
        "https://www.loukaslaw.com.au/",
        "https://www.bennhill.com.au/",
        "https://www.mediationsaustralia.com.au/how-much-does-mediation-cost/"
      ],
      "cited_domains": [
        "legalaid.wa.gov.au",
        "perthmediationservices.com.au",
        "familycourt.wa.gov.au",
        "daviescolawyers.com.au",
        "fdrwa.com.au",
        "moveon.com.au",
        "simple-separation.com.au",
        "loukaslaw.com.au",
        "bennhill.com.au",
        "mediationsaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "legalaid.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "perthmediationservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "familycourt.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "daviescolawyers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fdrwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "moveon.com.au",
          "class": "brand-source"
        },
        {
          "domain": "simple-separation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "loukaslaw.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bennhill.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mediationsaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-family_lawyer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B5",
      "prompt": "family lawyer or mediator for a Perth separation",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Amicable Family Law",
        "Family Intermediary",
        "Family Dispute Resolution",
        "Relationships WA",
        "Perth Family Lawyers",
        "Perth Mediation and Counselling Services WA",
        "Australian Family Lawyers - Perth",
        "Leach Legal - Family Lawyers Perth",
        "Perth Mediation Centre",
        "DS Family Law",
        "West Coast Legal",
        "Leach Legal"
      ],
      "brands_recommended": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Amicable Family Law",
        "Family Intermediary",
        "Family Dispute Resolution",
        "Relationships WA",
        "Perth Family Lawyers",
        "Perth Mediation and Counselling Services WA",
        "Australian Family Lawyers - Perth",
        "Leach Legal - Family Lawyers Perth",
        "Perth Mediation Centre",
        "DS Family Law",
        "West Coast Legal",
        "Leach Legal"
      ],
      "brand_order": [
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Amicable Family Law",
        "Family Intermediary",
        "Family Dispute Resolution",
        "Relationships WA",
        "Perth Family Lawyers",
        "Perth Mediation and Counselling Services WA",
        "Australian Family Lawyers - Perth",
        "Leach Legal - Family Lawyers Perth",
        "Perth Mediation Centre",
        "DS Family Law",
        "West Coast Legal",
        "Leach Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.ag.gov.au/families-and-marriage/family-dispute-resolution/navigating-family-dispute-resolution?utm_source=chatgpt.com",
        "https://www.ag.gov.au/families-and-marriage/family-dispute-resolution?utm_source=chatgpt.com",
        "https://www.ag.gov.au/families-and-marriage/family-dispute-resolution/find-family-dispute-resolution-practitioner?utm_source=chatgpt.com",
        "https://www.ag.gov.au/families-and-marriage/publications/family-law-services-and-support-fact-sheet?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "ag.gov.au"
      ],
      "source_classes": [
        {
          "domain": "ag.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-family_lawyer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B5",
      "prompt": "family lawyer or mediator for a Perth separation",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-family_lawyer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B5",
      "prompt": "family lawyer or mediator for a Perth separation",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Family Dispute Resolution",
        "Relationships WA",
        "Perth Mediation and Counselling Services WA",
        "Family Compass",
        "Clear Conflict Resolution",
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Consent Orders",
        "Leach Legal - Family Lawyers Perth",
        "Perth Family Lawyers",
        "Leach Legal"
      ],
      "brands_recommended": [
        "Family Dispute Resolution",
        "Relationships WA",
        "Perth Mediation and Counselling Services WA",
        "Family Compass",
        "Clear Conflict Resolution",
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Consent Orders",
        "Leach Legal - Family Lawyers Perth",
        "Perth Family Lawyers",
        "Leach Legal"
      ],
      "brand_order": [
        "Family Dispute Resolution",
        "Relationships WA",
        "Perth Mediation and Counselling Services WA",
        "Family Compass",
        "Clear Conflict Resolution",
        "Hickman Family Lawyers Perth",
        "Baily Family Law",
        "Consent Orders",
        "Leach Legal - Family Lawyers Perth",
        "Perth Family Lawyers",
        "Leach Legal"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.ag.gov.au/families-and-marriage/family-dispute-resolution?utm_source=chatgpt.com",
        "https://www.fdrwa.com.au/?utm_source=chatgpt.com",
        "https://www.relationshipswa.org.au/services/mediation/family-relationship-centres?utm_source=chatgpt.com",
        "https://www.legalaid.wa.gov.au/about-us/what-we-do/family-law?utm_source=chatgpt.com",
        "https://www.ag.gov.au/families-and-marriage/family-dispute-resolution/navigating-family-dispute-resolution?utm_source=chatgpt.com",
        "https://www.ag.gov.au/fdr?utm_source=chatgpt.com",
        "https://www.familyrelationships.gov.au/separation/family-mediation-dispute-res?utm_source=chatgpt.com",
        "https://perthfamilylawcentre.com/services/family-dispute-resolution-mediation/?utm_source=chatgpt.com",
        "https://familymatterswa.com.au/?utm_source=chatgpt.com",
        "https://www.legalaid.wa.gov.au/find-legal-answers/about-law/mediation-and-dispute-resolution?utm_source=chatgpt.com",
        "https://familycourt.wa.gov.au/A/alternative_dispute_resolution.aspx?uid=1430-1684-4843-7917&utm_source=chatgpt.com",
        "https://www.anglicarewa.org.au/get-support/services-directory/family-relationship-centres-%28frc%29?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "ag.gov.au",
        "fdrwa.com.au",
        "relationshipswa.org.au",
        "legalaid.wa.gov.au",
        "familyrelationships.gov.au",
        "perthfamilylawcentre.com",
        "familymatterswa.com.au",
        "familycourt.wa.gov.au",
        "anglicarewa.org.au"
      ],
      "source_classes": [
        {
          "domain": "ag.gov.au",
          "class": "third-party"
        },
        {
          "domain": "fdrwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "relationshipswa.org.au",
          "class": "brand-source"
        },
        {
          "domain": "legalaid.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "familyrelationships.gov.au",
          "class": "third-party"
        },
        {
          "domain": "perthfamilylawcentre.com",
          "class": "third-party"
        },
        {
          "domain": "familymatterswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "familycourt.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "anglicarewa.org.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-family_lawyer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B5",
      "prompt": "family lawyer or mediator for a Perth separation",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-family_lawyer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B5",
      "prompt": "family lawyer or mediator for a Perth separation",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Family Lawyer"
      ],
      "brands_recommended": [
        "Family Lawyer"
      ],
      "brand_order": [
        "Family Lawyer"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://leachlegal.com.au/",
        "https://familymatterswa.com.au/",
        "https://www.australianfamilylawyers.com.au/cm-divorce-and-separation-lawyers-perth"
      ],
      "cited_domains": [
        "leachlegal.com.au",
        "familymatterswa.com.au",
        "australianfamilylawyers.com.au"
      ],
      "source_classes": [
        {
          "domain": "leachlegal.com.au",
          "class": "brand-source"
        },
        {
          "domain": "familymatterswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "australianfamilylawyers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-family_lawyer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "family-lawyer-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-family_lawyer-B5",
      "prompt": "family lawyer or mediator for a Perth separation",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Family lawyer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Legal Outcome",
        "Consult a Family Lawyer separately"
      ],
      "brands_recommended": [
        "Legal Outcome",
        "Consult a Family Lawyer separately"
      ],
      "brand_order": [
        "Legal Outcome",
        "Consult a Family Lawyer separately"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.kimwilson.com.au/#:~:text=For%20your%20Property%20and%20Financial%20Settlement%2C%20and,to%20represent%20you%20and%20efficiently%20reach%20outcomes.",
        "https://www.bennhill.com.au/#:~:text=We%20provide%20legal%20advice%20and%20representation%20in,Settlement.%20Property%20Settlement%20for%20De%20Facto%20Couples.",
        "https://www.bennhill.com.au/#:~:text=We%20are%20based%20in%20Perth%20and%20practise,settlement%20and%20the%20care%20of%20their%20children.",
        "https://www.bennhill.com.au/#:~:text=We%20also%20provide%20an%20efficient%20and%20cost-effective,to%20people%20affected%20by%20separation%20or%20divorce.",
        "https://lawconnect.com/en-au/find/divorce-and-separation/wa/east-perth-6004#:~:text=Perth%2C%20WA%20(1.7%20km%20from%20East%20Perth),custody%2C%20spousal%20maintenance%2C%20property%20settlements%2C%20and%20more.",
        "https://www.fdrwa.com.au/#:~:text=Mediation%20to%20help%20you%20negotiate%20and%20finalise,to%20rebuild%20and%20move%20forward.%20More%20Info.",
        "https://www.fdrwa.com.au/#:~:text=We'll%20meet%20you%20where%20you're%20at%20(lost,your%20children%20are%20always%20the%20primary%20focus."
      ],
      "cited_domains": [
        "kimwilson.com.au",
        "bennhill.com.au",
        "lawconnect.com",
        "fdrwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "kimwilson.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bennhill.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lawconnect.com",
          "class": "brand-source"
        },
        {
          "domain": "fdrwa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-family_lawyer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A1",
      "prompt": "best financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Blueprint Wealth",
        "HPH Solutions",
        "Oak Advisory"
      ],
      "brands_recommended": [
        "Blueprint Wealth",
        "HPH Solutions",
        "Oak Advisory"
      ],
      "brand_order": [
        "Blueprint Wealth",
        "HPH Solutions",
        "Oak Advisory"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-financial_adviser-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A1",
      "prompt": "best financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Blueprint Wealth",
        "The Wealth Designers"
      ],
      "brands_recommended": [
        "Blueprint Wealth",
        "The Wealth Designers"
      ],
      "brand_order": [
        "Blueprint Wealth",
        "The Wealth Designers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONU1XUjVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRucHphM1EYCg"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-financial_adviser-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A1",
      "prompt": "best financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Glow Wealth",
        "Wealth Health Co",
        "bdhSterling",
        "The Wealth Designers",
        "Empire Financial Group",
        "Aspire2 Wealth Advisers",
        "Capital Partners Private Wealth Advisers",
        "Everest Wealth",
        "Westmount Financial",
        "Shadforth Financial Group",
        "Partners Wealth Group",
        "LIFE Financial Planners",
        "Financial Framework",
        "Vantage Wealth Management Perth",
        "Voyage Financial",
        "Blueprint Wealth",
        "Cornish Wealth Management",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Wealth Plus Group",
        "Andep Investment Consultancy",
        "Highly Rated Financial Advisers in Perth"
      ],
      "brands_recommended": [
        "Glow Wealth",
        "Wealth Health Co",
        "bdhSterling",
        "The Wealth Designers",
        "Empire Financial Group",
        "Aspire2 Wealth Advisers",
        "Capital Partners Private Wealth Advisers",
        "Everest Wealth",
        "Westmount Financial",
        "Shadforth Financial Group",
        "Partners Wealth Group",
        "LIFE Financial Planners",
        "Financial Framework",
        "Vantage Wealth Management Perth",
        "Voyage Financial",
        "Blueprint Wealth",
        "Cornish Wealth Management",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Wealth Plus Group",
        "Andep Investment Consultancy",
        "Highly Rated Financial Advisers in Perth"
      ],
      "brand_order": [
        "Glow Wealth",
        "Wealth Health Co",
        "bdhSterling",
        "The Wealth Designers",
        "Empire Financial Group",
        "Aspire2 Wealth Advisers",
        "Capital Partners Private Wealth Advisers",
        "Everest Wealth",
        "Westmount Financial",
        "Shadforth Financial Group",
        "Partners Wealth Group",
        "LIFE Financial Planners",
        "Financial Framework",
        "Vantage Wealth Management Perth",
        "Voyage Financial",
        "Blueprint Wealth",
        "Cornish Wealth Management",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Wealth Plus Group",
        "Andep Investment Consultancy",
        "Highly Rated Financial Advisers in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKMGJXd3llV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMk5tWm1OM2x3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FIZGtaRGg2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRucHphM1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWQyYzVNV00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJtNDNkMkp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRtZHdZM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkM016UmZPRFl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOM1kyUXpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERmtNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREWTRjbVJyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RaaVpqZDBYM2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxODBkMkprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1pETnFjRGcxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RWaWJUZ3hPSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONU1XUjVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNRMloydzFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0NmFuUndYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmVGODFlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJd016UTFNQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-financial_adviser-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A1",
      "prompt": "best financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-financial_adviser-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A1",
      "prompt": "best financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-financial_adviser-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A1",
      "prompt": "best financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-financial_adviser-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A1",
      "prompt": "best financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "The Wealth Designers",
        "Partners Wealth Group",
        "Blueprint Wealth",
        "Inspired Money",
        "Wealth Health Co",
        "Find a Financial Planner",
        "Top 10 Financial Planner",
        "Adviser Ratings",
        "Perth Financial Services",
        "Empire Financial Group",
        "Bellwether Perth CBD",
        "Aspire2 Wealth Advisers",
        "Vantage Wealth Management Perth",
        "Capital Partners Private Wealth Advisers",
        "Globe Financial Planning",
        "LIFE Financial Planners",
        "Approved Financial Planners",
        "Boutique Advisers Pty Ltd"
      ],
      "brands_recommended": [
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "The Wealth Designers",
        "Partners Wealth Group",
        "Blueprint Wealth",
        "Inspired Money",
        "Wealth Health Co",
        "Find a Financial Planner",
        "Top 10 Financial Planner",
        "Adviser Ratings",
        "Perth Financial Services",
        "Empire Financial Group",
        "Bellwether Perth CBD",
        "Aspire2 Wealth Advisers",
        "Vantage Wealth Management Perth",
        "Capital Partners Private Wealth Advisers",
        "Globe Financial Planning",
        "LIFE Financial Planners",
        "Approved Financial Planners",
        "Boutique Advisers Pty Ltd"
      ],
      "brand_order": [
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "The Wealth Designers",
        "Partners Wealth Group",
        "Blueprint Wealth",
        "Inspired Money",
        "Wealth Health Co",
        "Find a Financial Planner",
        "Top 10 Financial Planner",
        "Adviser Ratings",
        "Perth Financial Services",
        "Empire Financial Group",
        "Bellwether Perth CBD",
        "Aspire2 Wealth Advisers",
        "Vantage Wealth Management Perth",
        "Capital Partners Private Wealth Advisers",
        "Globe Financial Planning",
        "LIFE Financial Planners",
        "Approved Financial Planners",
        "Boutique Advisers Pty Ltd"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://findafinancialplanner.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.top10financialplanner.com.au/perth-financial-planners?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/find-an-adviser/Perth-WA-6000?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "findafinancialplanner.com.au",
        "top10financialplanner.com.au",
        "adviserratings.com.au"
      ],
      "source_classes": [
        {
          "domain": "findafinancialplanner.com.au",
          "class": "directory"
        },
        {
          "domain": "top10financialplanner.com.au",
          "class": "directory"
        },
        {
          "domain": "adviserratings.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-financial_adviser-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A1",
      "prompt": "best financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Wealth Designers",
        "Wealth Health Co",
        "Financial Framework",
        "Blueprint Wealth",
        "Partners Wealth Group",
        "Capital Partners Private Wealth Advisers",
        "Financial Services Guide",
        "Boutique Advisers Private Wealth"
      ],
      "brands_recommended": [
        "The Wealth Designers",
        "Wealth Health Co",
        "Financial Framework",
        "Blueprint Wealth",
        "Partners Wealth Group",
        "Capital Partners Private Wealth Advisers",
        "Financial Services Guide",
        "Boutique Advisers Private Wealth"
      ],
      "brand_order": [
        "The Wealth Designers",
        "Wealth Health Co",
        "Financial Framework",
        "Blueprint Wealth",
        "Partners Wealth Group",
        "Capital Partners Private Wealth Advisers",
        "Financial Services Guide",
        "Boutique Advisers Private Wealth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/find-an-adviser/Perth-WA-6000?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/financial-planner?utm_source=chatgpt.com",
        "https://www.fivefantastic.com/five-fantastic-financial-advisors-in-perth/?utm_source=chatgpt.com",
        "https://www.advisorratings.com.au/find-an-adviser/Perth-WA-6000?utm_source=chatgpt.com",
        "https://www.top10financialplanner.com.au/perth-financial-planners?utm_source=chatgpt.com",
        "https://www.approvedfp.com.au/best-financial-advisors-perth/?utm_source=chatgpt.com",
        "https://www.avenueperth.com/best-financial-advisors-perth/?utm_source=chatgpt.com",
        "https://comparemyagents.com.au/financial-advisors/hph-solutions?utm_source=chatgpt.com",
        "https://www.vouchedfor.co.uk/IFA-financial-advisor-mortgage/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/financial-planning?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "adviserratings.com.au",
        "findafinancialplanner.com.au",
        "wordofmouth.com.au",
        "fivefantastic.com",
        "advisorratings.com.au",
        "top10financialplanner.com.au",
        "approvedfp.com.au",
        "avenueperth.com",
        "comparemyagents.com.au",
        "vouchedfor.co.uk",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "adviserratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "fivefantastic.com",
          "class": "third-party"
        },
        {
          "domain": "advisorratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10financialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "approvedfp.com.au",
          "class": "brand-source"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "comparemyagents.com.au",
          "class": "directory"
        },
        {
          "domain": "vouchedfor.co.uk",
          "class": "third-party"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-financial_adviser-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A1",
      "prompt": "best financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "The Wealth Designers",
        "Blueprint Wealth",
        "Partners Wealth Group",
        "Empire Financial Group",
        "Capital Partners Private Wealth Advisers",
        "Wealth Health Co",
        "Top 10 Financial Planner",
        "Best Financial Planners Perth Guide",
        "Find a Financial Planner",
        "Adviser Ratings",
        "Perth Financial Services",
        "Cornish Wealth Management",
        "Scope Advisory",
        "Wealth Collective Financial Advice",
        "LIFE Financial Planners",
        "Inspired Money",
        "Aspire2 Wealth Advisers",
        "Globe Financial Planning",
        "Approved Financial Planners",
        "Boutique Advisers Private Wealth"
      ],
      "brands_recommended": [
        "The Wealth Designers",
        "Blueprint Wealth",
        "Partners Wealth Group",
        "Empire Financial Group",
        "Capital Partners Private Wealth Advisers",
        "Wealth Health Co",
        "Top 10 Financial Planner",
        "Best Financial Planners Perth Guide",
        "Find a Financial Planner",
        "Adviser Ratings",
        "Perth Financial Services",
        "Cornish Wealth Management",
        "Scope Advisory",
        "Wealth Collective Financial Advice",
        "LIFE Financial Planners",
        "Inspired Money",
        "Aspire2 Wealth Advisers",
        "Globe Financial Planning",
        "Approved Financial Planners",
        "Boutique Advisers Private Wealth"
      ],
      "brand_order": [
        "The Wealth Designers",
        "Blueprint Wealth",
        "Partners Wealth Group",
        "Empire Financial Group",
        "Capital Partners Private Wealth Advisers",
        "Wealth Health Co",
        "Top 10 Financial Planner",
        "Best Financial Planners Perth Guide",
        "Find a Financial Planner",
        "Adviser Ratings",
        "Perth Financial Services",
        "Cornish Wealth Management",
        "Scope Advisory",
        "Wealth Collective Financial Advice",
        "LIFE Financial Planners",
        "Inspired Money",
        "Aspire2 Wealth Advisers",
        "Globe Financial Planning",
        "Approved Financial Planners",
        "Boutique Advisers Private Wealth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.top10financialplanner.com.au/perth-financial-planners?utm_source=chatgpt.com",
        "https://bestfinancialplanners.com.au/perth/?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/find-an-adviser/Perth-WA-6000?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "top10financialplanner.com.au",
        "bestfinancialplanners.com.au",
        "findafinancialplanner.com.au",
        "adviserratings.com.au"
      ],
      "source_classes": [
        {
          "domain": "top10financialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "adviserratings.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-financial_adviser-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A1",
      "prompt": "best financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Certified Financial Planner"
      ],
      "brands_recommended": [
        "Certified Financial Planner"
      ],
      "brand_order": [
        "Certified Financial Planner"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://capital-partners.com.au/",
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=With%20these%20qualifications%20and%20experience%20he%20is,Contact%20Michael%20Hayward.%20Paul%20Turner%20%E2%80%94%20Wealthwise.",
        "https://twd.com.au/",
        "https://bestfinancialplanners.com.au/perth/",
        "https://www.oakadvisory.com.au/",
        "https://www.lifefinancialplanners.com/",
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=*%20Michael%20Carmody%20%E2%80%94%20Viva%20Wealth.",
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=Director%2C%20Financial%20Planner.%20The%20Principal%20of%20Globe,professionals%20in%E2%80%A6%20More%20info.%20Contact%20David%20Sharpe.",
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=Director%2C%20Certified%20Financial%20Planner.%20Pippa%20Elliott%20founded,%E2%80%94%20Twilight%20Financial%20Planning.%20Adviser%2C%20Director%20CFP.",
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=The%20best%20financial%20advisors%20in%20Perth.%20*%20Zacary%20Leeson%20%E2%80%94%20HPH%20Solutions."
      ],
      "cited_domains": [
        "capital-partners.com.au",
        "bestfinancialadvisors.com.au",
        "twd.com.au",
        "bestfinancialplanners.com.au",
        "oakadvisory.com.au",
        "lifefinancialplanners.com"
      ],
      "source_classes": [
        {
          "domain": "capital-partners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialadvisors.com.au",
          "class": "directory"
        },
        {
          "domain": "twd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lifefinancialplanners.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-financial_adviser-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A1",
      "prompt": "best financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://findafinancialplanner.com.au/best/perth/?utm_source=gemini#:~:text=Perth%2C%20Australia.%20Statement%20of%20Advice%20from%20%243%2C300,planning%2C%20estate%20planning%2C%20sustainable%20%2F%20esg%20investing.",
        "https://findafinancialplanner.com.au/best/perth/?utm_source=gemini#:~:text=Perth%2C%20Australia.%20Statement%20of%20Advice%20from%20%243%2C300,planning%2C%20estate%20planning%2C%20sustainable%20%2F%20esg%20investing.",
        "https://findafinancialplanner.com.au/best/perth/?utm_source=gemini#:~:text=Perth%2C%20Australia.%20Statement%20of%20Advice%20from%20%243%2C300,statement%20of%20advice%20from%20%243%2C300%20(fee-for-service).%20Strengths.",
        "https://wealthcollective.co/best-financial-advisors-perth/?utm_source=gemini#:~:text=Our%20approach%20is%20meticulously%20organised%20to%20provide,addressed%20in%20a%20cohesive%20and%20integrated%20manner."
      ],
      "cited_domains": [
        "findafinancialplanner.com.au",
        "wealthcollective.co"
      ],
      "source_classes": [
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wealthcollective.co",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-financial_adviser-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A1",
      "prompt": "best financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Certified Financial Planner",
        "Financial Advice Association Australia",
        "Notable Financial Planning Firms in Perth"
      ],
      "brands_recommended": [
        "Certified Financial Planner",
        "Financial Advice Association Australia",
        "Notable Financial Planning Firms in Perth"
      ],
      "brand_order": [
        "Certified Financial Planner",
        "Financial Advice Association Australia",
        "Notable Financial Planning Firms in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.aspire2wealth.com.au/#:~:text=Our%20financial%20advisers%20in%20Perth%20have%20an,your%20financial%20well-being%20are%20covered.%20*%20Community-focused.",
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=With%20these%20qualifications%20and%20experience%20he%20is,Contact%20Michael%20Hayward.%20Paul%20Turner%20%E2%80%94%20Wealthwise.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Certified%20Financial%20Planner%C2%AE%2C%20B%20Econ%2C%20M%20Tax%2C,experience%20guiding%20clients%20through%20long-term%20strategy%20decisions.",
        "https://vantagewm.com.au/#:~:text=Request%20a%20meetingMeet%20the%20team.%20The%20Vantage,long%20term%20financial%20success.%20Playing%20in%20picture-in-picture.",
        "https://findafinancialplanner.com.au/best/perth/#:~:text=Perth%2C%20Australia.%20Statement%20of%20Advice%20from%20%243%2C300,statement%20of%20advice%20from%20%243%2C300%20(fee-for-service).%20Strengths."
      ],
      "cited_domains": [
        "aspire2wealth.com.au",
        "bestfinancialadvisors.com.au",
        "bestfinancialplanners.com.au",
        "vantagewm.com.au",
        "findafinancialplanner.com.au"
      ],
      "source_classes": [
        {
          "domain": "aspire2wealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialadvisors.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vantagewm.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-financial_adviser-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A2",
      "prompt": "top financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Blueprint Wealth",
        "Lilywhite Financial Planning"
      ],
      "brands_recommended": [
        "Blueprint Wealth",
        "Lilywhite Financial Planning"
      ],
      "brand_order": [
        "Blueprint Wealth",
        "Lilywhite Financial Planning"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.evolvewm.com.au/",
        "https://www.reddit.com/r/perth/comments/1esrx8q/can_anyone_recommend_a_financial_advisor_in_perth/"
      ],
      "cited_domains": [
        "evolvewm.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "evolvewm.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-financial_adviser-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A2",
      "prompt": "top financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Glow Wealth",
        "Blueprint Wealth",
        "The Wealth Designers",
        "bdhSterling"
      ],
      "brands_recommended": [
        "Glow Wealth",
        "Blueprint Wealth",
        "The Wealth Designers",
        "bdhSterling"
      ],
      "brand_order": [
        "Glow Wealth",
        "Blueprint Wealth",
        "The Wealth Designers",
        "bdhSterling"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKMGJXd3llV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONU1XUjVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRucHphM1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FIZGtaRGg2GAo"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-financial_adviser-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A2",
      "prompt": "top financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Glow Wealth",
        "Wealth Health Co",
        "The Wealth Designers",
        "bdhSterling",
        "Empire Financial Group",
        "Aspire2 Wealth Advisers",
        "Capital Partners Private Wealth Advisers",
        "Westmount Financial",
        "LIFE Financial Planners",
        "Vantage Wealth Management Perth",
        "Shadforth Financial Group",
        "Partners Wealth Group",
        "Cornish Wealth Management",
        "Ally Wealth Management",
        "Everest Wealth",
        "Blueprint Wealth",
        "Andep Investment Consultancy",
        "Financial Framework",
        "Wealth Plus Group",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco"
      ],
      "brands_recommended": [
        "Glow Wealth",
        "Wealth Health Co",
        "The Wealth Designers",
        "bdhSterling",
        "Empire Financial Group",
        "Aspire2 Wealth Advisers",
        "Capital Partners Private Wealth Advisers",
        "Westmount Financial",
        "LIFE Financial Planners",
        "Vantage Wealth Management Perth",
        "Shadforth Financial Group",
        "Partners Wealth Group",
        "Cornish Wealth Management",
        "Ally Wealth Management",
        "Everest Wealth",
        "Blueprint Wealth",
        "Andep Investment Consultancy",
        "Financial Framework",
        "Wealth Plus Group",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco"
      ],
      "brand_order": [
        "Glow Wealth",
        "Wealth Health Co",
        "The Wealth Designers",
        "bdhSterling",
        "Empire Financial Group",
        "Aspire2 Wealth Advisers",
        "Capital Partners Private Wealth Advisers",
        "Westmount Financial",
        "LIFE Financial Planners",
        "Vantage Wealth Management Perth",
        "Shadforth Financial Group",
        "Partners Wealth Group",
        "Cornish Wealth Management",
        "Ally Wealth Management",
        "Everest Wealth",
        "Blueprint Wealth",
        "Andep Investment Consultancy",
        "Financial Framework",
        "Wealth Plus Group",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKMGJXd3llV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMk5tWm1OM2x3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRucHphM1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FIZGtaRGg2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWQyYzVNV00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJtNDNkMkp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRtZHdZM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOM1kyUXpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RaaVpqZDBYM2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1pETnFjRGcxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERmtNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREWTRjbVJyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNRMloydzFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxdU1IRTBkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkM016UmZPRFl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONU1XUjVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJd016UTFNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxODBkMkprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmVGODFlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0NmFuUndYdxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-financial_adviser-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A2",
      "prompt": "top financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Shadforth Financial Group",
        "Oak Advisory",
        "The Wealth Designers"
      ],
      "brands_recommended": [
        "Shadforth Financial Group",
        "Oak Advisory",
        "The Wealth Designers"
      ],
      "brand_order": [
        "Shadforth Financial Group",
        "Oak Advisory",
        "The Wealth Designers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1esrx8q/can_anyone_recommend_a_financial_advisor_in_perth/",
        "https://bestfinancialplanners.com.au/perth/",
        "https://www.oakadvisory.com.au/",
        "https://capital-partners.com.au/",
        "https://twd.com.au/",
        "https://www.aspire2wealth.com.au/",
        "https://www.sfg.com.au/find-an-adviser/perth"
      ],
      "cited_domains": [
        "reddit.com",
        "bestfinancialplanners.com.au",
        "oakadvisory.com.au",
        "capital-partners.com.au",
        "twd.com.au",
        "aspire2wealth.com.au",
        "sfg.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "capital-partners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "twd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aspire2wealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sfg.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-financial_adviser-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A2",
      "prompt": "top financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Capital Partners",
        "The Wealth Designers",
        "Shadforth Financial Group"
      ],
      "brands_recommended": [
        "Capital Partners",
        "The Wealth Designers",
        "Shadforth Financial Group"
      ],
      "brand_order": [
        "Capital Partners",
        "The Wealth Designers",
        "Shadforth Financial Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.bestfinancialadvisors.com.au/perth/",
        "https://www.oakadvisory.com.au/",
        "https://capital-partners.com.au/",
        "https://twd.com.au/",
        "https://www.wealthwise.com.au/home/financial-advisor-perth-fees/",
        "https://www.sfg.com.au/find-an-adviser/perth"
      ],
      "cited_domains": [
        "bestfinancialadvisors.com.au",
        "oakadvisory.com.au",
        "capital-partners.com.au",
        "twd.com.au",
        "wealthwise.com.au",
        "sfg.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialadvisors.com.au",
          "class": "directory"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "capital-partners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "twd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wealthwise.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sfg.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-financial_adviser-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A2",
      "prompt": "top financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-financial_adviser-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A2",
      "prompt": "top financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "The Wealth Designers",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Partners Wealth Group",
        "Blueprint Wealth",
        "bdhSterling",
        "Empire Financial Group"
      ],
      "brands_recommended": [
        "The Wealth Designers",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Partners Wealth Group",
        "Blueprint Wealth",
        "bdhSterling",
        "Empire Financial Group"
      ],
      "brand_order": [
        "The Wealth Designers",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Partners Wealth Group",
        "Blueprint Wealth",
        "bdhSterling",
        "Empire Financial Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.top10financialplanner.com.au/perth-financial-planners?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/best/perth/?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/financial-planner-perth/?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/find-an-adviser/Perth-WA-6000?utm_source=chatgpt.com",
        "https://www.advisorratings.com.au/find-an-adviser/Perth-WA-6000?utm_source=chatgpt.com",
        "https://www.advisorratings.com.au/adviser/236925/Cam-Paul?utm_source=chatgpt.com",
        "https://www.advisorratings.com.au/adviser/225643/Brad-Gordon?utm_source=chatgpt.com",
        "https://www.fivefantastic.com/five-fantastic-financial-advisors-in-perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/financial-planner?utm_source=chatgpt.com",
        "https://bestfinancialplanners.com.au/perth/?utm_source=chatgpt.com",
        "https://www.avenueperth.com/best-financial-advisors-perth/?utm_source=chatgpt.com",
        "https://www.vouchedfor.co.uk/IFA-financial-advisor-mortgage/perth?utm_source=chatgpt.com",
        "https://faaa.au/hall-of-fame/?utm_source=chatgpt.com",
        "https://faaa.au/winners-of-the-2025-faaa-awards-announced/?utm_source=chatgpt.com",
        "https://cifaa.asn.au/find-an-adviser/?utm_source=chatgpt.com",
        "https://wealthcollective.co/best-financial-advisors-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "top10financialplanner.com.au",
        "findafinancialplanner.com.au",
        "adviserratings.com.au",
        "advisorratings.com.au",
        "fivefantastic.com",
        "wordofmouth.com.au",
        "bestfinancialplanners.com.au",
        "avenueperth.com",
        "vouchedfor.co.uk",
        "faaa.au",
        "cifaa.asn.au",
        "wealthcollective.co"
      ],
      "source_classes": [
        {
          "domain": "top10financialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "adviserratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "advisorratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fivefantastic.com",
          "class": "third-party"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "vouchedfor.co.uk",
          "class": "third-party"
        },
        {
          "domain": "faaa.au",
          "class": "brand-source"
        },
        {
          "domain": "cifaa.asn.au",
          "class": "third-party"
        },
        {
          "domain": "wealthcollective.co",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-financial_adviser-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A2",
      "prompt": "top financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Wealth Designers",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "bdhSterling",
        "Financial Framework",
        "Capital Partners Private Wealth Advisers",
        "Wealth Health Co",
        "Best Financial Planners Perth Guide",
        "Top 10 Financial Planner",
        "Find a Financial Planner",
        "Empire Financial Group",
        "PictureWealth Perth",
        "Scope Advisory",
        "Inspired Money",
        "CY Financial Advice",
        "Aspire2 Wealth Advisers",
        "Bellwether Perth CBD",
        "LIFE Financial Planners",
        "Globe Financial Planning",
        "Boutique Advisers Pty Ltd"
      ],
      "brands_recommended": [
        "The Wealth Designers",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "bdhSterling",
        "Financial Framework",
        "Capital Partners Private Wealth Advisers",
        "Wealth Health Co",
        "Best Financial Planners Perth Guide",
        "Top 10 Financial Planner",
        "Find a Financial Planner",
        "Empire Financial Group",
        "PictureWealth Perth",
        "Scope Advisory",
        "Inspired Money",
        "CY Financial Advice",
        "Aspire2 Wealth Advisers",
        "Bellwether Perth CBD",
        "LIFE Financial Planners",
        "Globe Financial Planning",
        "Boutique Advisers Pty Ltd"
      ],
      "brand_order": [
        "The Wealth Designers",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "bdhSterling",
        "Financial Framework",
        "Capital Partners Private Wealth Advisers",
        "Wealth Health Co",
        "Best Financial Planners Perth Guide",
        "Top 10 Financial Planner",
        "Find a Financial Planner",
        "Empire Financial Group",
        "PictureWealth Perth",
        "Scope Advisory",
        "Inspired Money",
        "CY Financial Advice",
        "Aspire2 Wealth Advisers",
        "Bellwether Perth CBD",
        "LIFE Financial Planners",
        "Globe Financial Planning",
        "Boutique Advisers Pty Ltd"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/?utm_source=chatgpt.com",
        "https://www.top10financialplanner.com.au/perth-financial-planners?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/best/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "top10financialplanner.com.au",
        "findafinancialplanner.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10financialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-financial_adviser-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A2",
      "prompt": "top financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "The Wealth Designers",
        "Capital Partners Private Wealth Advisers",
        "Evolve Wealth Management - Financial Advisors Perth",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Wealth Health Co",
        "Wealthwise",
        "Everest Wealth",
        "Best Financial Planners Perth Guide",
        "Top 10 Financial Planner",
        "Find a Financial Planner",
        "Empire Financial Group",
        "Scope Advisory",
        "Partners Wealth Group",
        "Ally Wealth Management",
        "Glow Wealth",
        "Aspire2 Wealth Advisers",
        "LIFE Financial Planners",
        "Globe Financial Planning",
        "Boutique Advisers Pty Ltd"
      ],
      "brands_recommended": [
        "The Wealth Designers",
        "Capital Partners Private Wealth Advisers",
        "Evolve Wealth Management - Financial Advisors Perth",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Wealth Health Co",
        "Wealthwise",
        "Everest Wealth",
        "Best Financial Planners Perth Guide",
        "Top 10 Financial Planner",
        "Find a Financial Planner",
        "Empire Financial Group",
        "Scope Advisory",
        "Partners Wealth Group",
        "Ally Wealth Management",
        "Glow Wealth",
        "Aspire2 Wealth Advisers",
        "LIFE Financial Planners",
        "Globe Financial Planning",
        "Boutique Advisers Pty Ltd"
      ],
      "brand_order": [
        "The Wealth Designers",
        "Capital Partners Private Wealth Advisers",
        "Evolve Wealth Management - Financial Advisors Perth",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Wealth Health Co",
        "Wealthwise",
        "Everest Wealth",
        "Best Financial Planners Perth Guide",
        "Top 10 Financial Planner",
        "Find a Financial Planner",
        "Empire Financial Group",
        "Scope Advisory",
        "Partners Wealth Group",
        "Ally Wealth Management",
        "Glow Wealth",
        "Aspire2 Wealth Advisers",
        "LIFE Financial Planners",
        "Globe Financial Planning",
        "Boutique Advisers Pty Ltd"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/?utm_source=chatgpt.com",
        "https://www.top10financialplanner.com.au/perth-financial-planners?utm_source=chatgpt.com",
        "https://www.fivefantastic.com/five-fantastic-financial-advisors-in-perth/?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/best/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "top10financialplanner.com.au",
        "fivefantastic.com",
        "findafinancialplanner.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10financialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fivefantastic.com",
          "class": "third-party"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-financial_adviser-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A2",
      "prompt": "top financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=Financial%20Adviser.%20Qualifications%3A%20Diploma%20Financial%20Planning%2C%20Grad,Rich%20Life%E2%80%A6%20More%20info.%20Contact%20Dean%20Gilkison.",
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=Director%2C%20Certified%20Financial%20Planner.%20Pippa%20Elliott%20founded,%E2%80%94%20Twilight%20Financial%20Planning.%20Adviser%2C%20Director%20CFP.",
        "https://www.hphsolutions.com.au/#:~:text=Award-winning%20Financial%20Planners%20Perth%20-%20HPH%20Solutions.%20(08)%209200%203123%20info%40hphsolutions.com.au.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Troy%20MacMillan.%20Wealth%20Management%2C%20Investment%20Strategy%2C%20Retirement,Retirement%20Planning%2C%20Superannuation%20Strategy%2C%20Investment%20Advice.%20English.",
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=With%20these%20qualifications%20and%20experience%20he%20is,Contact%20Michael%20Hayward.%20Paul%20Turner%20%E2%80%94%20Wealthwise.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Troy%20MacMillan.%20Wealth%20Management%2C%20Investment%20Strategy%2C%20Retirement,Retirement%20Planning%2C%20Superannuation%20Strategy%2C%20Investment%20Advice.%20English.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Certified%20Financial%20Planner%C2%AE%2C%20B%20Comm%2C%20AdDipFP.%20Advisor,structured%2C%20tax-aware%20strategies%20rather%20than%20product-driven%20recommendations.",
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=Director%2C%20Certified%20Financial%20Planner.%20Pippa%20Elliott%20founded,%E2%80%94%20Twilight%20Financial%20Planning.%20Adviser%2C%20Director%20CFP.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Frequently%20Asked%20Questions%20About%20Financial%20Advice%20in,full%20plan%2C%20with%20ongoing%20fees%20around%20%244%2C000%2Fyear."
      ],
      "cited_domains": [
        "bestfinancialadvisors.com.au",
        "hphsolutions.com.au",
        "bestfinancialplanners.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialadvisors.com.au",
          "class": "directory"
        },
        {
          "domain": "hphsolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-financial_adviser-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A2",
      "prompt": "top financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Certified Financial Planner",
        "Retirement & Strategic Wealth Specialists"
      ],
      "brands_recommended": [
        "Certified Financial Planner",
        "Retirement & Strategic Wealth Specialists"
      ],
      "brand_order": [
        "Certified Financial Planner",
        "Retirement & Strategic Wealth Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/?utm_source=gemini#:~:text=Troy%20MacMillan.%20Wealth%20Management%2C%20Investment%20Strategy%2C%20Retirement,Retirement%20Planning%2C%20Superannuation%20Strategy%2C%20Investment%20Advice.%20English.",
        "https://bestfinancialplanners.com.au/perth/?utm_source=gemini#:~:text=Troy%20MacMillan.%20Wealth%20Management%2C%20Investment%20Strategy%2C%20Retirement,Retirement%20Planning%2C%20Superannuation%20Strategy%2C%20Investment%20Advice.%20English.",
        "https://bestfinancialplanners.com.au/perth/?utm_source=gemini#:~:text=Certified%20Financial%20Planner%C2%AE%2C%20B%20Comm%2C%20AdDipFP.%20Advisor,structured%2C%20tax-aware%20strategies%20rather%20than%20product-driven%20recommendations.",
        "https://bestfinancialplanners.com.au/perth/?utm_source=gemini#:~:text=Certified%20Financial%20Planner%C2%AE%2C%20B%20Comm%2C%20AdDipFP.%20Advisor,structured%2C%20tax-aware%20strategies%20rather%20than%20product-driven%20recommendations.",
        "https://bestfinancialplanners.com.au/perth/?utm_source=gemini#:~:text=Table_title%3A%20Quick%20Comparison%3A%20Find%20Your%20Match%20Table_content%3A,Wealth%20Management%2C%20Tax%20Strategy%20%7C%20English%20%7C",
        "https://bestfinancialplanners.com.au/perth/?utm_source=gemini#:~:text=Certified%20Financial%20Planner%C2%AE%2C%20B%20Econ%2C%20M%20Tax%2C,experience%20guiding%20clients%20through%20long-term%20strategy%20decisions.",
        "https://bestfinancialplanners.com.au/perth/?utm_source=gemini#:~:text=Areas%20of%20expertise%3A%20Ethical%20investing%2C%20ESG%20investment,a%20strong%20belief%20in%20holistic%2C%20commission-free%20advice.",
        "https://bestfinancialplanners.com.au/perth/?utm_source=gemini#:~:text=Areas%20of%20expertise%3A%20Ethical%20investing%2C%20ESG%20investment,a%20strong%20belief%20in%20holistic%2C%20commission-free%20advice.",
        "https://bestfinancialplanners.com.au/perth/?utm_source=gemini#:~:text=Our%20Selection%20Standards.%20%E2%9C%93%20Minimum%205%20years,through%20ASIC%20records.%20Last%20review%3A%20March%202026.",
        "https://bestfinancialplanners.com.au/perth/?utm_source=gemini#:~:text=Frequently%20Asked%20Questions%20About%20Financial%20Advice%20in,full%20plan%2C%20with%20ongoing%20fees%20around%20%244%2C000%2Fyear.",
        "https://bestfinancialplanners.com.au/perth/?utm_source=gemini#:~:text=*%20Initial%20consultations%20are%20often%20free%20or,comprehensive%20financial%20advice%20is%20a%20paid%20service."
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-financial_adviser-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A2",
      "prompt": "top financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-financial_adviser-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A3",
      "prompt": "recommended financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Blueprint Wealth"
      ],
      "brands_recommended": [
        "Blueprint Wealth"
      ],
      "brand_order": [
        "Blueprint Wealth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.superguide.com.au/retirement-planning/independent-financial-advisers-perth-and-wa",
        "https://www.reddit.com/r/perth/comments/1esrx8q/can_anyone_recommend_a_financial_advisor_in_perth/"
      ],
      "cited_domains": [
        "superguide.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "superguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-financial_adviser-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A3",
      "prompt": "recommended financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Wealth Designers",
        "Capital Partners Private Wealth Advisers"
      ],
      "brands_recommended": [
        "The Wealth Designers",
        "Capital Partners Private Wealth Advisers"
      ],
      "brand_order": [
        "The Wealth Designers",
        "Capital Partners Private Wealth Advisers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://capital-partners.com.au/",
        "https://find-a-planner.faaa.au/wa/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRucHphM1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRtZHdZM0kYCg"
      ],
      "cited_domains": [
        "capital-partners.com.au",
        "find-a-planner.faaa.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "capital-partners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "find-a-planner.faaa.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-financial_adviser-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A3",
      "prompt": "recommended financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "The Wealth Designers",
        "Glow Wealth",
        "Empire Financial Group",
        "Wealth Health Co",
        "Capital Partners Private Wealth Advisers",
        "bdhSterling",
        "Aspire2 Wealth Advisers",
        "Westmount Financial",
        "Vantage Wealth Management Perth",
        "LIFE Financial Planners",
        "Andep Investment Consultancy",
        "Shadforth Financial Group",
        "Ally Wealth Management",
        "Cornish Wealth Management",
        "Everest Wealth",
        "Partners Wealth Group",
        "Blueprint Wealth",
        "Oakmont Financial Group",
        "Wealth Plus Group",
        "Partnership Wealth"
      ],
      "brands_recommended": [
        "The Wealth Designers",
        "Glow Wealth",
        "Empire Financial Group",
        "Wealth Health Co",
        "Capital Partners Private Wealth Advisers",
        "bdhSterling",
        "Aspire2 Wealth Advisers",
        "Westmount Financial",
        "Vantage Wealth Management Perth",
        "LIFE Financial Planners",
        "Andep Investment Consultancy",
        "Shadforth Financial Group",
        "Ally Wealth Management",
        "Cornish Wealth Management",
        "Everest Wealth",
        "Partners Wealth Group",
        "Blueprint Wealth",
        "Oakmont Financial Group",
        "Wealth Plus Group",
        "Partnership Wealth"
      ],
      "brand_order": [
        "The Wealth Designers",
        "Glow Wealth",
        "Empire Financial Group",
        "Wealth Health Co",
        "Capital Partners Private Wealth Advisers",
        "bdhSterling",
        "Aspire2 Wealth Advisers",
        "Westmount Financial",
        "Vantage Wealth Management Perth",
        "LIFE Financial Planners",
        "Andep Investment Consultancy",
        "Shadforth Financial Group",
        "Ally Wealth Management",
        "Cornish Wealth Management",
        "Everest Wealth",
        "Partners Wealth Group",
        "Blueprint Wealth",
        "Oakmont Financial Group",
        "Wealth Plus Group",
        "Partnership Wealth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/",
        "https://twd.com.au/",
        "https://www.reddit.com/r/perth/comments/1esrx8q/can_anyone_recommend_a_financial_advisor_in_perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRucHphM1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKMGJXd3llV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWQyYzVNV00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMk5tWm1OM2x3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRtZHdZM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FIZGtaRGg2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJtNDNkMkp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOM1kyUXpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1pETnFjRGcxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RaaVpqZDBYM2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJd016UTFNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERmtNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxdU1IRTBkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNRMloydzFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkM016UmZPRFl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREWTRjbVJyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONU1XUjVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGJGOXlNV2h1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmVGODFlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwc2NXWnpNblp5GAo"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "twd.com.au",
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "twd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-financial_adviser-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A3",
      "prompt": "recommended financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Oak Advisory",
        "Financial Framework",
        "Blueprint Wealth",
        "Vantage Wealth Management Perth",
        "Moneysmart Choosing a Financial Adviser",
        "Tips for Choosing an Adviser"
      ],
      "brands_recommended": [
        "Oak Advisory",
        "Financial Framework",
        "Blueprint Wealth",
        "Vantage Wealth Management Perth",
        "Moneysmart Choosing a Financial Adviser",
        "Tips for Choosing an Adviser"
      ],
      "brand_order": [
        "Oak Advisory",
        "Financial Framework",
        "Blueprint Wealth",
        "Vantage Wealth Management Perth",
        "Moneysmart Choosing a Financial Adviser",
        "Tips for Choosing an Adviser"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/financial-advice/choosing-a-financial-adviser",
        "https://www.reddit.com/r/perth/comments/1esrx8q/can_anyone_recommend_a_financial_advisor_in_perth/",
        "https://www.oakadvisory.com.au/",
        "https://financialframework.com.au/",
        "https://perthfinancialplanning.com.au/",
        "https://www.wealthwise.com.au/home/financial-advisor-perth-fees/",
        "https://vantagewm.com.au/",
        "https://www.bpwealth.com.au/"
      ],
      "cited_domains": [
        "moneysmart.gov.au",
        "reddit.com",
        "oakadvisory.com.au",
        "financialframework.com.au",
        "perthfinancialplanning.com.au",
        "wealthwise.com.au",
        "vantagewm.com.au",
        "bpwealth.com.au"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "financialframework.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wealthwise.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vantagewm.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bpwealth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-financial_adviser-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A3",
      "prompt": "recommended financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-financial_adviser-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A3",
      "prompt": "recommended financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Best Financial Planners Perth Guide",
        "Moneysmart",
        "Recommended Financial Advisers in Perth",
        "Tips for Choosing an Adviser"
      ],
      "brands_recommended": [
        "Best Financial Planners Perth Guide",
        "Moneysmart",
        "Recommended Financial Advisers in Perth",
        "Tips for Choosing an Adviser"
      ],
      "brand_order": [
        "Best Financial Planners Perth Guide",
        "Moneysmart",
        "Recommended Financial Advisers in Perth",
        "Tips for Choosing an Adviser"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/financial-advice/choosing-a-financial-adviser",
        "https://www.reddit.com/r/perth/comments/1esrx8q/can_anyone_recommend_a_financial_advisor_in_perth/",
        "https://bestfinancialplanners.com.au/perth/",
        "https://www.approvedfp.com.au/",
        "https://www.oakadvisory.com.au/",
        "https://perthfinancialplanning.com.au/",
        "https://financialframework.com.au/",
        "https://www.bpwealth.com.au/"
      ],
      "cited_domains": [
        "moneysmart.gov.au",
        "reddit.com",
        "bestfinancialplanners.com.au",
        "approvedfp.com.au",
        "oakadvisory.com.au",
        "perthfinancialplanning.com.au",
        "financialframework.com.au",
        "bpwealth.com.au"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "approvedfp.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "financialframework.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bpwealth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-financial_adviser-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A3",
      "prompt": "recommended financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "The Wealth Designers",
        "Everest Wealth",
        "Wealth Health Co",
        "Empire Financial Group",
        "Partners Wealth Group",
        "Falcon Wealth Management",
        "Capital Partners Private Wealth Advisers"
      ],
      "brands_recommended": [
        "The Wealth Designers",
        "Everest Wealth",
        "Wealth Health Co",
        "Empire Financial Group",
        "Partners Wealth Group",
        "Falcon Wealth Management",
        "Capital Partners Private Wealth Advisers"
      ],
      "brand_order": [
        "The Wealth Designers",
        "Everest Wealth",
        "Wealth Health Co",
        "Empire Financial Group",
        "Partners Wealth Group",
        "Falcon Wealth Management",
        "Capital Partners Private Wealth Advisers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.adviserratings.com.au/find-an-adviser/Perth-WA-6000?utm_source=chatgpt.com",
        "https://www.top10financialplanner.com.au/perth-financial-planners?utm_source=chatgpt.com",
        "https://www.advisorratings.com.au/find-an-adviser/Perth-WA-6000?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/financial-planner?utm_source=chatgpt.com",
        "https://www.fivefantastic.com/five-fantastic-financial-advisors-in-perth/?utm_source=chatgpt.com",
        "https://bestfinancialplanners.com.au/perth/?utm_source=chatgpt.com",
        "https://www.superguide.com.au/retirement-planning/independent-financial-advisers-perth-and-wa?utm_source=chatgpt.com",
        "https://cifaa.asn.au/find-an-adviser/?utm_source=chatgpt.com",
        "https://www.avenueperth.com/best-financial-advisors-perth/?utm_source=chatgpt.com",
        "https://www.bestfinancialadvisors.com.au/perth/?utm_source=chatgpt.com",
        "https://wealthworks.com.au/professionals/financial-advisers/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "adviserratings.com.au",
        "top10financialplanner.com.au",
        "advisorratings.com.au",
        "findafinancialplanner.com.au",
        "wordofmouth.com.au",
        "fivefantastic.com",
        "bestfinancialplanners.com.au",
        "superguide.com.au",
        "cifaa.asn.au",
        "avenueperth.com",
        "bestfinancialadvisors.com.au",
        "wealthworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "adviserratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10financialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "advisorratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "fivefantastic.com",
          "class": "third-party"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "superguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cifaa.asn.au",
          "class": "third-party"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "bestfinancialadvisors.com.au",
          "class": "directory"
        },
        {
          "domain": "wealthworks.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-financial_adviser-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A3",
      "prompt": "recommended financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Cornish Wealth Management",
        "Wealthwise",
        "The Wealth Designers",
        "Financial Framework",
        "Adviser Ratings",
        "Andep Investment Consultancy",
        "Capital Partners",
        "Empire Financial Group",
        "Perth Financial Services",
        "Glow Wealth",
        "Barns Financial Services",
        "Ally Wealth Management",
        "Financial Services Guide"
      ],
      "brands_recommended": [
        "Cornish Wealth Management",
        "Wealthwise",
        "The Wealth Designers",
        "Financial Framework",
        "Adviser Ratings",
        "Andep Investment Consultancy",
        "Capital Partners",
        "Empire Financial Group",
        "Perth Financial Services",
        "Glow Wealth",
        "Barns Financial Services",
        "Ally Wealth Management",
        "Financial Services Guide"
      ],
      "brand_order": [
        "Cornish Wealth Management",
        "Wealthwise",
        "The Wealth Designers",
        "Financial Framework",
        "Adviser Ratings",
        "Andep Investment Consultancy",
        "Capital Partners",
        "Empire Financial Group",
        "Perth Financial Services",
        "Glow Wealth",
        "Barns Financial Services",
        "Ally Wealth Management",
        "Financial Services Guide"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.adviserratings.com.au/adviser/312021/Chris-Cornish?utm_source=chatgpt.com",
        "https://perthfinancialplanning.com.au/one-off-financial-advice?utm_source=chatgpt.com",
        "https://www.andep.com.au/?utm_source=chatgpt.com",
        "https://capital-partners.com.au/who-we-are/financial-advisers-perth/?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/financial-advice-costs?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "adviserratings.com.au",
        "perthfinancialplanning.com.au",
        "andep.com.au",
        "capital-partners.com.au",
        "moneysmart.gov.au"
      ],
      "source_classes": [
        {
          "domain": "adviserratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "andep.com.au",
          "class": "brand-source"
        },
        {
          "domain": "capital-partners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-financial_adviser-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A3",
      "prompt": "recommended financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Wealthwise",
        "Empire Financial Group",
        "The Wealth Designers",
        "Partners Wealth Group",
        "bdhSterling",
        "Financial Services Guide"
      ],
      "brands_recommended": [
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Wealthwise",
        "Empire Financial Group",
        "The Wealth Designers",
        "Partners Wealth Group",
        "bdhSterling",
        "Financial Services Guide"
      ],
      "brand_order": [
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Wealthwise",
        "Empire Financial Group",
        "The Wealth Designers",
        "Partners Wealth Group",
        "bdhSterling",
        "Financial Services Guide"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://findafinancialplanner.com.au/best/perth/?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/financial-planner-perth/?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/financial-advice-costs?utm_source=chatgpt.com",
        "https://www.fivefantastic.com/five-fantastic-financial-advisors-in-perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/financial-planner?utm_source=chatgpt.com",
        "https://bestfinancialplanners.com.au/perth/?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/adviser/275519/Dennis-Barton?utm_source=chatgpt.com",
        "https://www.top10financialplanner.com.au/perth-financial-planners?utm_source=chatgpt.com",
        "https://www.andep.com.au/general-financial-advice?utm_source=chatgpt.com",
        "https://www.andep.com.au/book-online?utm_source=chatgpt.com",
        "https://www.andep.com.au/service-page/personal-financial-advice-dennis-barton?utm_source=chatgpt.com",
        "https://www.avenueperth.com/best-financial-advisors-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "findafinancialplanner.com.au",
        "moneysmart.gov.au",
        "fivefantastic.com",
        "wordofmouth.com.au",
        "bestfinancialplanners.com.au",
        "adviserratings.com.au",
        "top10financialplanner.com.au",
        "andep.com.au",
        "avenueperth.com"
      ],
      "source_classes": [
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "fivefantastic.com",
          "class": "third-party"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "adviserratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10financialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "andep.com.au",
          "class": "brand-source"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-financial_adviser-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A3",
      "prompt": "recommended financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Capital Partners",
        "HPH Solutions",
        "Blueprint Wealth",
        "Oak Advisory",
        "Financial Advice Association Australia"
      ],
      "brands_recommended": [
        "Capital Partners",
        "HPH Solutions",
        "Blueprint Wealth",
        "Oak Advisory",
        "Financial Advice Association Australia"
      ],
      "brand_order": [
        "Capital Partners",
        "HPH Solutions",
        "Blueprint Wealth",
        "Oak Advisory",
        "Financial Advice Association Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/#:~:text=Certified%20Financial%20Planner%C2%AE%2C%20B%20Comm%2C%20AdDipFP.%20Advisor,structured%2C%20tax-aware%20strategies%20rather%20than%20product-driven%20recommendations.",
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=With%20these%20qualifications%20and%20experience%20he%20is,Contact%20Michael%20Hayward.%20Paul%20Turner%20%E2%80%94%20Wealthwise.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Perth's%20Top%2010%20Financial%20Advisers%E2%80%8B%20*%20TROY%20MACMILLAN%20%7C%20The%20Wealth%20Designers.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Troy%20MacMillan.%20Wealth%20Management%2C%20Investment%20Strategy%2C%20Retirement,Retirement%20Planning%2C%20Superannuation%20Strategy%2C%20Investment%20Advice.%20English.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Certified%20Financial%20Planner%C2%AE%2C%20B%20Econ%2C%20M%20Tax%2C,who%20value%20informed%20decision-making%20and%20collaborative%20planning.",
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=Director%2C%20Certified%20Financial%20Planner.%20Pippa%20Elliott%20founded,%E2%80%94%20Twilight%20Financial%20Planning.%20Adviser%2C%20Director%20CFP.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Certified%20Financial%20Planner%C2%AE%2C%20B%20Comm%2C%20AdDipFP.%20Advisor,structured%2C%20tax-aware%20strategies%20rather%20than%20product-driven%20recommendations.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Certified%20Financial%20Planner%C2%AE%2C%20B%20Comm%2C%20AdDipFP.%20Advisor,structured%2C%20tax-aware%20strategies%20rather%20than%20product-driven%20recommendations.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Your%20Action%20Plan%20*%20Browse%20our%20shortlist,Start%20your%20financial%20plan%20with%20expert%20support."
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "bestfinancialadvisors.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialadvisors.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-financial_adviser-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A3",
      "prompt": "recommended financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Popular Perth Advisory Networks & Practices"
      ],
      "brands_recommended": [
        "Popular Perth Advisory Networks & Practices"
      ],
      "brand_order": [
        "Popular Perth Advisory Networks & Practices"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-financial_adviser-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A3",
      "prompt": "recommended financial adviser Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-financial_adviser-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A4",
      "prompt": "who is the best financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Best Financial Planners Perth Guide"
      ],
      "brands_recommended": [
        "Best Financial Planners Perth Guide"
      ],
      "brand_order": [
        "Best Financial Planners Perth Guide"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-financial_adviser-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A4",
      "prompt": "who is the best financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Wealth Designers",
        "Glow Wealth",
        "Capital Partners Private Wealth Advisers",
        "Empire Financial Group",
        "bdhSterling",
        "Aspire2 Wealth Advisers",
        "Wealth Health Co",
        "Vantage Wealth Management Perth",
        "Westmount Financial",
        "LIFE Financial Planners",
        "Andep Investment Consultancy",
        "Shadforth Financial Group",
        "Partners Wealth Group",
        "Ally Wealth Management",
        "Blueprint Wealth",
        "The Reformed Adviser",
        "Cornish Wealth Management",
        "Partnership Wealth",
        "Everest Wealth",
        "Wealth Plus Group"
      ],
      "brands_recommended": [
        "The Wealth Designers",
        "Glow Wealth",
        "Capital Partners Private Wealth Advisers",
        "Empire Financial Group",
        "bdhSterling",
        "Aspire2 Wealth Advisers",
        "Wealth Health Co",
        "Vantage Wealth Management Perth",
        "Westmount Financial",
        "LIFE Financial Planners",
        "Andep Investment Consultancy",
        "Shadforth Financial Group",
        "Partners Wealth Group",
        "Ally Wealth Management",
        "Blueprint Wealth",
        "The Reformed Adviser",
        "Cornish Wealth Management",
        "Partnership Wealth",
        "Everest Wealth",
        "Wealth Plus Group"
      ],
      "brand_order": [
        "The Wealth Designers",
        "Glow Wealth",
        "Capital Partners Private Wealth Advisers",
        "Empire Financial Group",
        "bdhSterling",
        "Aspire2 Wealth Advisers",
        "Wealth Health Co",
        "Vantage Wealth Management Perth",
        "Westmount Financial",
        "LIFE Financial Planners",
        "Andep Investment Consultancy",
        "Shadforth Financial Group",
        "Partners Wealth Group",
        "Ally Wealth Management",
        "Blueprint Wealth",
        "The Reformed Adviser",
        "Cornish Wealth Management",
        "Partnership Wealth",
        "Everest Wealth",
        "Wealth Plus Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/",
        "https://www.adviserratings.com.au/adviser/1239448/Robin-Sandover",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRucHphM1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKMGJXd3llV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRtZHdZM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWQyYzVNV00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FIZGtaRGg2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJtNDNkMkp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMk5tWm1OM2x3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1pETnFjRGcxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOM1kyUXpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RaaVpqZDBYM2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJd016UTFNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERmtNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREWTRjbVJyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxdU1IRTBkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONU1XUjVNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM1ptMXVkbWQzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNRMloydzFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwc2NXWnpNblp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkM016UmZPRFl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmVGODFlZxgK"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "adviserratings.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "adviserratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-financial_adviser-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A4",
      "prompt": "who is the best financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Capital Partners",
        "Blueprint Wealth",
        "HPH Solutions"
      ],
      "brands_recommended": [
        "Capital Partners",
        "Blueprint Wealth",
        "HPH Solutions"
      ],
      "brand_order": [
        "Capital Partners",
        "Blueprint Wealth",
        "HPH Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/",
        "https://capital-partners.com.au/who-we-are/professional-awards/",
        "https://www.reddit.com/r/perth/comments/1esrx8q/can_anyone_recommend_a_financial_advisor_in_perth/"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "capital-partners.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "capital-partners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-financial_adviser-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A4",
      "prompt": "who is the best financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/",
        "https://www.reddit.com/r/perth/comments/1esrx8q/can_anyone_recommend_a_financial_advisor_in_perth/",
        "https://www.bestfinancialadvisors.com.au/perth/",
        "https://www.wealthwise.com.au/",
        "https://twd.com.au/",
        "https://www.pwg.com.au/awards",
        "https://www.sfg.com.au/find-an-adviser/perth"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "reddit.com",
        "bestfinancialadvisors.com.au",
        "wealthwise.com.au",
        "twd.com.au",
        "pwg.com.au",
        "sfg.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "bestfinancialadvisors.com.au",
          "class": "directory"
        },
        {
          "domain": "wealthwise.com.au",
          "class": "brand-source"
        },
        {
          "domain": "twd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwg.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sfg.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-financial_adviser-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A4",
      "prompt": "who is the best financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly Recommended Local Firms & Advisers"
      ],
      "brands_recommended": [
        "Highly Recommended Local Firms & Advisers"
      ],
      "brand_order": [
        "Highly Recommended Local Firms & Advisers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/",
        "https://www.oakadvisory.com.au/",
        "https://www.sfg.com.au/find-an-adviser/perth",
        "https://www.reddit.com/r/perth/comments/1esrx8q/can_anyone_recommend_a_financial_advisor_in_perth/"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "oakadvisory.com.au",
        "sfg.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sfg.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-financial_adviser-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A4",
      "prompt": "who is the best financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Best Financial Planners Perth Guide",
        "Wealthwise",
        "Best Financial Advisors Perth"
      ],
      "brands_recommended": [
        "Best Financial Planners Perth Guide",
        "Wealthwise",
        "Best Financial Advisors Perth"
      ],
      "brand_order": [
        "Best Financial Planners Perth Guide",
        "Wealthwise",
        "Best Financial Advisors Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/",
        "https://www.reddit.com/r/perth/comments/1esrx8q/can_anyone_recommend_a_financial_advisor_in_perth/",
        "https://www.bestfinancialadvisors.com.au/perth/",
        "https://www.wealthwise.com.au/",
        "https://www.wealthwise.com.au/home/best-financial-advisor-perth-what-our-clients-say/",
        "https://www.evolvewm.com.au/",
        "https://twd.com.au/",
        "https://www.sfg.com.au/find-an-adviser/perth"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "reddit.com",
        "bestfinancialadvisors.com.au",
        "wealthwise.com.au",
        "evolvewm.com.au",
        "twd.com.au",
        "sfg.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "bestfinancialadvisors.com.au",
          "class": "directory"
        },
        {
          "domain": "wealthwise.com.au",
          "class": "brand-source"
        },
        {
          "domain": "evolvewm.com.au",
          "class": "brand-source"
        },
        {
          "domain": "twd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sfg.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-financial_adviser-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A4",
      "prompt": "who is the best financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "The Wealth Designers",
        "Capital Partners Private Wealth Advisers",
        "Wealthwise",
        "Blueprint Wealth",
        "Evolve Wealth Management - Financial Advisors Perth",
        "Wealth Health Co",
        "Best Financial Planners Perth Guide",
        "Find a Financial Planner",
        "Adviser Ratings",
        "Empire Financial Group",
        "Perth Financial Services",
        "Partners Wealth Group",
        "Scope Advisory",
        "Glow Wealth",
        "LIFE Financial Planners",
        "Aspire2 Wealth Advisers",
        "Boutique Advisers Private Wealth"
      ],
      "brands_recommended": [
        "The Wealth Designers",
        "Capital Partners Private Wealth Advisers",
        "Wealthwise",
        "Blueprint Wealth",
        "Evolve Wealth Management - Financial Advisors Perth",
        "Wealth Health Co",
        "Best Financial Planners Perth Guide",
        "Find a Financial Planner",
        "Adviser Ratings",
        "Empire Financial Group",
        "Perth Financial Services",
        "Partners Wealth Group",
        "Scope Advisory",
        "Glow Wealth",
        "LIFE Financial Planners",
        "Aspire2 Wealth Advisers",
        "Boutique Advisers Private Wealth"
      ],
      "brand_order": [
        "The Wealth Designers",
        "Capital Partners Private Wealth Advisers",
        "Wealthwise",
        "Blueprint Wealth",
        "Evolve Wealth Management - Financial Advisors Perth",
        "Wealth Health Co",
        "Best Financial Planners Perth Guide",
        "Find a Financial Planner",
        "Adviser Ratings",
        "Empire Financial Group",
        "Perth Financial Services",
        "Partners Wealth Group",
        "Scope Advisory",
        "Glow Wealth",
        "LIFE Financial Planners",
        "Aspire2 Wealth Advisers",
        "Boutique Advisers Private Wealth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/?utm_source=chatgpt.com",
        "https://www.fivefantastic.com/five-fantastic-financial-advisors-in-perth/?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/find-an-adviser/Perth-WA-6000?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "fivefantastic.com",
        "findafinancialplanner.com.au",
        "adviserratings.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fivefantastic.com",
          "class": "third-party"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "adviserratings.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-financial_adviser-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A4",
      "prompt": "who is the best financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Wealth Designers",
        "Wealthwise",
        "Partners Wealth Group",
        "Wealth Health Co",
        "Everest Wealth",
        "Capital Partners Private Wealth Advisers",
        "Financial Framework",
        "Best Financial Planners Perth Guide",
        "Find a Financial Planner",
        "Financial Advice Association Australia",
        "Empire Financial Group",
        "Glow Wealth",
        "Inspired Money",
        "Voyage Financial",
        "LIFE Financial Planners",
        "Aspire2 Wealth Advisers",
        "Capital Partners"
      ],
      "brands_recommended": [
        "The Wealth Designers",
        "Wealthwise",
        "Partners Wealth Group",
        "Wealth Health Co",
        "Everest Wealth",
        "Capital Partners Private Wealth Advisers",
        "Financial Framework",
        "Best Financial Planners Perth Guide",
        "Find a Financial Planner",
        "Financial Advice Association Australia",
        "Empire Financial Group",
        "Glow Wealth",
        "Inspired Money",
        "Voyage Financial",
        "LIFE Financial Planners",
        "Aspire2 Wealth Advisers",
        "Capital Partners"
      ],
      "brand_order": [
        "The Wealth Designers",
        "Wealthwise",
        "Partners Wealth Group",
        "Wealth Health Co",
        "Everest Wealth",
        "Capital Partners Private Wealth Advisers",
        "Financial Framework",
        "Best Financial Planners Perth Guide",
        "Find a Financial Planner",
        "Financial Advice Association Australia",
        "Empire Financial Group",
        "Glow Wealth",
        "Inspired Money",
        "Voyage Financial",
        "LIFE Financial Planners",
        "Aspire2 Wealth Advisers",
        "Capital Partners"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/best/perth/?utm_source=chatgpt.com",
        "https://faaa.au/hall-of-fame/?utm_source=chatgpt.com",
        "https://www.australianwealthmanagementawards.com.au/2024-winners-and-finalists/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "findafinancialplanner.com.au",
        "faaa.au",
        "australianwealthmanagementawards.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "faaa.au",
          "class": "brand-source"
        },
        {
          "domain": "australianwealthmanagementawards.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-financial_adviser-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A4",
      "prompt": "who is the best financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "The Wealth Designers",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Blueprint Wealth",
        "Partners Wealth Group",
        "Wealth Health Co",
        "bdhSterling"
      ],
      "brands_recommended": [
        "The Wealth Designers",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Blueprint Wealth",
        "Partners Wealth Group",
        "Wealth Health Co",
        "bdhSterling"
      ],
      "brand_order": [
        "The Wealth Designers",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Blueprint Wealth",
        "Partners Wealth Group",
        "Wealth Health Co",
        "bdhSterling"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.top10financialplanner.com.au/perth-financial-planners?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/financial-planner?utm_source=chatgpt.com",
        "https://www.fivefantastic.com/five-fantastic-financial-advisors-in-perth/?utm_source=chatgpt.com",
        "https://bestfinancialplanners.com.au/perth/?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/find-an-adviser/Perth-WA-6000?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/adviser/236925/Cam-Paul?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/adviser/1002635/Tony-Monterosso?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/financial-planning?utm_source=chatgpt.com",
        "https://www.advisorratings.com.au/find-an-adviser/Perth-WA-6000?utm_source=chatgpt.com",
        "https://www.vouchedfor.co.uk/IFA-financial-advisor-mortgage/perth?utm_source=chatgpt.com",
        "https://www.andep.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "top10financialplanner.com.au",
        "findafinancialplanner.com.au",
        "wordofmouth.com.au",
        "fivefantastic.com",
        "bestfinancialplanners.com.au",
        "adviserratings.com.au",
        "productreview.com.au",
        "advisorratings.com.au",
        "vouchedfor.co.uk",
        "andep.com.au"
      ],
      "source_classes": [
        {
          "domain": "top10financialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "fivefantastic.com",
          "class": "third-party"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "adviserratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "advisorratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vouchedfor.co.uk",
          "class": "third-party"
        },
        {
          "domain": "andep.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-financial_adviser-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A4",
      "prompt": "who is the best financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Certified Financial Planner",
        "Financial Advice Association Australia"
      ],
      "brands_recommended": [
        "Certified Financial Planner",
        "Financial Advice Association Australia"
      ],
      "brand_order": [
        "Certified Financial Planner",
        "Financial Advice Association Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://capital-partners.com.au/",
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=With%20these%20qualifications%20and%20experience%20he%20is,Contact%20Michael%20Hayward.%20Paul%20Turner%20%E2%80%94%20Wealthwise.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Perth's%20Top%2010%20Financial%20Advisers%E2%80%8B%20*%20TROY%20MACMILLAN%20%7C%20The%20Wealth%20Designers.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Certified%20Financial%20Planner%C2%AE%2C%20B%20Comm%2C%20AdDipFP.%20Advisor,structured%2C%20tax-aware%20strategies%20rather%20than%20product-driven%20recommendations.",
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=Director%2C%20Certified%20Financial%20Planner.%20Pippa%20Elliott%20founded,%E2%80%94%20Twilight%20Financial%20Planning.%20Adviser%2C%20Director%20CFP.",
        "https://www.efg.net.au/#:~:text=Speciality%20Focuses.%20*%20GESB%20financial.%20advice.%20Read,finances%20would%20be%20looked%20after.%20Ada%20Vermeulen."
      ],
      "cited_domains": [
        "capital-partners.com.au",
        "bestfinancialadvisors.com.au",
        "bestfinancialplanners.com.au",
        "efg.net.au"
      ],
      "source_classes": [
        {
          "domain": "capital-partners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialadvisors.com.au",
          "class": "directory"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "efg.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-financial_adviser-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A4",
      "prompt": "who is the best financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Capital Partners"
      ],
      "brands_recommended": [
        "Capital Partners"
      ],
      "brand_order": [
        "Capital Partners"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-financial_adviser-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A4",
      "prompt": "who is the best financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Certified Financial Planner",
        "Financial Advice Association Australia"
      ],
      "brands_recommended": [
        "Certified Financial Planner",
        "Financial Advice Association Australia"
      ],
      "brand_order": [
        "Certified Financial Planner",
        "Financial Advice Association Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=Principal%20%7C%20Wealth%20Adviser.%202021%20Certified%20Financial,to%20provide%E2%80%A6%20More%20info.%20Contact%20Kathryn%20Creasy.",
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=Director%2C%20Certified%20Financial%20Planner.%20Pippa%20Elliott%20founded,%E2%80%94%20Twilight%20Financial%20Planning.%20Adviser%2C%20Director%20CFP.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Zacary%20is%20widely%20recognised%20for%20combining%20professional,ensures%20they%20fully%20understand%20every%20financial%20decision.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Certified%20Financial%20Planner%C2%AE%2C%20B%20Comm%2C%20AdDipFP.%20Advisor,structured%2C%20tax-aware%20strategies%20rather%20than%20product-driven%20recommendations.",
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=*%20Michael%20Carmody%20%E2%80%94%20Viva%20Wealth.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Table_title%3A%20Quick%20Comparison%3A%20Find%20Your%20Match%20Table_content%3A,Wealth%20Management%2C%20Tax%20Strategy%20%7C%20English%20%7C",
        "https://bestfinancialplanners.com.au/perth/#:~:text=James%20stands%20out%20for%20his%20long-standing%20commitment,incorporate%20responsible%20investment%20principles%20into%20their%20portfolios.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Your%20Action%20Plan%20*%20Browse%20our%20shortlist,Start%20your%20financial%20plan%20with%20expert%20support."
      ],
      "cited_domains": [
        "bestfinancialadvisors.com.au",
        "bestfinancialplanners.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialadvisors.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-financial_adviser-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A5",
      "prompt": "recommend a good financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/",
        "https://www.reddit.com/r/perth/comments/1esrx8q/can_anyone_recommend_a_financial_advisor_in_perth/"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-financial_adviser-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A5",
      "prompt": "recommend a good financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Wealth Designers",
        "Glow Wealth",
        "Wealth Health Co",
        "Empire Financial Group",
        "bdhSterling",
        "Aspire2 Wealth Advisers",
        "Capital Partners Private Wealth Advisers",
        "LIFE Financial Planners",
        "Westmount Financial",
        "Vantage Wealth Management Perth",
        "Ally Wealth Management",
        "Cornish Wealth Management",
        "Shadforth Financial Group",
        "Partners Wealth Group",
        "Everest Wealth",
        "Oakmont Financial Group",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "The Reformed Adviser",
        "Partnership Wealth",
        "Andep Investment Consultancy"
      ],
      "brands_recommended": [
        "The Wealth Designers",
        "Glow Wealth",
        "Wealth Health Co",
        "Empire Financial Group",
        "bdhSterling",
        "Aspire2 Wealth Advisers",
        "Capital Partners Private Wealth Advisers",
        "LIFE Financial Planners",
        "Westmount Financial",
        "Vantage Wealth Management Perth",
        "Ally Wealth Management",
        "Cornish Wealth Management",
        "Shadforth Financial Group",
        "Partners Wealth Group",
        "Everest Wealth",
        "Oakmont Financial Group",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "The Reformed Adviser",
        "Partnership Wealth",
        "Andep Investment Consultancy"
      ],
      "brand_order": [
        "The Wealth Designers",
        "Glow Wealth",
        "Wealth Health Co",
        "Empire Financial Group",
        "bdhSterling",
        "Aspire2 Wealth Advisers",
        "Capital Partners Private Wealth Advisers",
        "LIFE Financial Planners",
        "Westmount Financial",
        "Vantage Wealth Management Perth",
        "Ally Wealth Management",
        "Cornish Wealth Management",
        "Shadforth Financial Group",
        "Partners Wealth Group",
        "Everest Wealth",
        "Oakmont Financial Group",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "The Reformed Adviser",
        "Partnership Wealth",
        "Andep Investment Consultancy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRucHphM1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKMGJXd3llV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMk5tWm1OM2x3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWQyYzVNV00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FIZGtaRGg2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJtNDNkMkp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRtZHdZM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RaaVpqZDBYM2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOM1kyUXpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1pETnFjRGcxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxdU1IRTBkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNRMloydzFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReE1ERmtNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREWTRjbVJyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkM016UmZPRFl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGJGOXlNV2h1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0NmFuUndYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM1ptMXVkbWQzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwc2NXWnpNblp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJd016UTFNQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-financial_adviser-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A5",
      "prompt": "recommend a good financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/",
        "https://www.reddit.com/r/perth/comments/1esrx8q/can_anyone_recommend_a_financial_advisor_in_perth/"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-financial_adviser-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A5",
      "prompt": "recommend a good financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Moneysmart Guide"
      ],
      "brands_recommended": [
        "Moneysmart Guide"
      ],
      "brand_order": [
        "Moneysmart Guide"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/financial-advice/choosing-a-financial-adviser",
        "https://www.approvedfp.com.au/",
        "https://boutiqueadvisers.com.au/",
        "https://twd.com.au/",
        "https://capital-partners.com.au/"
      ],
      "cited_domains": [
        "moneysmart.gov.au",
        "approvedfp.com.au",
        "boutiqueadvisers.com.au",
        "twd.com.au",
        "capital-partners.com.au"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "approvedfp.com.au",
          "class": "brand-source"
        },
        {
          "domain": "boutiqueadvisers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "twd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "capital-partners.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-financial_adviser-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A5",
      "prompt": "recommend a good financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Moneysmart",
        "JLC Associates"
      ],
      "brands_recommended": [
        "Moneysmart",
        "JLC Associates"
      ],
      "brand_order": [
        "Moneysmart",
        "JLC Associates"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1esrx8q/can_anyone_recommend_a_financial_advisor_in_perth/",
        "https://moneysmart.gov.au/financial-advice/choosing-a-financial-adviser",
        "https://bestfinancialplanners.com.au/perth/",
        "https://www.reddit.com/r/perth/comments/vhus36/looking_for_financial_advisors_in_perth/"
      ],
      "cited_domains": [
        "reddit.com",
        "moneysmart.gov.au",
        "bestfinancialplanners.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-financial_adviser-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A5",
      "prompt": "recommend a good financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-financial_adviser-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A5",
      "prompt": "recommend a good financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "The Wealth Designers",
        "Empire Financial Group",
        "Blueprint Wealth",
        "Wealth Health Co",
        "Capital Partners Private Wealth Advisers",
        "Westmount Financial"
      ],
      "brands_recommended": [
        "The Wealth Designers",
        "Empire Financial Group",
        "Blueprint Wealth",
        "Wealth Health Co",
        "Capital Partners Private Wealth Advisers",
        "Westmount Financial"
      ],
      "brand_order": [
        "The Wealth Designers",
        "Empire Financial Group",
        "Blueprint Wealth",
        "Wealth Health Co",
        "Capital Partners Private Wealth Advisers",
        "Westmount Financial"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.top10financialplanner.com.au/perth-financial-planners?utm_source=chatgpt.com",
        "https://www.avenueperth.com/best-financial-advisors-perth/?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/financial-planner?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/financial-planning/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/financial-planning?utm_source=chatgpt.com",
        "https://www.advisorratings.com.au/find-an-adviser/Perth-WA-6000?utm_source=chatgpt.com",
        "https://www.advisorratings.com.au/adviser/236925/Cam-Paul?utm_source=chatgpt.com",
        "https://www.fivefantastic.com/five-fantastic-financial-advisors-in-perth/?utm_source=chatgpt.com",
        "https://bestfinancialplanners.com.au/perth/?utm_source=chatgpt.com",
        "https://www.approvedfp.com.au/best-financial-advisors-perth/?utm_source=chatgpt.com",
        "https://www.vouchedfor.co.uk/IFA-financial-advisor-mortgage/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "top10financialplanner.com.au",
        "avenueperth.com",
        "findafinancialplanner.com.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "advisorratings.com.au",
        "fivefantastic.com",
        "bestfinancialplanners.com.au",
        "approvedfp.com.au",
        "vouchedfor.co.uk"
      ],
      "source_classes": [
        {
          "domain": "top10financialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "advisorratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fivefantastic.com",
          "class": "third-party"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "approvedfp.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vouchedfor.co.uk",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-financial_adviser-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A5",
      "prompt": "recommend a good financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Partners Wealth Group",
        "Wealth Health Co",
        "The Wealth Designers",
        "Blueprint Wealth",
        "bdhSterling",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Empire Financial Group",
        "Aspire2 Wealth Advisers",
        "Vantage Wealth Management Perth",
        "Capital Partners Private Wealth Advisers",
        "Globe Financial Planning",
        "LIFE Financial Planners",
        "Approved Financial Planners",
        "Westmount Financial",
        "Ally Wealth Management",
        "Boutique Advisers Pty Ltd"
      ],
      "brands_recommended": [
        "Partners Wealth Group",
        "Wealth Health Co",
        "The Wealth Designers",
        "Blueprint Wealth",
        "bdhSterling",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Empire Financial Group",
        "Aspire2 Wealth Advisers",
        "Vantage Wealth Management Perth",
        "Capital Partners Private Wealth Advisers",
        "Globe Financial Planning",
        "LIFE Financial Planners",
        "Approved Financial Planners",
        "Westmount Financial",
        "Ally Wealth Management",
        "Boutique Advisers Pty Ltd"
      ],
      "brand_order": [
        "Partners Wealth Group",
        "Wealth Health Co",
        "The Wealth Designers",
        "Blueprint Wealth",
        "bdhSterling",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Empire Financial Group",
        "Aspire2 Wealth Advisers",
        "Vantage Wealth Management Perth",
        "Capital Partners Private Wealth Advisers",
        "Globe Financial Planning",
        "LIFE Financial Planners",
        "Approved Financial Planners",
        "Westmount Financial",
        "Ally Wealth Management",
        "Boutique Advisers Pty Ltd"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/financial-advice/financial-advisers-register?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/choosing-a-financial-adviser?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "moneysmart.gov.au"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-financial_adviser-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A5",
      "prompt": "recommend a good financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Capital Partners Private Wealth Advisers",
        "The Wealth Designers",
        "Empire Financial Group",
        "Evolve Wealth Management - Financial Advisors Perth",
        "Wealthwise",
        "Best Financial Planners Perth Guide",
        "Find a Financial Planner",
        "Partners Wealth Group",
        "Wealth Health Co",
        "Aspire2 Wealth Advisers",
        "Vantage Wealth Management Perth",
        "Glow Wealth",
        "Blueprint Wealth"
      ],
      "brands_recommended": [
        "Capital Partners Private Wealth Advisers",
        "The Wealth Designers",
        "Empire Financial Group",
        "Evolve Wealth Management - Financial Advisors Perth",
        "Wealthwise",
        "Best Financial Planners Perth Guide",
        "Find a Financial Planner",
        "Partners Wealth Group",
        "Wealth Health Co",
        "Aspire2 Wealth Advisers",
        "Vantage Wealth Management Perth",
        "Glow Wealth",
        "Blueprint Wealth"
      ],
      "brand_order": [
        "Capital Partners Private Wealth Advisers",
        "The Wealth Designers",
        "Empire Financial Group",
        "Evolve Wealth Management - Financial Advisors Perth",
        "Wealthwise",
        "Best Financial Planners Perth Guide",
        "Find a Financial Planner",
        "Partners Wealth Group",
        "Wealth Health Co",
        "Aspire2 Wealth Advisers",
        "Vantage Wealth Management Perth",
        "Glow Wealth",
        "Blueprint Wealth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.fivefantastic.com/five-fantastic-financial-advisors-in-perth/?utm_source=chatgpt.com",
        "https://bestfinancialplanners.com.au/perth/?utm_source=chatgpt.com",
        "https://www.avenueperth.com/best-financial-advisors-perth/?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/financial-planner-perth/?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/best/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "fivefantastic.com",
        "bestfinancialplanners.com.au",
        "avenueperth.com",
        "findafinancialplanner.com.au"
      ],
      "source_classes": [
        {
          "domain": "fivefantastic.com",
          "class": "third-party"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-financial_adviser-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A5",
      "prompt": "recommend a good financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Certified Financial Planner"
      ],
      "brands_recommended": [
        "Certified Financial Planner"
      ],
      "brand_order": [
        "Certified Financial Planner"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hphsolutions.com.au/#:~:text=Award-winning%20Financial%20Planners%20Perth%20-%20HPH%20Solutions.%20(08)%209200%203123%20info%40hphsolutions.com.au.",
        "https://vantagewm.com.au/#:~:text=Request%20a%20meetingMeet%20the%20team.%20The%20Vantage,long%20term%20financial%20success.%20Playing%20in%20picture-in-picture.",
        "https://findafinancialplanner.com.au/best/perth/#:~:text=Perth%2C%20Australia.%20Statement%20of%20Advice%20from%20%243%2C300,statement%20of%20advice%20from%20%243%2C300%20(fee-for-service).%20Strengths.",
        "https://findafinancialplanner.com.au/best/perth/#:~:text=Perth%2C%20Australia.%20Statement%20of%20Advice%20from%20%243%2C300,statement%20of%20advice%20from%20%243%2C300%20(fee-for-service).%20Strengths.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Our%20Selection%20Standards.%20%E2%9C%93%20Minimum%205%20years,through%20ASIC%20records.%20Last%20review%3A%20March%202026."
      ],
      "cited_domains": [
        "hphsolutions.com.au",
        "vantagewm.com.au",
        "findafinancialplanner.com.au",
        "bestfinancialplanners.com.au"
      ],
      "source_classes": [
        {
          "domain": "hphsolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vantagewm.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-financial_adviser-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A5",
      "prompt": "recommend a good financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Capital Partners",
        "Vantage Wealth Management Perth",
        "Blueprint Wealth",
        "Certified Financial Planner",
        "Financial Advice Association Australia"
      ],
      "brands_recommended": [
        "Capital Partners",
        "Vantage Wealth Management Perth",
        "Blueprint Wealth",
        "Certified Financial Planner",
        "Financial Advice Association Australia"
      ],
      "brand_order": [
        "Capital Partners",
        "Vantage Wealth Management Perth",
        "Blueprint Wealth",
        "Certified Financial Planner",
        "Financial Advice Association Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.bestfinancialadvisors.com.au/perth/#:~:text=Adviser%2C%20Director%20CFP.%20Stuart%20has%20been%20providing,%E2%80%94%20Capital%20Partners.%20Principal%20%7C%20Wealth%20Adviser.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Frequently%20Asked%20Questions%20About%20Financial%20Advice%20in,full%20plan%2C%20with%20ongoing%20fees%20around%20%244%2C000%2Fyear.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Your%20Action%20Plan%20*%20Browse%20our%20shortlist,Start%20your%20financial%20plan%20with%20expert%20support."
      ],
      "cited_domains": [
        "bestfinancialadvisors.com.au",
        "bestfinancialplanners.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialadvisors.com.au",
          "class": "directory"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-financial_adviser-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-A5",
      "prompt": "recommend a good financial adviser in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Glow Wealth",
        "Westmount Financial",
        "Empire Financial Group",
        "Tailored advisory services covering investments"
      ],
      "brands_recommended": [
        "Glow Wealth",
        "Westmount Financial",
        "Empire Financial Group",
        "Tailored advisory services covering investments"
      ],
      "brand_order": [
        "Glow Wealth",
        "Westmount Financial",
        "Empire Financial Group",
        "Tailored advisory services covering investments"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-financial_adviser-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B1",
      "prompt": "best financial adviser in Perth for retirement planning",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Best Financial Planners Perth Guide"
      ],
      "brands_recommended": [
        "Best Financial Planners Perth Guide"
      ],
      "brand_order": [
        "Best Financial Planners Perth Guide"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-financial_adviser-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B1",
      "prompt": "best financial adviser in Perth for retirement planning",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/",
        "https://www.reddit.com/r/perth/comments/1esrx8q/can_anyone_recommend_a_financial_advisor_in_perth/"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-financial_adviser-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B1",
      "prompt": "best financial adviser in Perth for retirement planning",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "The Wealth Designers",
        "Glow Wealth",
        "Cornish Wealth Management",
        "Empire Financial Group",
        "Capital Partners Private Wealth Advisers",
        "Aspire2 Wealth Advisers",
        "Westmount Financial",
        "bdhSterling",
        "Wealth Health Co",
        "LIFE Financial Planners",
        "Vantage Wealth Management Perth",
        "Partners Wealth Group",
        "Financial Framework",
        "Everest Wealth",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Oakmont Financial Group",
        "Approved Financial Planners",
        "Oak Advisory",
        "Ally Wealth Management",
        "Blueprint Wealth"
      ],
      "brands_recommended": [
        "The Wealth Designers",
        "Glow Wealth",
        "Cornish Wealth Management",
        "Empire Financial Group",
        "Capital Partners Private Wealth Advisers",
        "Aspire2 Wealth Advisers",
        "Westmount Financial",
        "bdhSterling",
        "Wealth Health Co",
        "LIFE Financial Planners",
        "Vantage Wealth Management Perth",
        "Partners Wealth Group",
        "Financial Framework",
        "Everest Wealth",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Oakmont Financial Group",
        "Approved Financial Planners",
        "Oak Advisory",
        "Ally Wealth Management",
        "Blueprint Wealth"
      ],
      "brand_order": [
        "The Wealth Designers",
        "Glow Wealth",
        "Cornish Wealth Management",
        "Empire Financial Group",
        "Capital Partners Private Wealth Advisers",
        "Aspire2 Wealth Advisers",
        "Westmount Financial",
        "bdhSterling",
        "Wealth Health Co",
        "LIFE Financial Planners",
        "Vantage Wealth Management Perth",
        "Partners Wealth Group",
        "Financial Framework",
        "Everest Wealth",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Oakmont Financial Group",
        "Approved Financial Planners",
        "Oak Advisory",
        "Ally Wealth Management",
        "Blueprint Wealth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/",
        "https://perthfinancialplanning.com.au/",
        "https://www.lifefinancialplanners.com/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRucHphM1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKMGJXd3llV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNRMloydzFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWQyYzVNV00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRtZHdZM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmJtNDNkMkp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOM1kyUXpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FIZGtaRGg2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNMk5tWm1OM2x3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RaaVpqZDBYM2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1pETnFjRGcxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREWTRjbVJyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxODBkMkprGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkM016UmZPRFl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0NmFuUndYdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGJGOXlNV2h1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZelpIWTVNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoa01qRm9jVFpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxdU1IRTBkbmxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONU1XUjVNQRgK"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "perthfinancialplanning.com.au",
        "lifefinancialplanners.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lifefinancialplanners.com",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-financial_adviser-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B1",
      "prompt": "best financial adviser in Perth for retirement planning",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-financial_adviser-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B1",
      "prompt": "best financial adviser in Perth for retirement planning",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Oak Advisory",
        "Lilywhite Financial Planning"
      ],
      "brands_recommended": [
        "Oak Advisory",
        "Lilywhite Financial Planning"
      ],
      "brand_order": [
        "Oak Advisory",
        "Lilywhite Financial Planning"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1esrx8q/can_anyone_recommend_a_financial_advisor_in_perth/",
        "https://perthfinancialplanning.com.au/",
        "https://www.oakadvisory.com.au/our-services/retirement-planning/",
        "https://boutiqueadvisers.com.au/",
        "https://www.oakadvisory.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "perthfinancialplanning.com.au",
        "oakadvisory.com.au",
        "boutiqueadvisers.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "boutiqueadvisers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-financial_adviser-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B1",
      "prompt": "best financial adviser in Perth for retirement planning",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco"
      ],
      "brands_recommended": [
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco"
      ],
      "brand_order": [
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/",
        "https://www.oakadvisory.com.au/our-services/retirement-planning/",
        "https://boutiqueadvisers.com.au/",
        "https://www.oakadvisory.com.au/",
        "https://www.bpwealth.com.au/"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "oakadvisory.com.au",
        "boutiqueadvisers.com.au",
        "bpwealth.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "boutiqueadvisers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bpwealth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-financial_adviser-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B1",
      "prompt": "best financial adviser in Perth for retirement planning",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "CY Financial Advice",
        "Cornish Wealth Management",
        "Approved Financial Planners",
        "Chapters Retirement Partners",
        "HPH Solutions",
        "The Wealth Designers",
        "CY Financial Advice — South Perth",
        "Approved Financial Planners — Floreat",
        "Chapters Retirement Partners — West Perth",
        "HPH Solutions — Como",
        "Boutique Advisers Private Wealth",
        "Australian Financial Services  licence holder"
      ],
      "brands_recommended": [
        "CY Financial Advice",
        "Cornish Wealth Management",
        "Approved Financial Planners",
        "Chapters Retirement Partners",
        "HPH Solutions",
        "The Wealth Designers",
        "CY Financial Advice — South Perth",
        "Approved Financial Planners — Floreat",
        "Chapters Retirement Partners — West Perth",
        "HPH Solutions — Como",
        "Boutique Advisers Private Wealth",
        "Australian Financial Services  licence holder"
      ],
      "brand_order": [
        "CY Financial Advice",
        "Cornish Wealth Management",
        "Approved Financial Planners",
        "Chapters Retirement Partners",
        "HPH Solutions",
        "The Wealth Designers",
        "CY Financial Advice — South Perth",
        "Approved Financial Planners — Floreat",
        "Chapters Retirement Partners — West Perth",
        "HPH Solutions — Como",
        "Boutique Advisers Private Wealth",
        "Australian Financial Services  licence holder"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://cifaa.asn.au/find-an-adviser/?utm_source=chatgpt.com",
        "https://www.approvedfp.com.au/?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.gesb.wa.gov.au/members/learn-and-support/help-and-support/retirement-options-service/get-personal-financial-advice?utm_source=chatgpt.com",
        "https://www.fivefantastic.com/five-fantastic-financial-advisors-in-perth/?utm_source=chatgpt.com",
        "https://bestfinancialplanners.com.au/perth/?utm_source=chatgpt.com",
        "https://www.choice.com.au/money/financial-planning-and-investing/financial-planning/articles/financial-adviser-websites?utm_source=chatgpt.com",
        "https://faaa.au/find-a-planner/?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/adviser/312021/Chris-Cornish?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/adviser/1004720/Mike-Saunders?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/adviser/334049/Chris-Brown?utm_source=chatgpt.com",
        "https://www.approvedfp.com.au/best-financial-advisors-perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/financial-planner?utm_source=chatgpt.com",
        "https://www.advisorratings.com.au/adviser/454717/Matt-Devereux?utm_source=chatgpt.com",
        "https://www.advisorratings.com.au/adviser/236925/Cam-Paul?utm_source=chatgpt.com",
        "https://www.unisuper.com.au/financial-advice/our-advisers/western-australia?utm_source=chatgpt.com",
        "https://www.top10financialplanner.com.au/perth-financial-planners?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/financial-planner-perth/?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/smsf-adviser-perth/?utm_source=chatgpt.com",
        "https://www.scopeadvisory.com.au/retirement-financial-advice/?utm_source=chatgpt.com",
        "https://perthfinancialplanning.com.au/?utm_source=chatgpt.com",
        "https://www.avenueperth.com/best-financial-advisors-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "cifaa.asn.au",
        "approvedfp.com.au",
        "findafinancialplanner.com.au",
        "gesb.wa.gov.au",
        "fivefantastic.com",
        "bestfinancialplanners.com.au",
        "choice.com.au",
        "faaa.au",
        "adviserratings.com.au",
        "wordofmouth.com.au",
        "advisorratings.com.au",
        "unisuper.com.au",
        "top10financialplanner.com.au",
        "scopeadvisory.com.au",
        "perthfinancialplanning.com.au",
        "avenueperth.com"
      ],
      "source_classes": [
        {
          "domain": "cifaa.asn.au",
          "class": "third-party"
        },
        {
          "domain": "approvedfp.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gesb.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "fivefantastic.com",
          "class": "third-party"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "choice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "faaa.au",
          "class": "brand-source"
        },
        {
          "domain": "adviserratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "advisorratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "unisuper.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10financialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "scopeadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-financial_adviser-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B1",
      "prompt": "best financial adviser in Perth for retirement planning",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Chapters Retirement Partners",
        "The Wealth Designers",
        "Blueprint Wealth",
        "Empire Financial Group",
        "Best Financial Planners Perth Guide",
        "Cornish Wealth Management",
        "Financial Framework",
        "Perth Financial Services",
        "Aspire2 Wealth Advisers",
        "Approved Financial Planners",
        "Vantage Wealth Management Perth",
        "Ally Wealth Management",
        "LIFE Financial Planners",
        "Globe Financial Planning",
        "Oak Advisory",
        "Independent Financial Advisers Association",
        "Account-Based Pension strategy"
      ],
      "brands_recommended": [
        "Chapters Retirement Partners",
        "The Wealth Designers",
        "Blueprint Wealth",
        "Empire Financial Group",
        "Best Financial Planners Perth Guide",
        "Cornish Wealth Management",
        "Financial Framework",
        "Perth Financial Services",
        "Aspire2 Wealth Advisers",
        "Approved Financial Planners",
        "Vantage Wealth Management Perth",
        "Ally Wealth Management",
        "LIFE Financial Planners",
        "Globe Financial Planning",
        "Oak Advisory",
        "Independent Financial Advisers Association",
        "Account-Based Pension strategy"
      ],
      "brand_order": [
        "Chapters Retirement Partners",
        "The Wealth Designers",
        "Blueprint Wealth",
        "Empire Financial Group",
        "Best Financial Planners Perth Guide",
        "Cornish Wealth Management",
        "Financial Framework",
        "Perth Financial Services",
        "Aspire2 Wealth Advisers",
        "Approved Financial Planners",
        "Vantage Wealth Management Perth",
        "Ally Wealth Management",
        "LIFE Financial Planners",
        "Globe Financial Planning",
        "Oak Advisory",
        "Independent Financial Advisers Association",
        "Account-Based Pension strategy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/?utm_source=chatgpt.com",
        "https://www.fivefantastic.com/five-fantastic-financial-advisors-in-perth/?utm_source=chatgpt.com",
        "https://cifaa.asn.au/find-an-adviser/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "fivefantastic.com",
        "cifaa.asn.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fivefantastic.com",
          "class": "third-party"
        },
        {
          "domain": "cifaa.asn.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-financial_adviser-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B1",
      "prompt": "best financial adviser in Perth for retirement planning",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Empire Financial Group",
        "Westmount Financial",
        "Wealth Health Co",
        "Partners Wealth Group",
        "Empire Financial Group — East Perth",
        "Westmount Financial — Perth CBD",
        "Wealth Health Co — East Perth",
        "Partners Wealth Group — Perth CBD",
        "Oak Advisory",
        "3 advisers",
        "Cornish Wealth Management"
      ],
      "brands_recommended": [
        "Empire Financial Group",
        "Westmount Financial",
        "Wealth Health Co",
        "Partners Wealth Group",
        "Empire Financial Group — East Perth",
        "Westmount Financial — Perth CBD",
        "Wealth Health Co — East Perth",
        "Partners Wealth Group — Perth CBD",
        "Oak Advisory",
        "3 advisers",
        "Cornish Wealth Management"
      ],
      "brand_order": [
        "Empire Financial Group",
        "Westmount Financial",
        "Wealth Health Co",
        "Partners Wealth Group",
        "Empire Financial Group — East Perth",
        "Westmount Financial — Perth CBD",
        "Wealth Health Co — East Perth",
        "Partners Wealth Group — Perth CBD",
        "Oak Advisory",
        "3 advisers",
        "Cornish Wealth Management"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://findafinancialplanner.com.au/financial-planner-perth/?utm_source=chatgpt.com",
        "https://perthfinancialplanning.com.au/?utm_source=chatgpt.com",
        "https://www.oakadvisory.com.au/our-services/retirement-planning/?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/best/perth/?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/retirement-planner-fremantle/?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/smsf-adviser-perth/?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/providers/wealthwise-perth/?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/find-an-adviser/Perth-WA-6000?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/adviser/1002635/Tony-Monterosso?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/adviser/334049/Chris-Brown?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/adviser/275519/Dennis-Barton?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/adviser/295700/Dean-Sampson?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/adviser/312021/Chris-Cornish?utm_source=chatgpt.com",
        "https://www.advisorratings.com.au/adviser/225643/Brad-Gordon?utm_source=chatgpt.com",
        "https://www.advisorratings.com.au/adviser/236925/Cam-Paul?utm_source=chatgpt.com",
        "https://www.advisorratings.com.au/find-an-adviser/Perth-WA-6000?utm_source=chatgpt.com",
        "https://www.advisorratings.com.au/adviser/415255/Ryan-Scherini?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/financial-planner?utm_source=chatgpt.com",
        "https://cifaa.asn.au/find-an-adviser/?utm_source=chatgpt.com",
        "https://www.passfinancial.com.au/?utm_source=chatgpt.com",
        "https://perthfinancialplanning.com.au/fees?utm_source=chatgpt.com",
        "https://www.nextgwealth.com.au/?utm_source=chatgpt.com",
        "https://bestfinancialplanners.com.au/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "findafinancialplanner.com.au",
        "perthfinancialplanning.com.au",
        "oakadvisory.com.au",
        "adviserratings.com.au",
        "advisorratings.com.au",
        "wordofmouth.com.au",
        "cifaa.asn.au",
        "passfinancial.com.au",
        "nextgwealth.com.au",
        "bestfinancialplanners.com.au"
      ],
      "source_classes": [
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "adviserratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "advisorratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "cifaa.asn.au",
          "class": "third-party"
        },
        {
          "domain": "passfinancial.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nextgwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-financial_adviser-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B1",
      "prompt": "best financial adviser in Perth for retirement planning",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Certified Financial Planner",
        "Financial Advice Association Australia",
        "Cornish Wealth Management",
        "Boutique Advisers Private Wealth",
        "Westmount Financial"
      ],
      "brands_recommended": [
        "Certified Financial Planner",
        "Financial Advice Association Australia",
        "Cornish Wealth Management",
        "Boutique Advisers Private Wealth",
        "Westmount Financial"
      ],
      "brand_order": [
        "Certified Financial Planner",
        "Financial Advice Association Australia",
        "Cornish Wealth Management",
        "Boutique Advisers Private Wealth",
        "Westmount Financial"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthfinancialplanning.com.au/#:~:text=We%20charge%20flat%20fees%2C%20not%20a%20percentage,we%20don't%20receive%20any%20commissions%20or%20kickbacks.",
        "https://perthfinancialplanning.com.au/#:~:text=*%20We%20are%20solely%20focussed%20on%20Retirement%20Planning.",
        "https://perthfinancialplanning.com.au/#:~:text=Established%20in%202010%2C%20Cornish%20Wealth%20Management%20is,life%20insurance%20company%2C%20fund%20manager%20or%20bank.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=James%20founded%20Oak%20Advisory%20after%20recognising%20a,structured%2C%20tax-aware%20strategies%20rather%20than%20product-driven%20recommendations.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=James%20founded%20Oak%20Advisory%20after%20recognising%20a,structured%2C%20tax-aware%20strategies%20rather%20than%20product-driven%20recommendations.",
        "https://vantagewm.com.au/#:~:text=The%20Vantage%20difference.%20Vantage%20Wealth%20Management%20is,long%20term%20financial%20success.%20Playing%20in%20picture-in-picture.",
        "https://findafinancialplanner.com.au/best/perth/#:~:text=%E2%98%85%20Key%20takeaways%20*%20%E2%9C%93Coverage%20focus%3A%20Perth%2C,%243%2C300.%20*%20%E2%9C%93Independent%20comparison%2C%20no%20paid%20placements.",
        "https://findafinancialplanner.com.au/best/perth/#:~:text=Perth%2C%20Australia.%20Statement%20of%20Advice%20from%20%243%2C300,firm%20with%208%20advisers%20in%20Subiaco%2C%20Perth.",
        "https://findafinancialplanner.com.au/best/perth/#:~:text=Perth%2C%20Australia.%20Statement%20of%20Advice%20from%20%243%2C300,statement%20of%20advice%20from%20%243%2C300%20(fee-for-service).%20Strengths.",
        "https://findafinancialplanner.com.au/best/perth/#:~:text=Financial%20Planner%20in%20Perth%2C%20side%20by%20side,%23225715.%20strong%20local%20reputation%20in%20Perth.%20Wealthwise.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Frequently%20Asked%20Questions%20About%20Financial%20Advice%20in,full%20plan%2C%20with%20ongoing%20fees%20around%20%244%2C000%2Fyear.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=*%20Initial%20consultations%20are%20often%20free%20or,comprehensive%20financial%20advice%20is%20a%20paid%20service."
      ],
      "cited_domains": [
        "perthfinancialplanning.com.au",
        "bestfinancialplanners.com.au",
        "vantagewm.com.au",
        "findafinancialplanner.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vantagewm.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-financial_adviser-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B1",
      "prompt": "best financial adviser in Perth for retirement planning",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Boutique Advisers Private Wealth",
        "Blueprint Wealth",
        "Certified Financial Planner",
        "LIFE Financial Plannerswww.lifefinancialplanners.com"
      ],
      "brands_recommended": [
        "Boutique Advisers Private Wealth",
        "Blueprint Wealth",
        "Certified Financial Planner"
      ],
      "brand_order": [
        "Boutique Advisers Private Wealth",
        "Blueprint Wealth",
        "Certified Financial Planner"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://findafinancialplanner.com.au/best/perth/#:~:text=Perth%2C%20Australia.%20Statement%20of%20Advice%20from%20%243%2C300,statement%20of%20advice%20from%20%243%2C300%20(fee-for-service).%20Strengths.",
        "https://findafinancialplanner.com.au/best/perth/#:~:text=Best%20for%3A%20overall%20quality%20and%20reliability%20in,Specialises%20in%20wealth%20accumulation%2C%20retirement%20planning%2C%20smsf.",
        "https://findafinancialplanner.com.au/best/perth/#:~:text=Best%20for%3A%20overall%20quality%20and%20reliability%20in,Specialises%20in%20wealth%20accumulation%2C%20retirement%20planning%2C%20smsf.",
        "https://findafinancialplanner.com.au/best/perth/#:~:text=Best%20for%3A%20overall%20quality%20and%20reliability%20in,Specialises%20in%20wealth%20accumulation%2C%20retirement%20planning%2C%20smsf.",
        "https://www.lifefinancialplanners.com/",
        "https://www.lifefinancialplanners.com/#:~:text=With%20one%20of%20the%20Top%20Financial%20Planners,to%20help%20you%20secure%20a%20prosperous%20future.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=*%20JAMES%20HARPER%20%7C%20Oak%20Advisory.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=James%20founded%20Oak%20Advisory%20after%20recognising%20a,structured%2C%20tax-aware%20strategies%20rather%20than%20product-driven%20recommendations.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=James%20founded%20Oak%20Advisory%20after%20recognising%20a,structured%2C%20tax-aware%20strategies%20rather%20than%20product-driven%20recommendations.",
        "https://vantagewm.com.au/#:~:text=Request%20a%20meetingMeet%20the%20team.%20The%20Vantage,long%20term%20financial%20success.%20Playing%20in%20picture-in-picture.",
        "https://vantagewm.com.au/#:~:text=*%20Pre-retirees.%20Planning%20ahead%20for%20life%20after%20work.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=*%20DAVID%20BARUFFI%20%7C%20Blueprint%20Wealth.",
        "https://vantagewm.com.au/#:~:text=In%20their%20peak%20earning%20years%2C%20these%20cilents,retirement%20planning%2C%20superannuation%2C%20investments%20and%20wealth%20protection.",
        "https://findafinancialplanner.com.au/best/perth/#:~:text=Pricing%20statement%20of%20advice%20from%20%243%2C300%20(fee-for-service).,side%20%C2%B7%20Click%20any%20header%20to%20sort.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Frequently%20Asked%20Questions%20About%20Financial%20Advice%20in,full%20plan%2C%20with%20ongoing%20fees%20around%20%244%2C000%2Fyear.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=*%20Initial%20consultations%20are%20often%20free%20or,comprehensive%20financial%20advice%20is%20a%20paid%20service.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Your%20Action%20Plan%20*%20Browse%20our%20shortlist,Start%20your%20financial%20plan%20with%20expert%20support."
      ],
      "cited_domains": [
        "findafinancialplanner.com.au",
        "lifefinancialplanners.com",
        "bestfinancialplanners.com.au",
        "vantagewm.com.au"
      ],
      "source_classes": [
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lifefinancialplanners.com",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vantagewm.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-financial_adviser-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B1",
      "prompt": "best financial adviser in Perth for retirement planning",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://bruiningpartners.com.au/#:~:text=Bruining%20Partners%20are%20fiercely%20independent%2C%20and%20all,that%20they%20enjoy%20the%20retirement%20they%20deserve.",
        "https://bruiningpartners.com.au/#:~:text=Simply%20Good%20Advice.%20Bruining%20Partners%20specialise%20in,their%20retirement%20savings.%20*%20Building%20Long-Term%20Relationships.",
        "https://bruiningpartners.com.au/#:~:text=Bruining%20Partners%20are%20fiercely%20independent%2C%20and%20all,that%20they%20enjoy%20the%20retirement%20they%20deserve.",
        "https://bruiningpartners.com.au/#:~:text=Penni%20%26%20Eric%2C%20clients%20since%201992.%20*,tailor%20made%20strategies.%E2%80%9D%20John%2C%20client%20since%202013.",
        "https://www.bpwealth.com.au/#:~:text=Blueprint%20Wealth%20is%20a%20well-established%2C%20award-winning%20financial,lifestyle%20goals%20and%20to%20retire%20in%20comfort.",
        "https://www.bpwealth.com.au/#:~:text=Blueprint%20Wealth%20is%20a%20well-established%2C%20award-winning%20financial,lifestyle%20goals%20and%20to%20retire%20in%20comfort.",
        "https://www.approvedfp.com.au/#:~:text=We%20pride%20ourselves%20on%20delivering%20advice%20that,relationships%20based%20on%20trust%2C%20transparency%2C%20and%20results.",
        "https://www.approvedfp.com.au/",
        "https://findafinancialplanner.com.au/best/perth/#:~:text=Perth%2C%20Australia.%20Statement%20of%20Advice%20from%20%243%2C300,statement%20of%20advice%20from%20%243%2C300%20(fee-for-service).%20Strengths.",
        "https://findafinancialplanner.com.au/best/perth/#:~:text=Perth%2C%20Australia.%20Statement%20of%20Advice%20from%20%243%2C300,statement%20of%20advice%20from%20%243%2C300%20(fee-for-service).%20Strengths.",
        "https://findafinancialplanner.com.au/best/perth/#:~:text=Boutique%20Advisers%20Private%20Wealth%20*%20%E2%9C%93AFSL%20%23554650.,%E2%9C%93CFP-credentialled%20lead%20adviser.%20*%20%E2%9C%93Fee-for-service%20(no%20commissions)",
        "https://findafinancialplanner.com.au/best/perth/#:~:text=Best%20for%20%E2%87%85%20Boutique%20Advisers%20Private%20Wealth.,%23554650.%20overall%20quality%20and%20reliability%20in%20Perth.",
        "https://findafinancialplanner.com.au/best/perth/#:~:text=Most%20providers%20offer%20free%20initial%20quotes%3B%20comparing,before%20committing%20is%20a%20common%20consumer%20approach."
      ],
      "cited_domains": [
        "bruiningpartners.com.au",
        "bpwealth.com.au",
        "approvedfp.com.au",
        "findafinancialplanner.com.au"
      ],
      "source_classes": [
        {
          "domain": "bruiningpartners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bpwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "approvedfp.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-financial_adviser-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B2",
      "prompt": "independent financial adviser Perth no commissions",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Andep Investment Consultancy",
        "Cornish Wealth Management"
      ],
      "brands_recommended": [
        "Andep Investment Consultancy",
        "Cornish Wealth Management"
      ],
      "brand_order": [
        "Andep Investment Consultancy",
        "Cornish Wealth Management"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.andep.com.au/independent-financial-advice",
        "https://www.superguide.com.au/retirement-planning/independent-financial-advisers-perth-and-wa",
        "https://perthfinancialplanning.com.au/one-off-financial-advice"
      ],
      "cited_domains": [
        "andep.com.au",
        "superguide.com.au",
        "perthfinancialplanning.com.au"
      ],
      "source_classes": [
        {
          "domain": "andep.com.au",
          "class": "brand-source"
        },
        {
          "domain": "superguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-financial_adviser-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B2",
      "prompt": "independent financial adviser Perth no commissions",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Capital Partners Private Wealth Advisers",
        "Financial Services Guide"
      ],
      "brands_recommended": [
        "Capital Partners Private Wealth Advisers",
        "Financial Services Guide"
      ],
      "brand_order": [
        "Capital Partners Private Wealth Advisers",
        "Financial Services Guide"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.andep.com.au/independent-financial-advice",
        "https://perthfinancialplanning.com.au/",
        "https://www.andep.com.au/contact-us",
        "https://capital-partners.com.au/who-we-are/financial-advisers-perth/",
        "https://www.oakadvisory.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hkbWRtZHdZM0kYCg"
      ],
      "cited_domains": [
        "andep.com.au",
        "perthfinancialplanning.com.au",
        "capital-partners.com.au",
        "oakadvisory.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "andep.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "capital-partners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-financial_adviser-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B2",
      "prompt": "independent financial adviser Perth no commissions",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Andep Investment Consultancy",
        "Oak Advisory",
        "Cornish Wealth Management"
      ],
      "brands_recommended": [
        "Andep Investment Consultancy",
        "Oak Advisory",
        "Cornish Wealth Management"
      ],
      "brand_order": [
        "Andep Investment Consultancy",
        "Oak Advisory",
        "Cornish Wealth Management"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.oakadvisory.com.au/",
        "https://www.andep.com.au/independent-financial-advice",
        "https://www.andep.com.au/",
        "https://www.andep.com.au/service-page/financial-advice-for-guarantors",
        "https://au.linkedin.com/company/oak-advisory",
        "https://perthfinancialplanning.com.au/one-off-financial-advice"
      ],
      "cited_domains": [
        "oakadvisory.com.au",
        "andep.com.au",
        "au.linkedin.com",
        "perthfinancialplanning.com.au"
      ],
      "source_classes": [
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "andep.com.au",
          "class": "brand-source"
        },
        {
          "domain": "au.linkedin.com",
          "class": "ugc"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-financial_adviser-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B2",
      "prompt": "independent financial adviser Perth no commissions",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Cornish Wealth Management",
        "Oak Advisory",
        "Andep Investment Consultancy",
        "Bruining Partners",
        "Independent Perth Financial Practices"
      ],
      "brands_recommended": [
        "Cornish Wealth Management",
        "Oak Advisory",
        "Andep Investment Consultancy",
        "Bruining Partners",
        "Independent Perth Financial Practices"
      ],
      "brand_order": [
        "Cornish Wealth Management",
        "Oak Advisory",
        "Andep Investment Consultancy",
        "Bruining Partners",
        "Independent Perth Financial Practices"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.andep.com.au/independent-financial-advice",
        "https://www.oakadvisory.com.au/",
        "https://perthfinancialplanning.com.au/",
        "https://perthfinancialplanning.com.au/fees",
        "https://www.superguide.com.au/retirement-planning/independent-financial-advisers-perth-and-wa",
        "https://www.canstar.com.au/superannuation/independent-financial-advisers-australia/",
        "https://www.alliedwealth.com.au/independent-financial-advice/",
        "https://bruiningpartners.com.au/",
        "https://www.oakadvisory.com.au/our-services/retirement-planning/"
      ],
      "cited_domains": [
        "andep.com.au",
        "oakadvisory.com.au",
        "perthfinancialplanning.com.au",
        "superguide.com.au",
        "canstar.com.au",
        "alliedwealth.com.au",
        "bruiningpartners.com.au"
      ],
      "source_classes": [
        {
          "domain": "andep.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "superguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "directory"
        },
        {
          "domain": "alliedwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bruiningpartners.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-financial_adviser-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B2",
      "prompt": "independent financial adviser Perth no commissions",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Oak Advisory",
        "PIFA",
        "SuperGuide"
      ],
      "brands_recommended": [
        "Oak Advisory",
        "PIFA",
        "SuperGuide"
      ],
      "brand_order": [
        "Oak Advisory",
        "PIFA",
        "SuperGuide"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.andep.com.au/independent-financial-advice",
        "https://www.oakadvisory.com.au/",
        "https://perthfinancialplanning.com.au/",
        "https://pifa.org.au/",
        "https://perthfinancialplanning.com.au/fees",
        "https://www.superguide.com.au/retirement-planning/independent-financial-advisers-perth-and-wa",
        "https://www.canstar.com.au/superannuation/independent-financial-advisers-australia/",
        "https://perthfinancialplanning.com.au/independent-financial-advice",
        "https://bruiningpartners.com.au/",
        "https://www.oakadvisory.com.au/our-services/retirement-planning/"
      ],
      "cited_domains": [
        "andep.com.au",
        "oakadvisory.com.au",
        "perthfinancialplanning.com.au",
        "pifa.org.au",
        "superguide.com.au",
        "canstar.com.au",
        "bruiningpartners.com.au"
      ],
      "source_classes": [
        {
          "domain": "andep.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pifa.org.au",
          "class": "third-party"
        },
        {
          "domain": "superguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bruiningpartners.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-financial_adviser-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B2",
      "prompt": "independent financial adviser Perth no commissions",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-financial_adviser-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B2",
      "prompt": "independent financial adviser Perth no commissions",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Andep Investment Consultancy",
        "Oak Advisory",
        "Cornish Wealth Management",
        "Inspired Money",
        "CY Financial Advice",
        "The Reformed Adviser"
      ],
      "brands_recommended": [
        "Andep Investment Consultancy",
        "Oak Advisory",
        "Cornish Wealth Management",
        "Inspired Money",
        "CY Financial Advice",
        "The Reformed Adviser"
      ],
      "brand_order": [
        "Andep Investment Consultancy",
        "Oak Advisory",
        "Cornish Wealth Management",
        "Inspired Money",
        "CY Financial Advice",
        "The Reformed Adviser"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.oakadvisory.com.au/?utm_source=chatgpt.com",
        "https://perthfinancialplanning.com.au/fees?utm_source=chatgpt.com",
        "https://www.andep.com.au/?utm_source=chatgpt.com",
        "https://www.oakadvisory.com.au/our-services/financial-advice/?utm_source=chatgpt.com",
        "https://www.andep.com.au/about-us?utm_source=chatgpt.com",
        "https://www.andep.com.au/independent-financial-advice?utm_source=chatgpt.com",
        "https://www.globefp.com.au/about/fees/?utm_source=chatgpt.com",
        "https://www.ivxfinancialplanning.com.au/?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/adviser/312021/Chris-Cornish?utm_source=chatgpt.com",
        "https://www.williamgrant.com.au/?utm_source=chatgpt.com",
        "https://perthfinancialplanning.com.au/?utm_source=chatgpt.com",
        "https://capital-partners.com.au/who-we-are/financial-advisers-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "oakadvisory.com.au",
        "perthfinancialplanning.com.au",
        "andep.com.au",
        "globefp.com.au",
        "ivxfinancialplanning.com.au",
        "adviserratings.com.au",
        "williamgrant.com.au",
        "capital-partners.com.au"
      ],
      "source_classes": [
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "andep.com.au",
          "class": "brand-source"
        },
        {
          "domain": "globefp.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ivxfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "adviserratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "williamgrant.com.au",
          "class": "brand-source"
        },
        {
          "domain": "capital-partners.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-financial_adviser-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B2",
      "prompt": "independent financial adviser Perth no commissions",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Andep Investment Consultancy",
        "Globe Financial Planning",
        "Cornish Wealth Management",
        "Oak Advisory",
        "Capital Partners Private Wealth Advisers",
        "Adviser Ratings",
        "Capital Partners",
        "LIFE Financial Planners",
        "Inspired Money",
        "Glow Wealth",
        "Empire Financial Group",
        "Wealth Health Co",
        "Westmount Financial",
        "Financial Framework",
        "Voyage Financial"
      ],
      "brands_recommended": [
        "Andep Investment Consultancy",
        "Globe Financial Planning",
        "Cornish Wealth Management",
        "Oak Advisory",
        "Capital Partners Private Wealth Advisers",
        "Adviser Ratings",
        "Capital Partners",
        "LIFE Financial Planners",
        "Inspired Money",
        "Glow Wealth",
        "Empire Financial Group",
        "Wealth Health Co",
        "Westmount Financial",
        "Financial Framework",
        "Voyage Financial"
      ],
      "brand_order": [
        "Andep Investment Consultancy",
        "Globe Financial Planning",
        "Cornish Wealth Management",
        "Oak Advisory",
        "Capital Partners Private Wealth Advisers",
        "Adviser Ratings",
        "Capital Partners",
        "LIFE Financial Planners",
        "Inspired Money",
        "Glow Wealth",
        "Empire Financial Group",
        "Wealth Health Co",
        "Westmount Financial",
        "Financial Framework",
        "Voyage Financial"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.andep.com.au/?utm_source=chatgpt.com",
        "https://www.andep.com.au/about-us?utm_source=chatgpt.com",
        "https://www.globefp.com.au/about/fees/?utm_source=chatgpt.com",
        "https://perthfinancialplanning.com.au/fees?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/adviser/312021/Chris-Cornish?utm_source=chatgpt.com",
        "https://www.oakadvisory.com.au/?utm_source=chatgpt.com",
        "https://www.oakadvisory.com.au/our-services/financial-advice/?utm_source=chatgpt.com",
        "https://capital-partners.com.au/services/wealth-planning-perth/?utm_source=chatgpt.com",
        "https://capital-partners.com.au/who-we-are/financial-advisers-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "andep.com.au",
        "globefp.com.au",
        "perthfinancialplanning.com.au",
        "adviserratings.com.au",
        "oakadvisory.com.au",
        "capital-partners.com.au"
      ],
      "source_classes": [
        {
          "domain": "andep.com.au",
          "class": "brand-source"
        },
        {
          "domain": "globefp.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "adviserratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "capital-partners.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-financial_adviser-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B2",
      "prompt": "independent financial adviser Perth no commissions",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Empire Financial Group",
        "Andep Investment Consultancy",
        "Cornish Wealth Management",
        "Oak Advisory",
        "Globe Financial Planning",
        "Capital Partners Private Wealth Advisers",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Capital Partners",
        "Find a Financial Planner",
        "Financial Framework",
        "Inspired Money",
        "Aspire2 Wealth Advisers",
        "Blueprint Wealth",
        "CY Financial Advice",
        "LIFE Financial Planners",
        "Approved Financial Planners",
        "Boutique Advisers Pty Ltd"
      ],
      "brands_recommended": [
        "Empire Financial Group",
        "Andep Investment Consultancy",
        "Cornish Wealth Management",
        "Oak Advisory",
        "Globe Financial Planning",
        "Capital Partners Private Wealth Advisers",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Capital Partners",
        "Find a Financial Planner",
        "Financial Framework",
        "Inspired Money",
        "Aspire2 Wealth Advisers",
        "Blueprint Wealth",
        "CY Financial Advice",
        "LIFE Financial Planners",
        "Approved Financial Planners",
        "Boutique Advisers Pty Ltd"
      ],
      "brand_order": [
        "Empire Financial Group",
        "Andep Investment Consultancy",
        "Cornish Wealth Management",
        "Oak Advisory",
        "Globe Financial Planning",
        "Capital Partners Private Wealth Advisers",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Capital Partners",
        "Find a Financial Planner",
        "Financial Framework",
        "Inspired Money",
        "Aspire2 Wealth Advisers",
        "Blueprint Wealth",
        "CY Financial Advice",
        "LIFE Financial Planners",
        "Approved Financial Planners",
        "Boutique Advisers Pty Ltd"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.andep.com.au/about-us?utm_source=chatgpt.com",
        "https://perthfinancialplanning.com.au/?utm_source=chatgpt.com",
        "https://perthfinancialplanning.com.au/one-off-financial-advice?utm_source=chatgpt.com",
        "https://www.oakadvisory.com.au/our-services/financial-advice/?utm_source=chatgpt.com",
        "https://www.globefp.com.au/about/fees/?utm_source=chatgpt.com",
        "https://capital-partners.com.au/who-we-are/financial-advisers-perth/?utm_source=chatgpt.com",
        "https://findafinancialplanner.com.au/financial-planner-perth/?utm_source=chatgpt.com",
        "https://www.asic.gov.au/about-asic/news-centre/find-a-media-release/2017-releases/17-206mr-asic-clarifies-its-position-on-the-use-of-independently-owned-under-s923a?utm_source=chatgpt.com",
        "https://asic.gov.au/regulatory-resources/financial-services/giving-financial-product-advice/faqs-fsgs-and-website-disclosure-information/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "andep.com.au",
        "perthfinancialplanning.com.au",
        "oakadvisory.com.au",
        "globefp.com.au",
        "capital-partners.com.au",
        "findafinancialplanner.com.au",
        "asic.gov.au"
      ],
      "source_classes": [
        {
          "domain": "andep.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "globefp.com.au",
          "class": "brand-source"
        },
        {
          "domain": "capital-partners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findafinancialplanner.com.au",
          "class": "brand-source"
        },
        {
          "domain": "asic.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-financial_adviser-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B2",
      "prompt": "independent financial adviser Perth no commissions",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Financial Services Guide"
      ],
      "brands_recommended": [
        "Financial Services Guide"
      ],
      "brand_order": [
        "Financial Services Guide"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://vtafinancialplanning.com.au/#:~:text=advice%20you%20can%20trust.%20About%20VTA.%20When,expected%20to%20influence%20the%20advice%20they%20provide.",
        "https://vtafinancialplanning.com.au/#:~:text=advice%20you%20can%20trust.%20About%20VTA.%20When,expected%20to%20influence%20the%20advice%20they%20provide.",
        "https://www.andep.com.au/independent-financial-advice#:~:text=Established%20by%20Dennis%20Barton%20(who%20is%20still,the%20basis%20of%20our%20fee%20structure%20today.",
        "https://www.andep.com.au/independent-financial-advice#:~:text=At%20Andep%20we%20do%20not%20accept%20any,conflicts%20of%20interest%20at%20every%20opportunity.%20Andep's.",
        "https://www.oakadvisory.com.au/",
        "https://vtafinancialplanning.com.au/#:~:text=Receive%20advice%20from%20a%20professional%20who%20is,no%20product%20push%20or%20heavy%20sales%20tactics.",
        "https://perthfinancialplanning.com.au/one-off-financial-advice",
        "https://pifa.org.au/#:~:text=The%20three%20stars%20in%20the%20symbol%20represent,in%20the%20profession.%20*%20ONLINE%20MEMBER%20DIRECTORY.",
        "https://cifaa.asn.au/find-an-adviser/#:~:text=Phil%20Thompson%20*%20Flat%20Fee%3A%20Yes.%20*,Website%3A%20www.risefinancial.com.au.%20*%20Phone%3A%20(02)%206292%200015."
      ],
      "cited_domains": [
        "vtafinancialplanning.com.au",
        "andep.com.au",
        "oakadvisory.com.au",
        "perthfinancialplanning.com.au",
        "pifa.org.au",
        "cifaa.asn.au"
      ],
      "source_classes": [
        {
          "domain": "vtafinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "andep.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pifa.org.au",
          "class": "third-party"
        },
        {
          "domain": "cifaa.asn.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-financial_adviser-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B2",
      "prompt": "independent financial adviser Perth no commissions",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://vtafinancialplanning.com.au/#:~:text=advice%20you%20can%20trust.%20About%20VTA.%20When,expected%20to%20influence%20the%20advice%20they%20provide.",
        "https://www.andep.com.au/independent-financial-advice#:~:text=Established%20by%20Dennis%20Barton%20(who%20is%20still,the%20basis%20of%20our%20fee%20structure%20today.",
        "https://www.andep.com.au/independent-financial-advice#:~:text=Independent%20Financial%20Advice%20%7C%20Andep%20Investment%20Consultancy.,is%20a%20contraction%20of%20%E2%80%9CAnalytical%20and%20Independent%E2%80%9D.",
        "https://bruiningpartners.com.au/#:~:text=Simply%20Good%20Advice.%20Bruining%20Partners%20specialise%20in,their%20retirement%20savings.%20*%20Building%20Long-Term%20Relationships.",
        "https://vtafinancialplanning.com.au/#:~:text=Receive%20personalised%20and%20commission-free%20advice%20from%20a,More.%20Areas%20of%20expertise%20*%20Superannuation%20and.",
        "https://www.oakadvisory.com.au/#:~:text=Oak%20Advisory%20is%20truly%20independent%2C%20we're%20not,strategies%20for%3A%20*%20Retirement%20planning%20%26%20superannuation.",
        "https://www.passfinancial.com.au/#:~:text=Our%20client%20base%20covers%20all%20age%20groups,and%20obligation%20free.%20Our%20professional%20services%20include%3A"
      ],
      "cited_domains": [
        "vtafinancialplanning.com.au",
        "andep.com.au",
        "bruiningpartners.com.au",
        "oakadvisory.com.au",
        "passfinancial.com.au"
      ],
      "source_classes": [
        {
          "domain": "vtafinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "andep.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bruiningpartners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "passfinancial.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-financial_adviser-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B2",
      "prompt": "independent financial adviser Perth no commissions",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Profession of Independent Financial Advisers",
        "Client Initiative for Independent Financial Advice",
        "Financial Services Guide"
      ],
      "brands_recommended": [
        "Profession of Independent Financial Advisers",
        "Client Initiative for Independent Financial Advice",
        "Financial Services Guide"
      ],
      "brand_order": [
        "Profession of Independent Financial Advisers",
        "Client Initiative for Independent Financial Advice",
        "Financial Services Guide"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://vtafinancialplanning.com.au/",
        "https://www.oakadvisory.com.au/#:~:text=Oak%20Advisory%20is%20truly%20independent%2C%20we're%20not,strategies%20for%3A%20*%20Retirement%20planning%20%26%20superannuation.",
        "https://pifa.org.au/#:~:text=The%20three%20stars%20in%20the%20symbol%20represent,in%20the%20profession.%20*%20ONLINE%20MEMBER%20DIRECTORY.",
        "https://pifa.org.au/#:~:text=about%20pifa.%20The%20Profession%20of%20Independent%20Financial,for%20Financial%20Advisers%20in%20Australia.%20FOR%20ADVISERS.",
        "https://www.andep.com.au/independent-financial-advice#:~:text=Independent%20Financial%20Advice%20%7C%20Andep%20Investment%20Consultancy.,is%20a%20contraction%20of%20%E2%80%9CAnalytical%20and%20Independent%E2%80%9D.",
        "https://www.oakadvisory.com.au/#:~:text=Oak%20Advisory%20is%20truly%20independent%2C%20we're%20not,strategies%20for%3A%20*%20Retirement%20planning%20%26%20superannuation."
      ],
      "cited_domains": [
        "vtafinancialplanning.com.au",
        "oakadvisory.com.au",
        "pifa.org.au",
        "andep.com.au"
      ],
      "source_classes": [
        {
          "domain": "vtafinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pifa.org.au",
          "class": "brand-source"
        },
        {
          "domain": "andep.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-financial_adviser-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B3",
      "prompt": "financial adviser Perth for self managed super fund",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/",
        "https://www.lifefinancialplanners.com/life-services/personal-services/self-managed-super-funds/"
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au",
        "lifefinancialplanners.com"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lifefinancialplanners.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-financial_adviser-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B3",
      "prompt": "financial adviser Perth for self managed super fund",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://smsfaustralia.com.au/smsf-accountants-perth/",
        "https://www.wealthwise.com.au/financial-advisor-perth/",
        "https://www.bpwealth.com.au/contact-us/",
        "https://www.wealthwise.com.au/",
        "https://www.smsfservicesperth.com.au/",
        "https://bestfinancialplanners.com.au/perth/",
        "https://www.wealthwise.com.au/superannuation-advice-perth/smsf/"
      ],
      "cited_domains": [
        "smsfaustralia.com.au",
        "wealthwise.com.au",
        "bpwealth.com.au",
        "smsfservicesperth.com.au",
        "bestfinancialplanners.com.au"
      ],
      "source_classes": [
        {
          "domain": "smsfaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wealthwise.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bpwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "smsfservicesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-financial_adviser-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B3",
      "prompt": "financial adviser Perth for self managed super fund",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Specialist SMSF Accountants",
        "Core Services Provided by SMSF Advisers"
      ],
      "brands_recommended": [
        "Specialist SMSF Accountants",
        "Core Services Provided by SMSF Advisers"
      ],
      "brand_order": [
        "Specialist SMSF Accountants",
        "Core Services Provided by SMSF Advisers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://smsfaustralia.com.au/smsf-accountants-perth/",
        "https://www.smsfservicesperth.com.au/"
      ],
      "cited_domains": [
        "smsfaustralia.com.au",
        "smsfservicesperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "smsfaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "smsfservicesperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-financial_adviser-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B3",
      "prompt": "financial adviser Perth for self managed super fund",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-financial_adviser-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B3",
      "prompt": "financial adviser Perth for self managed super fund",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "SMSF Association",
        "Aspire2 Wealth Advisers"
      ],
      "brands_recommended": [
        "SMSF Association",
        "Aspire2 Wealth Advisers"
      ],
      "brand_order": [
        "SMSF Association",
        "Aspire2 Wealth Advisers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.aspire2wealth.com.au/smsf",
        "https://www.smsfassociation.com/find-a-specialist",
        "https://www.smsfservicesperth.com.au/",
        "https://www.mckinleyplowman.com.au/services/smsf",
        "https://www.lifefinancialplanners.com/life-services/personal-services/self-managed-super-funds/",
        "https://www.pkf.com.au/locations/perth/self-managed-super-fund/",
        "https://www.wealthwise.com.au/superannuation-advice-perth/smsf/",
        "https://www.evolvewm.com.au/smsf-advice/"
      ],
      "cited_domains": [
        "aspire2wealth.com.au",
        "smsfassociation.com",
        "smsfservicesperth.com.au",
        "mckinleyplowman.com.au",
        "lifefinancialplanners.com",
        "pkf.com.au",
        "wealthwise.com.au",
        "evolvewm.com.au"
      ],
      "source_classes": [
        {
          "domain": "aspire2wealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "smsfassociation.com",
          "class": "brand-source"
        },
        {
          "domain": "smsfservicesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lifefinancialplanners.com",
          "class": "brand-source"
        },
        {
          "domain": "pkf.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wealthwise.com.au",
          "class": "brand-source"
        },
        {
          "domain": "evolvewm.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-financial_adviser-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B3",
      "prompt": "financial adviser Perth for self managed super fund",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-financial_adviser-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B3",
      "prompt": "financial adviser Perth for self managed super fund",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "SMSF Specialist Adviser accreditation",
        "SMSF-focused financial advisers in Perth"
      ],
      "brands_recommended": [
        "SMSF Specialist Adviser accreditation",
        "SMSF-focused financial advisers in Perth"
      ],
      "brand_order": [
        "SMSF Specialist Adviser accreditation",
        "SMSF-focused financial advisers in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.psk.com.au/financial-advice/craig-todd?utm_source=chatgpt.com",
        "https://www.grovesecurities.com.au/?utm_source=chatgpt.com",
        "https://questadvisorygroup.com.au/services/smsf/?utm_source=chatgpt.com",
        "https://www.bastionfinancialgroup.com.au/services/self-managed-superannuation?utm_source=chatgpt.com",
        "https://morgans.com.au/branch/perth?utm_source=chatgpt.com",
        "https://www.sfg.com.au/find-an-adviser/perth/andrew-pidgeon?utm_source=chatgpt.com",
        "https://www.lifefinancialplanners.com/life-services/personal-services/self-managed-super-funds/?utm_source=chatgpt.com",
        "https://www.originbc.com.au/self-managed-superannuation/?utm_source=chatgpt.com",
        "https://shapesuper.com.au/?utm_source=chatgpt.com",
        "https://www.symmetryconsulting.com.au/superannuation?utm_source=chatgpt.com",
        "https://www.oakadvisory.com.au/our-services/superannuation-advice/?utm_source=chatgpt.com",
        "https://www.evolvewm.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "psk.com.au",
        "grovesecurities.com.au",
        "questadvisorygroup.com.au",
        "bastionfinancialgroup.com.au",
        "morgans.com.au",
        "sfg.com.au",
        "lifefinancialplanners.com",
        "originbc.com.au",
        "shapesuper.com.au",
        "symmetryconsulting.com.au",
        "oakadvisory.com.au",
        "evolvewm.com.au"
      ],
      "source_classes": [
        {
          "domain": "psk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "grovesecurities.com.au",
          "class": "brand-source"
        },
        {
          "domain": "questadvisorygroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bastionfinancialgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "morgans.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sfg.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lifefinancialplanners.com",
          "class": "brand-source"
        },
        {
          "domain": "originbc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "shapesuper.com.au",
          "class": "brand-source"
        },
        {
          "domain": "symmetryconsulting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "evolvewm.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-financial_adviser-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B3",
      "prompt": "financial adviser Perth for self managed super fund",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Scope Advisory",
        "Active Self Managed Super Funds",
        "SMSF Services Perth",
        "SMSF Australia - Specialist SMSF Accountants",
        "Quest Advisory Group",
        "Bastion Financial Group",
        "SMSF Accountant Perth",
        "Shape Super SMSF Services",
        "SMSF Service Perth",
        "SMSF Specialist Adviser",
        "SMSF accountant and auditor",
        "Can advise on investment strategy"
      ],
      "brands_recommended": [
        "Scope Advisory",
        "Active Self Managed Super Funds",
        "SMSF Services Perth",
        "SMSF Australia - Specialist SMSF Accountants",
        "Quest Advisory Group",
        "Bastion Financial Group",
        "SMSF Accountant Perth",
        "Shape Super SMSF Services",
        "SMSF Service Perth",
        "SMSF Specialist Adviser",
        "SMSF accountant and auditor"
      ],
      "brand_order": [
        "Scope Advisory",
        "Active Self Managed Super Funds",
        "SMSF Services Perth",
        "SMSF Australia - Specialist SMSF Accountants",
        "Quest Advisory Group",
        "Bastion Financial Group",
        "SMSF Accountant Perth",
        "Shape Super SMSF Services",
        "SMSF Service Perth",
        "SMSF Specialist Adviser",
        "SMSF accountant and auditor"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://questadvisorygroup.com.au/services/smsf/?utm_source=chatgpt.com",
        "https://www.bastionfinancialgroup.com.au/services/self-managed-superannuation?utm_source=chatgpt.com",
        "https://www.sfg.com.au/find-an-adviser/perth/andrew-pidgeon?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "questadvisorygroup.com.au",
        "bastionfinancialgroup.com.au",
        "sfg.com.au"
      ],
      "source_classes": [
        {
          "domain": "questadvisorygroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bastionfinancialgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sfg.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-financial_adviser-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B3",
      "prompt": "financial adviser Perth for self managed super fund",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Shadforth Financial Group",
        "Active Self Managed Super Funds",
        "Financial Framework",
        "Scope Advisory",
        "Inspired Money",
        "Quest Advisory Group",
        "Oak Advisory",
        "SMSF Australia - Specialist SMSF Accountants",
        "Susan O’Connor Accounting",
        "SEER Financial Group",
        "Shape Super SMSF Services",
        "WA SMSF Specialists",
        "SMSF Accountant Perth",
        "Shakespeare Financial Group",
        "SMSF Service Perth",
        "Supervision Group",
        "SMSF financial adviser in Perth"
      ],
      "brands_recommended": [
        "Shadforth Financial Group",
        "Active Self Managed Super Funds",
        "Financial Framework",
        "Scope Advisory",
        "Inspired Money",
        "Quest Advisory Group",
        "Oak Advisory",
        "SMSF Australia - Specialist SMSF Accountants",
        "Susan O’Connor Accounting",
        "SEER Financial Group",
        "Shape Super SMSF Services",
        "WA SMSF Specialists",
        "SMSF Accountant Perth",
        "Shakespeare Financial Group",
        "SMSF Service Perth",
        "Supervision Group",
        "SMSF financial adviser in Perth"
      ],
      "brand_order": [
        "Shadforth Financial Group",
        "Active Self Managed Super Funds",
        "Financial Framework",
        "Scope Advisory",
        "Inspired Money",
        "Quest Advisory Group",
        "Oak Advisory",
        "SMSF Australia - Specialist SMSF Accountants",
        "Susan O’Connor Accounting",
        "SEER Financial Group",
        "Shape Super SMSF Services",
        "WA SMSF Specialists",
        "SMSF Accountant Perth",
        "Shakespeare Financial Group",
        "SMSF Service Perth",
        "Supervision Group",
        "SMSF financial adviser in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.sfg.com.au/find-an-adviser/perth/andrew-pidgeon?utm_source=chatgpt.com",
        "https://questadvisorygroup.com.au/services/smsf/?utm_source=chatgpt.com",
        "https://www.grovesecurities.com.au/?utm_source=chatgpt.com",
        "https://www.oakadvisory.com.au/our-services/superannuation-advice/?utm_source=chatgpt.com",
        "https://www.originbc.com.au/self-managed-superannuation/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "sfg.com.au",
        "questadvisorygroup.com.au",
        "grovesecurities.com.au",
        "oakadvisory.com.au",
        "originbc.com.au"
      ],
      "source_classes": [
        {
          "domain": "sfg.com.au",
          "class": "brand-source"
        },
        {
          "domain": "questadvisorygroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "grovesecurities.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "originbc.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-financial_adviser-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B3",
      "prompt": "financial adviser Perth for self managed super fund",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "LIFE Financial Planners",
        "Aspire2 Wealth Advisers",
        "Bastion Financial Group"
      ],
      "brands_recommended": [
        "LIFE Financial Planners",
        "Aspire2 Wealth Advisers",
        "Bastion Financial Group"
      ],
      "brand_order": [
        "LIFE Financial Planners",
        "Aspire2 Wealth Advisers",
        "Bastion Financial Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.aspire2wealth.com.au/smsf#:~:text=A%20Self-Managed%20Super%20Fund%20is%20a%20type,SMSF%20lets%20you%20do%20it%20your%20way.",
        "https://www.lifefinancialplanners.com/life-services/personal-services/self-managed-super-funds/#:~:text=At%20LIFE%20Financial%20Planners%20in%20Perth%2C%20our,working%20hard%20for%20you%20from%20the%20beginning.",
        "https://www.aspire2wealth.com.au/smsf#:~:text=%E2%80%8B%20But%20with%20that%20freedom%20comes%20complexity%2C,while%20staying%20on%20top%20of%20compliance%20requirements.",
        "https://www.pinesmsf.com.au/#:~:text=Perth's%20complete%20end%20to%20end%20SMSF%20experts!,Low%20Fees.%20*%20Personalised%20%26%20Strategic%20Accounting.",
        "https://www.bastionfinancialgroup.com.au/services/self-managed-superannuation#:~:text=Get%20in%20Touch.%20Bastion%20Financial%20Group%20and,extend%20and%20protect%20their%20wealth.%20Important%20Information.",
        "https://www.pinesmsf.com.au/#:~:text=Perth's%20complete%20end%20to%20end%20SMSF%20experts!,Low%20Fees.%20*%20Personalised%20%26%20Strategic%20Accounting.",
        "https://www.lifefinancialplanners.com/life-services/personal-services/self-managed-super-funds/#:~:text=At%20LIFE%20Financial%20Planners%20in%20Perth%2C%20our,working%20hard%20for%20you%20from%20the%20beginning."
      ],
      "cited_domains": [
        "aspire2wealth.com.au",
        "lifefinancialplanners.com",
        "pinesmsf.com.au",
        "bastionfinancialgroup.com.au"
      ],
      "source_classes": [
        {
          "domain": "aspire2wealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lifefinancialplanners.com",
          "class": "brand-source"
        },
        {
          "domain": "pinesmsf.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bastionfinancialgroup.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-financial_adviser-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B3",
      "prompt": "financial adviser Perth for self managed super fund",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Prominent SMSF Advisory Services in Perth"
      ],
      "brands_recommended": [
        "Prominent SMSF Advisory Services in Perth"
      ],
      "brand_order": [
        "Prominent SMSF Advisory Services in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.lifefinancialplanners.com/life-services/personal-services/self-managed-super-funds/#:~:text=Self%20Managed%20Super%20Funds.%20Self-Managed%20Super%20Funds,consistently%20met.%20Self-Managed%20Super%20Funds%20in%20Perth.",
        "https://www.lifefinancialplanners.com/life-services/personal-services/self-managed-super-funds/#:~:text=At%20LIFE%20Financial%20Planners%20in%20Perth%2C%20our,working%20hard%20for%20you%20from%20the%20beginning.",
        "https://www.pinesmsf.com.au/#:~:text=Perth's%20complete%20end%20to%20end%20SMSF%20experts!,Low%20Fees.%20*%20Personalised%20%26%20Strategic%20Accounting.",
        "https://www.bastionfinancialgroup.com.au/services/self-managed-superannuation#:~:text=Bastion%20Financial%20Group%20and%20Bastion%20Financial%20Wealth,fund's%20administration%20is%20in%20the%20right%20hands.",
        "https://smsfaustralia.com.au/smsf-accountants-perth/#:~:text=Our%20Self%20Managed%20Super%20Fund%20Accountants%20servicing,linking%20your%20investments%20into%20the%20software%20system.",
        "https://www.lifefinancialplanners.com/life-services/personal-services/self-managed-super-funds/#:~:text=At%20LIFE%20Financial%20Planners%20in%20Perth%2C%20our,working%20hard%20for%20you%20from%20the%20beginning.",
        "https://www.pinesmsf.com.au/#:~:text=And%2C%20what%20that%20means%20for%20you%2C%20is,long%20term%2C%20successful%20relationships%20with%20our%20clients."
      ],
      "cited_domains": [
        "lifefinancialplanners.com",
        "pinesmsf.com.au",
        "bastionfinancialgroup.com.au",
        "smsfaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "lifefinancialplanners.com",
          "class": "brand-source"
        },
        {
          "domain": "pinesmsf.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bastionfinancialgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "smsfaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-financial_adviser-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B3",
      "prompt": "financial adviser Perth for self managed super fund",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "LIFE Financial Planners",
        "Aspire2 Wealth Advisers",
        "AR & B Advisors"
      ],
      "brands_recommended": [
        "LIFE Financial Planners",
        "Aspire2 Wealth Advisers",
        "AR & B Advisors"
      ],
      "brand_order": [
        "LIFE Financial Planners",
        "Aspire2 Wealth Advisers",
        "AR & B Advisors"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.aspire2wealth.com.au/smsf#:~:text=Our%20team%20in%20Perth%20specialises%20in%20guiding,set%20up%20correctly%20and%20efficiently.%20Learn%20More.",
        "https://www.lifefinancialplanners.com/life-services/personal-services/self-managed-super-funds/#:~:text=At%20LIFE%20Financial%20Planners%20in%20Perth%2C%20our,working%20hard%20for%20you%20from%20the%20beginning.",
        "https://www.aspire2wealth.com.au/smsf#:~:text=%E2%80%8B%20But%20with%20that%20freedom%20comes%20complexity%2C,while%20staying%20on%20top%20of%20compliance%20requirements.",
        "https://www.wealthwise.com.au/superannuation-advice-perth/smsf/#:~:text=Using%20a%20professional%20service%20provider%2C%20such%20as,investment%20decisions%20and%20complying%20with%20regulatory%20requirements.",
        "https://www.arb-advisors.com.au/other-services/self-managed-superannuation-funds#:~:text=The%20rules%20are%20complex%20and%20they%20change,establishes%20SMSFs%20that%20run%20smoothly%20and%20efficiently.",
        "https://www.wealthwise.com.au/superannuation-advice-perth/smsf/#:~:text=To%20start%20an%20SMSF%2C%20you'll%20need%20a,in%20the%20fund%20to%20cover%20these%20costs."
      ],
      "cited_domains": [
        "aspire2wealth.com.au",
        "lifefinancialplanners.com",
        "wealthwise.com.au",
        "arb-advisors.com.au"
      ],
      "source_classes": [
        {
          "domain": "aspire2wealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lifefinancialplanners.com",
          "class": "brand-source"
        },
        {
          "domain": "wealthwise.com.au",
          "class": "brand-source"
        },
        {
          "domain": "arb-advisors.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-financial_adviser-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B4",
      "prompt": "financial adviser Perth fees and what is reasonable",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Moneysmart Financial Advice Costs Guide",
        "Financial Services Guide",
        "Typical Financial Adviser Fee Structures"
      ],
      "brands_recommended": [
        "Moneysmart Financial Advice Costs Guide",
        "Financial Services Guide",
        "Typical Financial Adviser Fee Structures"
      ],
      "brand_order": [
        "Moneysmart Financial Advice Costs Guide",
        "Financial Services Guide",
        "Typical Financial Adviser Fee Structures"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/financial-advice/financial-advice-costs",
        "https://www.findex.com.au/insights/article/how-much-does-financial-planning-cost-in-australia",
        "https://www.canstar.com.au/superannuation/financial-advisor-fees-cost/"
      ],
      "cited_domains": [
        "moneysmart.gov.au",
        "findex.com.au",
        "canstar.com.au"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "findex.com.au",
          "class": "directory"
        },
        {
          "domain": "canstar.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-financial_adviser-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B4",
      "prompt": "financial adviser Perth fees and what is reasonable",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/financial-advice/financial-advice-costs",
        "https://perthfinancialplanning.com.au/fees",
        "https://wealthcollective.co/financial-advisor-perth-fees/",
        "https://www.wealthwise.com.au/home/financial-advisor-perth-fees/",
        "https://www.canstar.com.au/superannuation/financial-advisor-fees-cost/"
      ],
      "cited_domains": [
        "moneysmart.gov.au",
        "perthfinancialplanning.com.au",
        "wealthcollective.co",
        "wealthwise.com.au",
        "canstar.com.au"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wealthcollective.co",
          "class": "brand-source"
        },
        {
          "domain": "wealthwise.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-financial_adviser-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B4",
      "prompt": "financial adviser Perth fees and what is reasonable",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Moneysmart's Financial Advice Costs Guide",
        "Financial Services Guide",
        "Typical Financial Adviser Fees in Australia"
      ],
      "brands_recommended": [
        "Moneysmart's Financial Advice Costs Guide",
        "Financial Services Guide",
        "Typical Financial Adviser Fees in Australia"
      ],
      "brand_order": [
        "Moneysmart's Financial Advice Costs Guide",
        "Financial Services Guide",
        "Typical Financial Adviser Fees in Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/financial-advice/financial-advice-costs",
        "https://www.adviserratings.com.au/news/fee-evolution-new-opportunities-in-the-wake-of-dbfo-reforms/",
        "https://www.findex.com.au/insights/article/how-much-does-financial-planning-cost-in-australia",
        "https://veurr.com.au/financial-advice-cost-canberra/",
        "https://wealth.link.com.au/how-much-does-a-financial-advisor-cost"
      ],
      "cited_domains": [
        "moneysmart.gov.au",
        "adviserratings.com.au",
        "findex.com.au",
        "veurr.com.au",
        "wealth.link.com.au"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "adviserratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findex.com.au",
          "class": "directory"
        },
        {
          "domain": "veurr.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wealth.link.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-financial_adviser-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B4",
      "prompt": "financial adviser Perth fees and what is reasonable",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Moneysmart"
      ],
      "brands_recommended": [
        "Moneysmart"
      ],
      "brand_order": [
        "Moneysmart"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/financial-advice/financial-advice-costs",
        "https://perthfinancialplanning.com.au/fees",
        "https://www.facebook.com/groups/epicretire/posts/2128007441469916/",
        "https://www.wealthwise.com.au/home/financial-advisor-perth-fees/",
        "https://www.lifefinancialplanners.com/how-much-does-a-financial-planner-cost-in-perth/",
        "https://www.northeastwealth.com.au/resources/is-it-worth-paying-for-a-financial-advisor-australia-guide",
        "https://bestfinancialplanners.com.au/guides/financial-adviser-costs/",
        "https://www.reddit.com/r/perth/comments/yk3ufv/is_it_normal_to_pay_7k_for_financial_advice_in/"
      ],
      "cited_domains": [
        "moneysmart.gov.au",
        "perthfinancialplanning.com.au",
        "facebook.com",
        "wealthwise.com.au",
        "lifefinancialplanners.com",
        "northeastwealth.com.au",
        "bestfinancialplanners.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "wealthwise.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lifefinancialplanners.com",
          "class": "brand-source"
        },
        {
          "domain": "northeastwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-financial_adviser-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B4",
      "prompt": "financial adviser Perth fees and what is reasonable",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/financial-advice/financial-advice-costs",
        "https://www.reddit.com/r/perth/comments/yk3ufv/is_it_normal_to_pay_7k_for_financial_advice_in/",
        "https://perthfinancialplanning.com.au/fees",
        "https://www.findex.com.au/insights/article/how-much-does-financial-planning-cost-in-australia",
        "https://wealthcollective.co/financial-advisor-perth-fees/",
        "https://www.discoverfinancialpartners.com.au/post/how-much-does-financial-advice-cost-in-australia",
        "https://greatadvice.com.au/blog/financial-adviser-cost-australia/",
        "https://ascentwealthsolutions.com.au/how-much-does-a-financial-adviser-cost-in-australia/",
        "https://www.sfsonline.com.au/how-much-does-a-financial-advisor-cost"
      ],
      "cited_domains": [
        "moneysmart.gov.au",
        "reddit.com",
        "perthfinancialplanning.com.au",
        "findex.com.au",
        "wealthcollective.co",
        "discoverfinancialpartners.com.au",
        "greatadvice.com.au",
        "ascentwealthsolutions.com.au",
        "sfsonline.com.au"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findex.com.au",
          "class": "directory"
        },
        {
          "domain": "wealthcollective.co",
          "class": "brand-source"
        },
        {
          "domain": "discoverfinancialpartners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "greatadvice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ascentwealthsolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sfsonline.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-financial_adviser-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B4",
      "prompt": "financial adviser Perth fees and what is reasonable",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Moneysmart Financial Advice Costs Guide",
        "Financial Services Guide"
      ],
      "brands_recommended": [
        "Moneysmart Financial Advice Costs Guide",
        "Financial Services Guide"
      ],
      "brand_order": [
        "Moneysmart Financial Advice Costs Guide",
        "Financial Services Guide"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/financial-advice/financial-advice-costs",
        "https://moneysmart.gov.au/financial-advice/choosing-a-financial-adviser",
        "https://www.reddit.com/r/perth/comments/yk3ufv/is_it_normal_to_pay_7k_for_financial_advice_in/",
        "https://perthfinancialplanning.com.au/fees",
        "https://www.findex.com.au/insights/article/how-much-does-financial-planning-cost-in-australia",
        "https://www.facebook.com/groups/epicretire/posts/2128007441469916/",
        "https://www.wealthwise.com.au/home/financial-advisor-perth-fees/"
      ],
      "cited_domains": [
        "moneysmart.gov.au",
        "reddit.com",
        "perthfinancialplanning.com.au",
        "findex.com.au",
        "facebook.com",
        "wealthwise.com.au"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findex.com.au",
          "class": "directory"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "wealthwise.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-financial_adviser-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B4",
      "prompt": "financial adviser Perth fees and what is reasonable",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "LIFE Financial Planners",
        "The Wealth Designers",
        "Financial Framework",
        "Blueprint Wealth",
        "bdhSterling",
        "Cornish Wealth Management",
        "Financial Services Guide",
        "Perth advisers worth comparing"
      ],
      "brands_recommended": [
        "LIFE Financial Planners",
        "The Wealth Designers",
        "Financial Framework",
        "Blueprint Wealth",
        "bdhSterling",
        "Cornish Wealth Management",
        "Financial Services Guide",
        "Perth advisers worth comparing"
      ],
      "brand_order": [
        "LIFE Financial Planners",
        "The Wealth Designers",
        "Financial Framework",
        "Blueprint Wealth",
        "bdhSterling",
        "Cornish Wealth Management",
        "Financial Services Guide",
        "Perth advisers worth comparing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/financial-advice/financial-advice-costs?utm_source=chatgpt.com",
        "https://www.asic.gov.au/regulatory-resources/financial-services/giving-financial-product-advice/fees/faqs-ongoing-fee-arrangements-and-consents?utm_source=chatgpt.com",
        "https://www.asic.gov.au/regulatory-resources/financial-services/giving-financial-product-advice/fees/faqs-ongoing-fee-arrangements?utm_source=chatgpt.com",
        "https://www.asic.gov.au/regulatory-resources/financial-services/giving-financial-product-advice/fees?utm_source=chatgpt.com",
        "https://www.asic.gov.au/regulatory-resources/financial-services/giving-financial-product-advice/faqs-fsgs-and-website-disclosure-information?utm_source=chatgpt.com",
        "https://www.asic.gov.au/regulatory-resources/financial-services/giving-financial-product-advice/fees/faqs-non-ongoing-fee-requests-or-consents?utm_source=chatgpt.com",
        "https://www.asic.gov.au/about-asic/news-centre/news-items/asic-releases-new-and-updated-guidance-in-response-to-the-dbfo-act?utm_source=chatgpt.com",
        "https://www.asic.gov.au/about-asic/news-centre/find-a-media-release/2017-releases/17-039mr-asic-updates-its-guidance-on-fee-disclosure-statements?utm_source=chatgpt.com",
        "https://www.asic.gov.au/regulatory-resources/financial-services/giving-financial-product-advice/fees/faqs-non-ongoing-fee-consents?utm_source=chatgpt.com",
        "https://www.asic.gov.au/regulatory-resources/financial-services/regulatory-reforms/delivering-better-financial-outcomes-dbfo-package?utm_source=chatgpt.com",
        "https://www.asic.gov.au/about-asic/news-centre/speeches/how-to-avoid-the-bad-advice-trap?utm_source=chatgpt.com",
        "https://www.asic.gov.au/regulatory-resources/financial-services/financial-advice/financial-advisers-register/fees-to-update-the-financial-advisers-register?utm_source=chatgpt.com",
        "https://www.asic.gov.au/about-asic/news-centre/articles/covid-19-information-for-financial-advisers-and-advice-licensees?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/what-is-financial-advice?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/working-with-a-financial-adviser?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/choosing-a-financial-adviser?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/general-and-personal-financial-advice?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/financial-advisers-register?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/glossary?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/problems-with-a-financial-adviser?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/glossary/managed-discretionary-account-mda?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/glossary/commission?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/investment-warnings/investment-seminars?utm_source=chatgpt.com",
        "https://capital-partners.com.au/who-we-are/financial-advisers-perth/?utm_source=chatgpt.com",
        "https://www.andep.com.au/post/finding-the-best-financial-planners-in-perth?utm_source=chatgpt.com",
        "https://www.andep.com.au/about-us?utm_source=chatgpt.com",
        "https://www.andep.com.au/independent-financial-advice?utm_source=chatgpt.com",
        "https://www.andep.com.au/?utm_source=chatgpt.com",
        "https://wealthcollective.co/financial-advisor-perth-fees/?utm_source=chatgpt.com",
        "https://www.wealthwise.com.au/home/financial-advisor-perth-fees/?utm_source=chatgpt.com",
        "https://www.canstar.com.au/superannuation/financial-advisor-fees-cost/?utm_source=chatgpt.com",
        "https://www.hoodsweeney.com.au/services/financial-planning/how-we-service-our-clients/financial-services-guide?utm_source=chatgpt.com",
        "https://www.yourlifetime.com.au/news/1446/what-is-a-reasonable-fee-for-a-financial-advisor-lifetime-financial-group?utm_source=chatgpt.com",
        "https://www.whatifadvice.com.au/blog/how-to-choose-a-financial-adviser-in-australia-7-questions-to-ask?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "moneysmart.gov.au",
        "asic.gov.au",
        "capital-partners.com.au",
        "andep.com.au",
        "wealthcollective.co",
        "wealthwise.com.au",
        "canstar.com.au",
        "hoodsweeney.com.au",
        "yourlifetime.com.au",
        "whatifadvice.com.au"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "asic.gov.au",
          "class": "third-party"
        },
        {
          "domain": "capital-partners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "andep.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wealthcollective.co",
          "class": "brand-source"
        },
        {
          "domain": "wealthwise.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hoodsweeney.com.au",
          "class": "brand-source"
        },
        {
          "domain": "yourlifetime.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatifadvice.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-financial_adviser-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B4",
      "prompt": "financial adviser Perth fees and what is reasonable",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Wealth Health Co",
        "Blueprint Wealth",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Partners Wealth Group",
        "The Wealth Designers",
        "Empire Financial Group",
        "Glow Wealth",
        "Perth Financial Services",
        "LIFE Financial Planners",
        "Capital Partners Private Wealth Advisers",
        "Globe Financial Planning",
        "Vantage Wealth Management Perth",
        "Aspire2 Wealth Advisers",
        "Boutique Advisers Pty Ltd"
      ],
      "brands_recommended": [
        "Wealth Health Co",
        "Blueprint Wealth",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Partners Wealth Group",
        "The Wealth Designers",
        "Empire Financial Group",
        "Glow Wealth",
        "Perth Financial Services",
        "LIFE Financial Planners",
        "Capital Partners Private Wealth Advisers",
        "Globe Financial Planning",
        "Vantage Wealth Management Perth",
        "Aspire2 Wealth Advisers",
        "Boutique Advisers Pty Ltd"
      ],
      "brand_order": [
        "Wealth Health Co",
        "Blueprint Wealth",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Partners Wealth Group",
        "The Wealth Designers",
        "Empire Financial Group",
        "Glow Wealth",
        "Perth Financial Services",
        "LIFE Financial Planners",
        "Capital Partners Private Wealth Advisers",
        "Globe Financial Planning",
        "Vantage Wealth Management Perth",
        "Aspire2 Wealth Advisers",
        "Boutique Advisers Pty Ltd"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/financial-advice/financial-advice-costs?utm_source=chatgpt.com",
        "https://www.asic.gov.au/regulatory-resources/financial-services/giving-financial-product-advice/fees/faqs-ongoing-fee-arrangements-and-consents?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "moneysmart.gov.au",
        "asic.gov.au"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "asic.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-financial_adviser-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B4",
      "prompt": "financial adviser Perth fees and what is reasonable",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "LIFE Financial Planners",
        "The Wealth Designers",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Wealth Health Co",
        "Voyage Financial",
        "Finwest Wealth Management",
        "Financial Adviser",
        "Boutique Advisers Pty Ltd"
      ],
      "brands_recommended": [
        "LIFE Financial Planners",
        "The Wealth Designers",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Wealth Health Co",
        "Voyage Financial",
        "Finwest Wealth Management",
        "Financial Adviser",
        "Boutique Advisers Pty Ltd"
      ],
      "brand_order": [
        "LIFE Financial Planners",
        "The Wealth Designers",
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Wealth Health Co",
        "Voyage Financial",
        "Finwest Wealth Management",
        "Financial Adviser",
        "Boutique Advisers Pty Ltd"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/financial-advice/financial-advice-costs?utm_source=chatgpt.com",
        "https://asic.gov.au/regulatory-resources/financial-services/giving-financial-product-advice/fees/faqs-ongoing-fee-arrangements-and-consents/?utm_source=chatgpt.com",
        "https://asic.gov.au/regulatory-resources/financial-services/giving-financial-product-advice/fees/faqs-ongoing-fee-arrangements/?utm_source=chatgpt.com",
        "https://asic.gov.au/regulatory-resources/financial-services/giving-financial-product-advice/fees/?utm_source=chatgpt.com",
        "https://www.asic.gov.au/regulatory-resources/financial-services/giving-financial-product-advice/fees?utm_source=chatgpt.com",
        "https://asic.gov.au/regulatory-resources/financial-services/giving-financial-product-advice/fees/faqs-non-ongoing-fee-requests-or-consents/?utm_source=chatgpt.com",
        "https://asic.gov.au/for-finance-professionals/afs-licensees/limited-afs-licensees/limited-afs-licensees-advice-conduct-and-disclosure-obligations/?utm_source=chatgpt.com",
        "https://www.asic.gov.au/regulatory-resources/financial-services/giving-financial-product-advice/fees/faqs-ongoing-fee-arrangements?utm_source=chatgpt.com",
        "https://asic.gov.au/regulatory-resources/financial-services/giving-financial-product-advice/fees/faqs-non-ongoing-fee-consents/?utm_source=chatgpt.com",
        "https://www.asic.gov.au/regulatory-resources/financial-services/giving-financial-product-advice/fees/faqs-ongoing-fee-arrangements-and-consents?utm_source=chatgpt.com",
        "https://www.asic.gov.au/fofa?utm_source=chatgpt.com",
        "https://asic.gov.au/about-asic/news-centre/news-items/asic-releases-new-and-updated-guidance-in-response-to-the-dbfo-act/?utm_source=chatgpt.com",
        "https://www.asic.gov.au/regulatory-resources/financial-services/regulatory-reforms/delivering-better-financial-outcomes-dbfo-package?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/choosing-a-financial-adviser?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/what-is-financial-advice?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/working-with-a-financial-adviser?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/financial-advisers-register?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/glossary?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/managing-debt/financial-counselling?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/general-and-personal-financial-advice?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/glossary/managed-discretionary-account-mda?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/how-super-works/superannuation-calculator?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/managed-funds-and-etfs/managed-funds-fee-calculator?utm_source=chatgpt.com",
        "https://www.cfs.com.au/pro-rata-asf?utm_source=chatgpt.com",
        "https://www.cfs.com.au/insights/how-much-does-a-financial-adviser-cost?utm_source=chatgpt.com",
        "https://www.cfs.com.au/adviser/resources/advice-fees?utm_source=chatgpt.com",
        "https://www.adviserratings.com.au/adviser/1256866/Declan-Thomas?utm_source=chatgpt.com",
        "https://greatadvice.com.au/our-services/our-fees/?utm_source=chatgpt.com",
        "https://www.westmount.com.au/frequently-asked-questions?utm_source=chatgpt.com",
        "https://adfconsumer.gov.au/getting-financial-advice/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "moneysmart.gov.au",
        "asic.gov.au",
        "cfs.com.au",
        "adviserratings.com.au",
        "greatadvice.com.au",
        "westmount.com.au",
        "adfconsumer.gov.au"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "asic.gov.au",
          "class": "third-party"
        },
        {
          "domain": "cfs.com.au",
          "class": "brand-source"
        },
        {
          "domain": "adviserratings.com.au",
          "class": "brand-source"
        },
        {
          "domain": "greatadvice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westmount.com.au",
          "class": "brand-source"
        },
        {
          "domain": "adfconsumer.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-financial_adviser-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B4",
      "prompt": "financial adviser Perth fees and what is reasonable",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Typical Financial Adviser Fee Structure"
      ],
      "brands_recommended": [
        "Typical Financial Adviser Fee Structure"
      ],
      "brand_order": [
        "Typical Financial Adviser Fee Structure"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wpwealth.au/financial-advisor-fees-explained-complete-cost-guide/#:~:text=More%20detailed%20financial%20strategies%20can%20range%20from,complexity%20of%20your%20financial%20situation%20also%20matters.",
        "https://agsfinancialgroup.com.au/news/financial-planner-cost#:~:text=Table_title%3A%20Typical%20fees%20at%20a%20glance%20Table_content%3A,%7C%20SMSF%20setup%20advice%20%7C%20%242%2C000%E2%80%93%245%2C000%2B%20%7C",
        "https://agsfinancialgroup.com.au/news/financial-planner-cost#:~:text=The%20SOA%20fee%20covers%20the%20planner's%20time,year%2C%20or%200.5%25%E2%80%931.5%25%20of%20assets%20under%20management.",
        "https://agsfinancialgroup.com.au/news/financial-planner-cost#:~:text=A%20fee%20for%20service%20financial%20advisor%20charges,receive%20any%20remuneration%20beyond%20your%20direct%20fees.",
        "https://greatadvice.com.au/blog/financial-adviser-cost-australia/#:~:text=If%20your%20adviser%20puts%20your%20money%20on,come%20out%20of%20your%20investment%20returns%20silently."
      ],
      "cited_domains": [
        "wpwealth.au",
        "agsfinancialgroup.com.au",
        "greatadvice.com.au"
      ],
      "source_classes": [
        {
          "domain": "wpwealth.au",
          "class": "brand-source"
        },
        {
          "domain": "agsfinancialgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "greatadvice.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-financial_adviser-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B4",
      "prompt": "financial adviser Perth fees and what is reasonable",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Typical Financial Adviser Fee Structures"
      ],
      "brands_recommended": [
        "Typical Financial Adviser Fee Structures"
      ],
      "brand_order": [
        "Typical Financial Adviser Fee Structures"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.northeastwealth.com.au/resources/financial-advisor-fees#:~:text=The%20complexity%20and%20breadth%20of%20the%20financial,fee-for-service%2C%20percentage-based%20fees%2C%20or%20a%20commission-based%20structure."
      ],
      "cited_domains": [
        "northeastwealth.com.au"
      ],
      "source_classes": [
        {
          "domain": "northeastwealth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-financial_adviser-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B4",
      "prompt": "financial adviser Perth fees and what is reasonable",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.findex.com.au/insights/article/how-much-does-financial-planning-cost-in-australia#:~:text=Financial%20planning%20fees%20in%20Australia%20typically%20range,SMSFs%2C%20tax%20considerations%2C%20and%20intergenerational%20wealth%20planning.",
        "https://agsfinancialgroup.com.au/news/financial-planner-cost#:~:text=How%20Much%20Does%20a%20Financial%20Planner%20Cost,Berlee%20Director%20%26%20Co-Founder%2C%20Certified%20Financial%20Planner%C2%AE",
        "https://bestfinancialplanners.com.au/guides/financial-adviser-costs/#:~:text=One-Off%20(Upfront)%20Advice%20Fees%20*%20Detailed%20fact-finding,of%20around%20%24400%2C000%20may%20cost%20approximately%20%243%2C000%E2%80%93%244%2C000.",
        "https://greatadvice.com.au/blog/financial-adviser-cost-australia/#:~:text=The%20short%20answer%3A%20a%20focused%20one-off%20financial,is%20quoted%20in%20writing%20before%20it%20starts.",
        "https://agsfinancialgroup.com.au/news/financial-planner-cost#:~:text=Typical%20range%3A%20%243%2C000%E2%80%93%2410%2C000%2B%20per%20year%2C%20or%200.5%25%E2%80%931.5%25,as%20a%20percentage%20of%20assets%20under%20advice.",
        "https://agsfinancialgroup.com.au/news/financial-planner-cost#:~:text=Typical%20range%3A%20%243%2C000%E2%80%93%2410%2C000%2B%20per%20year%2C%20or%200.5%25%E2%80%931.5%25,as%20a%20percentage%20of%20assets%20under%20advice.",
        "https://agsfinancialgroup.com.au/news/financial-planner-cost#:~:text=Here%20are%20the%20main%20structures%20you'll%20encounter%3A,a%20Statement%20of%20Advice.%20Typical%20range%3A%20%243%2C000%E2%80%93%248%2C000.",
        "https://www.findex.com.au/insights/article/how-much-does-financial-planning-cost-in-australia#:~:text=Financial%20planning%20fees%20in%20Australia%20typically%20range,SMSFs%2C%20tax%20considerations%2C%20and%20intergenerational%20wealth%20planning.",
        "https://agsfinancialgroup.com.au/news/financial-planner-cost#:~:text=A%20fee%20for%20service%20financial%20advisor%20charges,receive%20any%20remuneration%20beyond%20your%20direct%20fees.",
        "https://greatadvice.com.au/blog/financial-adviser-cost-australia/#:~:text=The%20short%20answer%3A%20a%20focused%20one-off%20financial,is%20quoted%20in%20writing%20before%20it%20starts."
      ],
      "cited_domains": [
        "findex.com.au",
        "agsfinancialgroup.com.au",
        "bestfinancialplanners.com.au",
        "greatadvice.com.au"
      ],
      "source_classes": [
        {
          "domain": "findex.com.au",
          "class": "directory"
        },
        {
          "domain": "agsfinancialgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "greatadvice.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-financial_adviser-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B5",
      "prompt": "financial adviser or accountant for Perth retirement advice",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Financial Adviser",
        "Accountant",
        "Advise on specific financial products"
      ],
      "brands_recommended": [
        "Financial Adviser",
        "Accountant",
        "Advise on specific financial products"
      ],
      "brand_order": [
        "Financial Adviser",
        "Accountant",
        "Advise on specific financial products"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.autosmsf.com.au/smsf-accountant-vs-financial-adviser",
        "https://www.mgisq.com.au/accountant-or-financial-advisor-which-do-you-need/",
        "https://everglow.au/financial-advisor-vs-accountant/"
      ],
      "cited_domains": [
        "autosmsf.com.au",
        "mgisq.com.au",
        "everglow.au"
      ],
      "source_classes": [
        {
          "domain": "autosmsf.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mgisq.com.au",
          "class": "brand-source"
        },
        {
          "domain": "everglow.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-financial_adviser-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B5",
      "prompt": "financial adviser or accountant for Perth retirement advice",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Financial Adviser",
        "Accountant",
        "Hire a Financial Adviser when",
        "Hire an Accountant when",
        "Comparison of Services"
      ],
      "brands_recommended": [
        "Financial Adviser",
        "Accountant",
        "Hire a Financial Adviser when",
        "Hire an Accountant when",
        "Comparison of Services"
      ],
      "brand_order": [
        "Financial Adviser",
        "Accountant",
        "Hire a Financial Adviser when",
        "Hire an Accountant when",
        "Comparison of Services"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-financial_adviser-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B5",
      "prompt": "financial adviser or accountant for Perth retirement advice",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.autosmsf.com.au/smsf-accountant-vs-financial-adviser",
        "https://www.mgisq.com.au/accountant-or-financial-advisor-which-do-you-need/",
        "https://everglow.au/financial-advisor-vs-accountant/"
      ],
      "cited_domains": [
        "autosmsf.com.au",
        "mgisq.com.au",
        "everglow.au"
      ],
      "source_classes": [
        {
          "domain": "autosmsf.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mgisq.com.au",
          "class": "brand-source"
        },
        {
          "domain": "everglow.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-financial_adviser-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B5",
      "prompt": "financial adviser or accountant for Perth retirement advice",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "McKinley Plowman Property Accountants"
      ],
      "brands_recommended": [
        "McKinley Plowman Property Accountants"
      ],
      "brand_order": [
        "McKinley Plowman Property Accountants"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1esrx8q/can_anyone_recommend_a_financial_advisor_in_perth/",
        "https://perthfinancialplanning.com.au/",
        "https://www.evolvewm.com.au/",
        "https://www.mckinleyplowman.com.au/services/wealth/retirement-planning/",
        "https://armada.com.au/financial-planning/",
        "https://vantagewm.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "perthfinancialplanning.com.au",
        "evolvewm.com.au",
        "mckinleyplowman.com.au",
        "armada.com.au",
        "vantagewm.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "evolvewm.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "armada.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vantagewm.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-financial_adviser-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B5",
      "prompt": "financial adviser or accountant for Perth retirement advice",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Empire Financial Group",
        "McKinley Plowman Property Accountants",
        "Financial Advisers",
        "Accountants"
      ],
      "brands_recommended": [
        "Empire Financial Group",
        "McKinley Plowman Property Accountants",
        "Financial Advisers",
        "Accountants"
      ],
      "brand_order": [
        "Empire Financial Group",
        "McKinley Plowman Property Accountants",
        "Financial Advisers",
        "Accountants"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.oakadvisory.com.au/",
        "https://www.evolvewm.com.au/",
        "https://www.efg.net.au/",
        "https://www.mckinleyplowman.com.au/services/wealth/retirement-planning/",
        "https://vantagewm.com.au/",
        "https://armada.com.au/financial-planning/"
      ],
      "cited_domains": [
        "oakadvisory.com.au",
        "evolvewm.com.au",
        "efg.net.au",
        "mckinleyplowman.com.au",
        "vantagewm.com.au",
        "armada.com.au"
      ],
      "source_classes": [
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "evolvewm.com.au",
          "class": "brand-source"
        },
        {
          "domain": "efg.net.au",
          "class": "brand-source"
        },
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vantagewm.com.au",
          "class": "brand-source"
        },
        {
          "domain": "armada.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-financial_adviser-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B5",
      "prompt": "financial adviser or accountant for Perth retirement advice",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-financial_adviser-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B5",
      "prompt": "financial adviser or accountant for Perth retirement advice",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Munro's",
        "Retirement-focused financial advisers",
        "Accountants",
        "Pine Tax Accounting Perth"
      ],
      "brands_recommended": [
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Munro's",
        "Retirement-focused financial advisers",
        "Accountants",
        "Pine Tax Accounting Perth"
      ],
      "brand_order": [
        "DPS Accounting Perth",
        "Pine Tax Accounting Perth - SMSF Accountant | Tax Agent | Company Tax | Tax Returns",
        "Munro's",
        "Retirement-focused financial advisers",
        "Accountants",
        "Pine Tax Accounting Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.oakadvisory.com.au/our-services/retirement-planning/?utm_source=chatgpt.com",
        "https://www.scopeadvisory.com.au/retirement-financial-advice/?utm_source=chatgpt.com",
        "https://www.interwest.com.au/?utm_source=chatgpt.com",
        "https://perthfinancialplanning.com.au/?utm_source=chatgpt.com",
        "https://vtafinancialplanning.com.au/?utm_source=chatgpt.com",
        "https://www.ballast.com.au/?utm_source=chatgpt.com",
        "https://www.mckinleyplowman.com.au/services/wealth/retirement/?utm_source=chatgpt.com",
        "https://www.oakadvisory.com.au/about-us/?utm_source=chatgpt.com",
        "https://www.inheritwa.com.au/?utm_source=chatgpt.com",
        "https://boutiqueadvisers.com.au/services/retirement-pre-retirement-planning/?utm_source=chatgpt.com",
        "https://www.capitalmanagers.com.au/?utm_source=chatgpt.com",
        "https://viridian.com.au/financial-advice/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "oakadvisory.com.au",
        "scopeadvisory.com.au",
        "interwest.com.au",
        "perthfinancialplanning.com.au",
        "vtafinancialplanning.com.au",
        "ballast.com.au",
        "mckinleyplowman.com.au",
        "inheritwa.com.au",
        "boutiqueadvisers.com.au",
        "capitalmanagers.com.au",
        "viridian.com.au"
      ],
      "source_classes": [
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "scopeadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "interwest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vtafinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ballast.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mckinleyplowman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "inheritwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "boutiqueadvisers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "capitalmanagers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "viridian.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-financial_adviser-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B5",
      "prompt": "financial adviser or accountant for Perth retirement advice",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Interwest Financial Services",
        "Wealth Health Co",
        "Cornish Wealth Management",
        "Oak Advisory",
        "CVW Accounting",
        "Financial Framework",
        "Palladium Financial Group",
        "Empire Financial Group",
        "Glow Wealth",
        "Shakespeare Financial Group",
        "Aspire2 Wealth Advisers",
        "Perth Financial Services"
      ],
      "brands_recommended": [
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Interwest Financial Services",
        "Wealth Health Co",
        "Cornish Wealth Management",
        "Oak Advisory",
        "CVW Accounting",
        "Financial Framework",
        "Palladium Financial Group",
        "Empire Financial Group",
        "Glow Wealth",
        "Shakespeare Financial Group",
        "Aspire2 Wealth Advisers",
        "Perth Financial Services"
      ],
      "brand_order": [
        "Boutique Advisers Pty Ltd - Personal Financial Advisers Subiaco",
        "Interwest Financial Services",
        "Wealth Health Co",
        "Cornish Wealth Management",
        "Oak Advisory",
        "CVW Accounting",
        "Financial Framework",
        "Palladium Financial Group",
        "Empire Financial Group",
        "Glow Wealth",
        "Shakespeare Financial Group",
        "Aspire2 Wealth Advisers",
        "Perth Financial Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://boutiqueadvisers.com.au/services/retirement-pre-retirement-planning/?utm_source=chatgpt.com",
        "https://perthfinancialplanning.com.au/?utm_source=chatgpt.com",
        "https://www.oakadvisory.com.au/our-services/retirement-planning/?utm_source=chatgpt.com",
        "https://www.interwest.com.au/?utm_source=chatgpt.com",
        "https://www.cvwaccounting.com.au/services-for-individuals/retirement-superannuation/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "boutiqueadvisers.com.au",
        "perthfinancialplanning.com.au",
        "oakadvisory.com.au",
        "interwest.com.au",
        "cvwaccounting.com.au"
      ],
      "source_classes": [
        {
          "domain": "boutiqueadvisers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "interwest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cvwaccounting.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-financial_adviser-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B5",
      "prompt": "financial adviser or accountant for Perth retirement advice",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Evolve Wealth Management - Financial Advisors Perth",
        "Scope Advisory",
        "Approved Financial Planners",
        "Ultimum Financial",
        "Empire Financial Group",
        "The Wealth Designers",
        "Financial Framework",
        "Fortuna Advisory Group West Perth",
        "Cornish Wealth Management",
        "Palladium Financial Group",
        "Shakespeare Financial Group",
        "SEER Financial Group",
        "Shadforth Financial Group",
        "Aspire2 Wealth Advisers",
        "Inspired Money",
        "Barns Financial Services",
        "Abbotts Business Group"
      ],
      "brands_recommended": [
        "Evolve Wealth Management - Financial Advisors Perth",
        "Scope Advisory",
        "Approved Financial Planners",
        "Ultimum Financial",
        "Empire Financial Group",
        "The Wealth Designers",
        "Financial Framework",
        "Fortuna Advisory Group West Perth",
        "Cornish Wealth Management",
        "Palladium Financial Group",
        "Shakespeare Financial Group",
        "SEER Financial Group",
        "Shadforth Financial Group",
        "Aspire2 Wealth Advisers",
        "Inspired Money",
        "Barns Financial Services",
        "Abbotts Business Group"
      ],
      "brand_order": [
        "Evolve Wealth Management - Financial Advisors Perth",
        "Scope Advisory",
        "Approved Financial Planners",
        "Ultimum Financial",
        "Empire Financial Group",
        "The Wealth Designers",
        "Financial Framework",
        "Fortuna Advisory Group West Perth",
        "Cornish Wealth Management",
        "Palladium Financial Group",
        "Shakespeare Financial Group",
        "SEER Financial Group",
        "Shadforth Financial Group",
        "Aspire2 Wealth Advisers",
        "Inspired Money",
        "Barns Financial Services",
        "Abbotts Business Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/financial-advice/what-is-financial-advice?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/general-and-personal-financial-advice?utm_source=chatgpt.com",
        "https://perthfinancialplanning.com.au/?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/financial-advisers-register?utm_source=chatgpt.com",
        "https://asic.gov.au/regulatory-resources/financial-services/financial-advice/financial-advisers-register/?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/financial-advice-costs?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "moneysmart.gov.au",
        "perthfinancialplanning.com.au",
        "asic.gov.au"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "asic.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-financial_adviser-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B5",
      "prompt": "financial adviser or accountant for Perth retirement advice",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Financial Adviser",
        "Accountant"
      ],
      "brands_recommended": [
        "Financial Adviser",
        "Accountant"
      ],
      "brand_order": [
        "Financial Adviser",
        "Accountant"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthfinancialplanning.com.au/#:~:text=This%20licence%20is%20issued%20by%20the%20Australian,has%20their%20own%20unique%20needs%20and%20objectives.",
        "https://www.knightgroup.com.au/#:~:text=Accounting.%20Your%20financial%20foundation%20begins%20with%20strategic,ambitions%20are%20as%20diverse%20as%20you%20are."
      ],
      "cited_domains": [
        "perthfinancialplanning.com.au",
        "knightgroup.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthfinancialplanning.com.au",
          "class": "brand-source"
        },
        {
          "domain": "knightgroup.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-financial_adviser-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B5",
      "prompt": "financial adviser or accountant for Perth retirement advice",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Australian Financial Services Licence"
      ],
      "brands_recommended": [
        "Australian Financial Services Licence"
      ],
      "brand_order": [
        "Australian Financial Services Licence"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestfinancialplanners.com.au/perth/?utm_source=gemini#:~:text=Consider%20Professional%20Advice%20If%20You%3A%20%E2%98%91%20Are,%E2%98%91%20Are%20going%20through%20divorce%20or%20separation."
      ],
      "cited_domains": [
        "bestfinancialplanners.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-financial_adviser-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "financial-adviser-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-financial_adviser-B5",
      "prompt": "financial adviser or accountant for Perth retirement advice",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Financial adviser",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.rsm.global/australia/offices/perth/financial-adviser-and-planning-specialists-perth#:~:text=Our%20local%20team%20of%20financial%20planners%20offer,*%20Superannuation%20fund%20consolidation%20%26%20rolling%20balances.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Our%20Selection%20Standards.%20%E2%9C%93%20Minimum%205%20years,through%20ASIC%20records.%20Last%20review%3A%20March%202026.",
        "https://www.oakadvisory.com.au/#:~:text=Oak%20Advisory%20is%20truly%20independent%2C%20we're%20not,strategies%20for%3A%20*%20Retirement%20planning%20%26%20superannuation.",
        "https://bestfinancialplanners.com.au/perth/#:~:text=Consider%20Professional%20Advice%20If%20You%3A%20%E2%98%91%20Are,%E2%98%91%20Are%20going%20through%20divorce%20or%20separation."
      ],
      "cited_domains": [
        "rsm.global",
        "bestfinancialplanners.com.au",
        "oakadvisory.com.au"
      ],
      "source_classes": [
        {
          "domain": "rsm.global",
          "class": "brand-source"
        },
        {
          "domain": "bestfinancialplanners.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oakadvisory.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-financial_adviser-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A1",
      "prompt": "best mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Mobile Mechanic Perth all over",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Musca Autos",
        "The Mobile Mechanic Perth",
        "First Class Automotives",
        "Auto Masters Northbridge",
        "Palazzo Automotive",
        "Perth Mobile Auto Service",
        "WEST CAR AUTO SERVICE",
        "The Local Garage",
        "Auto Smart Mechanical & ECU Tuning",
        "Pace Auto Werks",
        "Mechanics Institute Bar",
        "Northbridge Engine Fit & Auto Service",
        "Ricciardello Motors",
        "Auto Owls",
        "Perth Automotive Centre",
        "Ambrosio Automotive - Perth Mobile Mechanic",
        "Perth Auto Repair",
        "Autorite Service Centre"
      ],
      "brands_recommended": [
        "Mobile Mechanic Perth all over",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Musca Autos",
        "The Mobile Mechanic Perth",
        "First Class Automotives",
        "Auto Masters Northbridge",
        "Palazzo Automotive",
        "Perth Mobile Auto Service",
        "WEST CAR AUTO SERVICE",
        "The Local Garage",
        "Auto Smart Mechanical & ECU Tuning",
        "Pace Auto Werks",
        "Mechanics Institute Bar",
        "Northbridge Engine Fit & Auto Service",
        "Ricciardello Motors",
        "Auto Owls",
        "Perth Automotive Centre",
        "Ambrosio Automotive - Perth Mobile Mechanic",
        "Perth Auto Repair",
        "Autorite Service Centre"
      ],
      "brand_order": [
        "Mobile Mechanic Perth all over",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Musca Autos",
        "The Mobile Mechanic Perth",
        "First Class Automotives",
        "Auto Masters Northbridge",
        "Palazzo Automotive",
        "Perth Mobile Auto Service",
        "WEST CAR AUTO SERVICE",
        "The Local Garage",
        "Auto Smart Mechanical & ECU Tuning",
        "Pace Auto Werks",
        "Mechanics Institute Bar",
        "Northbridge Engine Fit & Auto Service",
        "Ricciardello Motors",
        "Auto Owls",
        "Perth Automotive Centre",
        "Ambrosio Automotive - Perth Mobile Mechanic",
        "Perth Auto Repair",
        "Autorite Service Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1ugwjj8/mechanic_recommendations/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4a2RtNXFNalF5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxblp6TndNMlJ1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmVERjVOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOM2NtdDJiRE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdneWJtY3pkdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRelltbzNiZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MmJqWm5kdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4dWRETmtiSGR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNmFIcHNhREkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2MzcHljekZyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak4zTTNOalI1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdzMWNYSnRZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdocWEzSXdaM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVgzZHVaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXhhdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNU9IaHhabWQwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeGEzazRhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhreE1tYzVOMnAwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0alkzb3paR2hqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NuQnJjQRgK"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mechanic-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A1",
      "prompt": "best mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "AutoGuru",
        "DanCar Automotives",
        "Mr & Mrs Mechanical",
        "Highly Rated Perth Mechanics"
      ],
      "brands_recommended": [
        "AutoGuru",
        "DanCar Automotives",
        "Mr & Mrs Mechanical",
        "Highly Rated Perth Mechanics"
      ],
      "brand_order": [
        "AutoGuru",
        "DanCar Automotives",
        "Mr & Mrs Mechanical",
        "Highly Rated Perth Mechanics"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/owxhy5/a_good_reliable_mechanic/",
        "https://www.reddit.com/r/perth/comments/1ugwjj8/mechanic_recommendations/",
        "https://www.autoguru.com.au/quote?RepairInspectionIds=8&SupplierId=22125&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602",
        "https://www.autoguru.com.au/quote?ServiceTypeId=1&SupplierId=22125&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602",
        "https://www.autoguru.com.au/quote?RepairInspectionIds=8&SupplierId=21699&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602",
        "https://booking.avenue2.au/mr-and-mrs-mechanical/index.html?location=DEFAULT&form_display_name=Mr+%26+Mrs+Mechanical+Bibra+Lake&address=43A+Sustainable+Avenue%2C+Bibra+Lake+6163+Western+Australia+AU&av_ch=gmb&av_or=gmb_button",
        "https://www.autoguru.com.au/quote?RepairInspectionIds=8&SupplierId=16578&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602"
      ],
      "cited_domains": [
        "reddit.com",
        "autoguru.com.au",
        "booking.avenue2.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "booking.avenue2.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mechanic-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A1",
      "prompt": "best mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1qun71c/looking_for_a_good_car_mechanic_prefer_independent/",
        "https://www.reddit.com/r/perth/comments/1ugwjj8/mechanic_recommendations/"
      ],
      "cited_domains": [
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mechanic-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A1",
      "prompt": "best mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mechanic-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A1",
      "prompt": "best mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mechanic-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A1",
      "prompt": "best mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mechanic-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A1",
      "prompt": "best mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Perth Auto Repair",
        "Perth Car Tech",
        "WEST CAR AUTO SERVICE",
        "Ultra Tune East Perth",
        "Mechanic on Wheels"
      ],
      "brands_recommended": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Perth Auto Repair",
        "Perth Car Tech",
        "WEST CAR AUTO SERVICE",
        "Ultra Tune East Perth",
        "Mechanic on Wheels"
      ],
      "brand_order": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Perth Auto Repair",
        "Perth Car Tech",
        "WEST CAR AUTO SERVICE",
        "Ultra Tune East Perth",
        "Mechanic on Wheels"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/mechanics/perth?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mechanic?utm_source=chatgpt.com",
        "https://rac.com.au/car-motoring/car-servicing-and-repair?utm_source=chatgpt.com",
        "https://rac.com.au/car-motoring/car-servicing-and-repair?OVNDID=ND1&utm_source=chatgpt.com",
        "https://rac.com.au/car-motoring/car-servicing-and-repair/car-servicing?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/rac-car-servicing-and-repairs?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/mechanics/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth?utm_source=chatgpt.com",
        "https://www.rac.co.uk/car-care/car-repairs/car-diagnostics/perth?utm_source=chatgpt.com",
        "https://www.rac.co.uk/car-care/mobile-mechanic/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mechanics/northbridge?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "autoguru.com.au",
        "wordofmouth.com.au",
        "rac.com.au",
        "productreview.com.au",
        "rac.co.uk"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "rac.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "rac.co.uk",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mechanic-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A1",
      "prompt": "best mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Auto Smart Mechanical & ECU Tuning",
        "Perth Automotive Centre",
        "Ultra Tune East Perth",
        "Musca Autos",
        "AutoGuru",
        "RAC Auto Services Perth City",
        "Perth Mech Mobile Mechanics",
        "Auto Exclusive Perth",
        "Perth Auto Repair",
        "WEST CAR AUTO SERVICE",
        "Mechanic on Wheels",
        "Auto Smart"
      ],
      "brands_recommended": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Auto Smart Mechanical & ECU Tuning",
        "Perth Automotive Centre",
        "Ultra Tune East Perth",
        "Musca Autos",
        "AutoGuru",
        "RAC Auto Services Perth City",
        "Perth Mech Mobile Mechanics",
        "Auto Exclusive Perth",
        "Perth Auto Repair",
        "WEST CAR AUTO SERVICE",
        "Mechanic on Wheels",
        "Auto Smart"
      ],
      "brand_order": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Auto Smart Mechanical & ECU Tuning",
        "Perth Automotive Centre",
        "Ultra Tune East Perth",
        "Musca Autos",
        "AutoGuru",
        "RAC Auto Services Perth City",
        "Perth Mech Mobile Mechanics",
        "Auto Exclusive Perth",
        "Perth Auto Repair",
        "WEST CAR AUTO SERVICE",
        "Mechanic on Wheels",
        "Auto Smart"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/mechanics/perth?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "autoguru.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mechanic-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A1",
      "prompt": "best mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Auto Smart Mechanical & ECU Tuning",
        "Perth Automotive Centre",
        "WEST CAR AUTO SERVICE",
        "Perth Car Tech"
      ],
      "brands_recommended": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Auto Smart Mechanical & ECU Tuning",
        "Perth Automotive Centre",
        "WEST CAR AUTO SERVICE",
        "Perth Car Tech"
      ],
      "brand_order": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Auto Smart Mechanical & ECU Tuning",
        "Perth Automotive Centre",
        "WEST CAR AUTO SERVICE",
        "Perth Car Tech"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/mechanics/perth?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/rac-car-servicing-and-repairs?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/mechanics/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/rac-roadside-assistance?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mechanic?utm_source=chatgpt.com",
        "https://rac.com.au/car-motoring/car-servicing-and-repair?OVNDID=ND2&utm_source=chatgpt.com",
        "https://rac.com.au/car-motoring/car-servicing-and-repair?OVNDID=ND1&utm_source=chatgpt.com",
        "https://www.starworks.com.au/score/5497157a-1409-4568-b916-8be7f7e48f3b?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mechanics/northbridge?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/rac-auto-services-perth-city-167020109637655?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "autoguru.com.au",
        "productreview.com.au",
        "wordofmouth.com.au",
        "rac.com.au",
        "reviews.birdeye.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "rac.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mechanic-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A1",
      "prompt": "best mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Wembley Autocare"
      ],
      "brands_recommended": [
        "Wembley Autocare"
      ],
      "brand_order": [
        "Wembley Autocare"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mechanic-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A1",
      "prompt": "best mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Offers expert logbook maintenance",
        "Combines expert mechanical repairs"
      ],
      "brands_recommended": [
        "Offers expert logbook maintenance",
        "Combines expert mechanical repairs"
      ],
      "brand_order": [
        "Offers expert logbook maintenance",
        "Combines expert mechanical repairs"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mechanic-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A1",
      "prompt": "best mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "MV Auto Service & Repair",
        "Pace Auto Werks"
      ],
      "brands_recommended": [
        "MV Auto Service & Repair",
        "Pace Auto Werks"
      ],
      "brand_order": [
        "MV Auto Service & Repair",
        "Pace Auto Werks"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mechanic-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A2",
      "prompt": "top mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "AutoGuru"
      ],
      "brands_recommended": [
        "AutoGuru"
      ],
      "brand_order": [
        "AutoGuru"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth",
        "https://www.mvautoservicerepair.com.au/booking/",
        "https://www.mvautoservicerepair.com.au/contact-us/",
        "https://moovitapp.com/index/en-gb/public_transportation-Ultra_Tune_Highgate-Perth-site_356305720-622",
        "https://www.autoguru.com.au/quote?RepairInspectionIds=1218&SupplierId=24549&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602"
      ],
      "cited_domains": [
        "autoguru.com.au",
        "mvautoservicerepair.com.au",
        "moovitapp.com"
      ],
      "source_classes": [
        {
          "domain": "autoguru.com.au",
          "class": "directory"
        },
        {
          "domain": "mvautoservicerepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "moovitapp.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mechanic-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A2",
      "prompt": "top mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1qun71c/looking_for_a_good_car_mechanic_prefer_independent/",
        "https://www.reddit.com/r/perth/comments/1ugwjj8/mechanic_recommendations/",
        "https://www.autoguru.com.au/quote?RepairInspectionIds=1218&SupplierId=24549&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602",
        "https://www.autoguru.com.au/quote?ServiceTypeId=1&SupplierId=20017&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602"
      ],
      "cited_domains": [
        "reddit.com",
        "autoguru.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mechanic-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A2",
      "prompt": "top mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "MV Auto Service & Repair Official"
      ],
      "brands_recommended": [
        "MV Auto Service & Repair Official"
      ],
      "brand_order": [
        "MV Auto Service & Repair Official"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mvautoservicerepair.com.au/",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth",
        "https://www.autoguru.com.au/s/mv-auto-service-repair-forrestdale",
        "https://www.autoguru.com.au/mechanics/wa/perth",
        "https://www.waze.com/live-map/directions/au/wa/forrestdale/mv-auto-service-and-repair-forrestdale?to=place.ChIJHRro_3-TMioRKpFIP13wXOk"
      ],
      "cited_domains": [
        "mvautoservicerepair.com.au",
        "autoguru.com.au",
        "waze.com"
      ],
      "source_classes": [
        {
          "domain": "mvautoservicerepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "waze.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mechanic-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A2",
      "prompt": "top mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mechanic-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A2",
      "prompt": "top mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mechanic-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A2",
      "prompt": "top mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mechanic-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A2",
      "prompt": "top mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Pace Auto Werks",
        "Auto Masters Northbridge",
        "Northbridge Engine Fit & Auto Service",
        "Mechanic on Wheels"
      ],
      "brands_recommended": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Pace Auto Werks",
        "Auto Masters Northbridge",
        "Northbridge Engine Fit & Auto Service",
        "Mechanic on Wheels"
      ],
      "brand_order": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Pace Auto Werks",
        "Auto Masters Northbridge",
        "Northbridge Engine Fit & Auto Service",
        "Mechanic on Wheels"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/mechanics/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mechanic?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth/perth-cbd?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/mechanics/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/mechanics?utm_source=chatgpt.com",
        "https://www.service.com.au/find/mechanic/perth-wa?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mechanics/cannington?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mechanics/northbridge?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mechanics/fremantle?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/mechanic-shops?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "autoguru.com.au",
        "productreview.com.au",
        "service.com.au",
        "datagemba.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mechanic-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A2",
      "prompt": "top mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Musca Autos",
        "Auto Owls",
        "Autorite Service Centre",
        "AutoGuru",
        "Northbridge Engine Fit & Auto Service",
        "Perth Mech Mobile Mechanics",
        "Nova Smash Repairs",
        "Auto Masters",
        "Auto Exclusive Perth",
        "Automotive Garage",
        "AME Automotive",
        "Perth Auto Repair"
      ],
      "brands_recommended": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Musca Autos",
        "Auto Owls",
        "Autorite Service Centre",
        "AutoGuru",
        "Northbridge Engine Fit & Auto Service",
        "Perth Mech Mobile Mechanics",
        "Nova Smash Repairs",
        "Auto Masters",
        "Auto Exclusive Perth",
        "Automotive Garage",
        "AME Automotive",
        "Perth Auto Repair"
      ],
      "brand_order": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Musca Autos",
        "Auto Owls",
        "Autorite Service Centre",
        "AutoGuru",
        "Northbridge Engine Fit & Auto Service",
        "Perth Mech Mobile Mechanics",
        "Nova Smash Repairs",
        "Auto Masters",
        "Auto Exclusive Perth",
        "Automotive Garage",
        "AME Automotive",
        "Perth Auto Repair"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/mechanics/perth?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "autoguru.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mechanic-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A2",
      "prompt": "top mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mechanic-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A2",
      "prompt": "top mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "MV Auto Service & Repair",
        "Pace Auto Werks",
        "Perth Automotive Centre",
        "Services all makes and models",
        "AME Automotive",
        "Handles comprehensive mechanical inspections"
      ],
      "brands_recommended": [
        "MV Auto Service & Repair",
        "Pace Auto Werks",
        "Perth Automotive Centre",
        "Services all makes and models",
        "AME Automotive",
        "Handles comprehensive mechanical inspections"
      ],
      "brand_order": [
        "MV Auto Service & Repair",
        "Pace Auto Werks",
        "Perth Automotive Centre",
        "Services all makes and models",
        "AME Automotive",
        "Handles comprehensive mechanical inspections"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mechanic-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A2",
      "prompt": "top mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Delivers first-class customer service with honest"
      ],
      "brands_recommended": [
        "Delivers first-class customer service with honest"
      ],
      "brand_order": [
        "Delivers first-class customer service with honest"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mechanic-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A2",
      "prompt": "top mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "MV Auto Service & Repair",
        "Advance Auto Tune",
        "Autobahn Mechanical and Electrical Services",
        "AME Automotive"
      ],
      "brands_recommended": [
        "MV Auto Service & Repair",
        "Advance Auto Tune",
        "Autobahn Mechanical and Electrical Services",
        "AME Automotive"
      ],
      "brand_order": [
        "MV Auto Service & Repair",
        "Advance Auto Tune",
        "Autobahn Mechanical and Electrical Services",
        "AME Automotive"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mechanic-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A3",
      "prompt": "recommended mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://booking.avenue2.au/mr-and-mrs-mechanical/index.html?location=DEFAULT&form_display_name=Mr+%26+Mrs+Mechanical+Bibra+Lake&address=43A+Sustainable+Avenue%2C+Bibra+Lake+6163+Western+Australia+AU&av_ch=gmb&av_or=gmb_button",
        "https://www.autoguru.com.au/quote?ServiceTypeId=1&SupplierId=22038&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602",
        "https://app.squareup.com/appointments/book/cr16q36evjk65l/LH1Y33K4N5E5Z/start?service_id=PZEGUAFJ5IP3WVTBMDGWD4KS&variation_id=WVYZDSPJLSYGNM44K3CXTPQY",
        "https://www.autoguru.com.au/quote?ServiceTypeId=1&SupplierId=22125&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602",
        "https://www.autoguru.com.au/quote?RepairInspectionIds=8&SupplierId=3565&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602"
      ],
      "cited_domains": [
        "booking.avenue2.au",
        "autoguru.com.au",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "booking.avenue2.au",
          "class": "brand-source"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mechanic-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A3",
      "prompt": "recommended mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Recommended Mechanics in Perth"
      ],
      "brands_recommended": [
        "Recommended Mechanics in Perth"
      ],
      "brand_order": [
        "Recommended Mechanics in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://booking.avenue2.au/mr-and-mrs-mechanical/index.html?location=DEFAULT&form_display_name=Mr+%26+Mrs+Mechanical+Bibra+Lake&address=43A+Sustainable+Avenue%2C+Bibra+Lake+6163+Western+Australia+AU&av_ch=gmb&av_or=gmb_button",
        "https://www.autoguru.com.au/quote?ServiceTypeId=1&SupplierId=22038&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602",
        "https://www.autoguru.com.au/quote?ServiceTypeId=1&SupplierId=22125&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602",
        "https://booking.avenue2.au/zeds-mechanical-and-maintenance/index.html?location=DEFAULT&form_display_name=Zeds+Mechanical+%26+Maintenance+Bibra+Lake&address=1%2F4+Geelong+Court%2C+Bibra+Lake+6163+Western+Australia+AU&av_ch=gmb&av_or=gmb_button"
      ],
      "cited_domains": [
        "booking.avenue2.au",
        "autoguru.com.au"
      ],
      "source_classes": [
        {
          "domain": "booking.avenue2.au",
          "class": "brand-source"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mechanic-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A3",
      "prompt": "recommended mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1qun71c/looking_for_a_good_car_mechanic_prefer_independent/",
        "https://www.reddit.com/r/perth/comments/1ugwjj8/mechanic_recommendations/",
        "https://www.reddit.com/r/perth/comments/1qw3fzs/looking_for_a_good_mechanic/"
      ],
      "cited_domains": [
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mechanic-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A3",
      "prompt": "recommended mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "mycar Tyre & Auto East Perth",
        "Popular Mobile Mechanics"
      ],
      "brands_recommended": [
        "mycar Tyre & Auto East Perth",
        "Popular Mobile Mechanics"
      ],
      "brand_order": [
        "mycar Tyre & Auto East Perth",
        "Popular Mobile Mechanics"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mobile-mechanics-in-perth",
        "https://rac.com.au/car-motoring/car-servicing-and-repair",
        "https://www.mycar.com.au/repairs/mechanic-perth",
        "https://perthautomotive.com.au/",
        "https://www.lubemobile.com.au/mobile-mechanic/western-australia/perth"
      ],
      "cited_domains": [
        "autoguru.com.au",
        "rac.com.au",
        "mycar.com.au",
        "perthautomotive.com.au",
        "lubemobile.com.au"
      ],
      "source_classes": [
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rac.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mycar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthautomotive.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lubemobile.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mechanic-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A3",
      "prompt": "recommended mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mechanic-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A3",
      "prompt": "recommended mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Chargefox Charging Station",
        "The Perth Mobile Mechanics"
      ],
      "brands_recommended": [
        "Chargefox Charging Station",
        "The Perth Mobile Mechanics"
      ],
      "brand_order": [
        "Chargefox Charging Station",
        "The Perth Mobile Mechanics"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mobile-mechanics-in-perth",
        "https://rac.com.au/car-motoring/car-servicing-and-repair",
        "https://perthautomotive.com.au/",
        "https://rac.com.au/car-motoring/car-servicing-and-repair/perth"
      ],
      "cited_domains": [
        "autoguru.com.au",
        "rac.com.au",
        "perthautomotive.com.au"
      ],
      "source_classes": [
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rac.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthautomotive.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mechanic-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A3",
      "prompt": "recommended mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Auto Smart Mechanical & ECU Tuning",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Pace Auto Werks",
        "Auto Masters Northbridge",
        "Auto Smart Mechanical",
        "Mechanic on Wheels"
      ],
      "brands_recommended": [
        "Auto Smart Mechanical & ECU Tuning",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Pace Auto Werks",
        "Auto Masters Northbridge",
        "Auto Smart Mechanical",
        "Mechanic on Wheels"
      ],
      "brand_order": [
        "Auto Smart Mechanical & ECU Tuning",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Pace Auto Werks",
        "Auto Masters Northbridge",
        "Auto Smart Mechanical",
        "Mechanic on Wheels"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/mechanics/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mechanic?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mechanic-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A3",
      "prompt": "recommended mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Auto Smart Mechanical & ECU Tuning",
        "Perth Automotive Centre",
        "Northbridge Engine Fit & Auto Service",
        "WEST CAR AUTO SERVICE",
        "Pace Auto Werks",
        "Mechanic on Wheels"
      ],
      "brands_recommended": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Auto Smart Mechanical & ECU Tuning",
        "Perth Automotive Centre",
        "Northbridge Engine Fit & Auto Service",
        "WEST CAR AUTO SERVICE",
        "Pace Auto Werks",
        "Mechanic on Wheels"
      ],
      "brand_order": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Auto Smart Mechanical & ECU Tuning",
        "Perth Automotive Centre",
        "Northbridge Engine Fit & Auto Service",
        "WEST CAR AUTO SERVICE",
        "Pace Auto Werks",
        "Mechanic on Wheels"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/mechanics/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mechanic?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth/perth-cbd?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/mechanics/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.service.com.au/find/mechanic/perth-wa?utm_source=chatgpt.com",
        "https://www.oneflare.com.au/mechanic/wa/broome?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mechanics/cannington?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mechanics/fremantle?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/mechanic-shops?utm_source=chatgpt.com",
        "https://au.localitybiz.com/perth/car-maintenance-in-perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "autoguru.com.au",
        "productreview.com.au",
        "service.com.au",
        "oneflare.com.au",
        "datagemba.com",
        "au.localitybiz.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oneflare.com.au",
          "class": "directory"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        },
        {
          "domain": "au.localitybiz.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mechanic-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A3",
      "prompt": "recommended mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Automotive Centre",
        "Northbridge Engine Fit & Auto Service",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Musca Autos",
        "Perth Automotive and Suspension",
        "Perth Auto Repair",
        "Ricciardello Motors",
        "Auto Exclusive Perth",
        "Perth Mech Mobile Mechanics",
        "Auto Masters Northbridge",
        "Nova Smash Repairs",
        "Perth Automotive Centre — Balcatta",
        "Musca Autos — Northbridge",
        "Mechanic on Wheels"
      ],
      "brands_recommended": [
        "Perth Automotive Centre",
        "Northbridge Engine Fit & Auto Service",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Musca Autos",
        "Perth Automotive and Suspension",
        "Perth Auto Repair",
        "Ricciardello Motors",
        "Auto Exclusive Perth",
        "Perth Mech Mobile Mechanics",
        "Auto Masters Northbridge",
        "Nova Smash Repairs",
        "Mechanic on Wheels"
      ],
      "brand_order": [
        "Perth Automotive Centre",
        "Northbridge Engine Fit & Auto Service",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Musca Autos",
        "Perth Automotive and Suspension",
        "Perth Auto Repair",
        "Ricciardello Motors",
        "Auto Exclusive Perth",
        "Perth Mech Mobile Mechanics",
        "Auto Masters Northbridge",
        "Nova Smash Repairs",
        "Mechanic on Wheels"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/mechanics/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mechanic-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A3",
      "prompt": "recommended mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "MV Auto Service & Repair",
        "AME Automotive",
        "Perth Automotive Centre"
      ],
      "brands_recommended": [
        "MV Auto Service & Repair",
        "AME Automotive",
        "Perth Automotive Centre"
      ],
      "brand_order": [
        "MV Auto Service & Repair",
        "AME Automotive",
        "Perth Automotive Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mechanic-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A3",
      "prompt": "recommended mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Automotive Centre",
        "Specialises in general mechanical repairs",
        "MV Auto Service & Repair"
      ],
      "brands_recommended": [
        "Perth Automotive Centre",
        "Specialises in general mechanical repairs",
        "MV Auto Service & Repair"
      ],
      "brand_order": [
        "Perth Automotive Centre",
        "Specialises in general mechanical repairs",
        "MV Auto Service & Repair"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mechanic-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A3",
      "prompt": "recommended mechanic Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mechanic-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A4",
      "prompt": "who is the best mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "The Mobile Mechanic Perth",
        "Highly Recommended Specialists & Workshops"
      ],
      "brands_recommended": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "The Mobile Mechanic Perth",
        "Highly Recommended Specialists & Workshops"
      ],
      "brand_order": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "The Mobile Mechanic Perth",
        "Highly Recommended Specialists & Workshops"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1qun71c/looking_for_a_good_car_mechanic_prefer_independent/",
        "https://www.reddit.com/r/perth/comments/1qw3fzs/looking_for_a_good_mechanic/",
        "https://www.reddit.com/r/perth/comments/1ugwjj8/mechanic_recommendations/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxblp6TndNMlJ1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOM2NtdDJiRE0yGAo"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mechanic-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A4",
      "prompt": "who is the best mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Stirling Mechanical",
        "MASC Automotive",
        "JR Leipold & Co",
        "Perth Swedish and European Auto Centre",
        "SRB Automotive",
        "Does it need a routine service"
      ],
      "brands_recommended": [
        "Stirling Mechanical",
        "MASC Automotive",
        "JR Leipold & Co",
        "Perth Swedish and European Auto Centre",
        "SRB Automotive"
      ],
      "brand_order": [
        "Stirling Mechanical",
        "MASC Automotive",
        "JR Leipold & Co",
        "Perth Swedish and European Auto Centre",
        "SRB Automotive"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1qun71c/looking_for_a_good_car_mechanic_prefer_independent/",
        "https://www.reddit.com/r/perth/comments/1qw3fzs/looking_for_a_good_mechanic/",
        "https://www.reddit.com/r/perth/comments/1ugwjj8/mechanic_recommendations/"
      ],
      "cited_domains": [
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mechanic-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A4",
      "prompt": "who is the best mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1k7i49n/looking_for_a_trustworthy_mechanic_in_perth/",
        "https://www.reddit.com/r/perth/comments/1qun71c/looking_for_a_good_car_mechanic_prefer_independent/",
        "https://www.reddit.com/r/perth/comments/1ugwjj8/mechanic_recommendations/"
      ],
      "cited_domains": [
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mechanic-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A4",
      "prompt": "who is the best mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mechanic-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A4",
      "prompt": "who is the best mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mechanic-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A4",
      "prompt": "who is the best mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mobile-mechanics-in-perth",
        "https://www.autoguru.com.au/mechanics/wa/perth"
      ],
      "cited_domains": [
        "autoguru.com.au"
      ],
      "source_classes": [
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mechanic-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A4",
      "prompt": "who is the best mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Autobahn",
        "Ultra Tune East Perth",
        "Gilly General Auto Mechanic EUROPEAN CAR SPECIALIST",
        "Mechanic on Wheels",
        "MV Auto Service & Repair, Forrestdale"
      ],
      "brands_recommended": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Autobahn",
        "Ultra Tune East Perth",
        "Gilly General Auto Mechanic EUROPEAN CAR SPECIALIST",
        "Mechanic on Wheels",
        "MV Auto Service & Repair, Forrestdale"
      ],
      "brand_order": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Autobahn",
        "Ultra Tune East Perth",
        "Gilly General Auto Mechanic EUROPEAN CAR SPECIALIST",
        "Mechanic on Wheels",
        "MV Auto Service & Repair, Forrestdale"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/mechanics/perth?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mechanic?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth/perth-cbd?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-western-australia?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth/mobile?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/mechanics/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.service.com.au/find/mechanic/perth-wa?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/mechanic-shops?utm_source=chatgpt.com",
        "https://www.trustindex.io/reviews/www.mechanicperthwa.com.au?utm_source=chatgpt.com",
        "https://www.airtasker.com/au/services/mechanic/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "autoguru.com.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "service.com.au",
        "datagemba.com",
        "trustindex.io",
        "airtasker.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        },
        {
          "domain": "trustindex.io",
          "class": "third-party"
        },
        {
          "domain": "airtasker.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mechanic-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A4",
      "prompt": "who is the best mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mechanic-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A4",
      "prompt": "who is the best mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Perth Mech Mobile Mechanics",
        "WEST CAR AUTO SERVICE",
        "Perth Automotive and Suspension",
        "MV Auto Service & Repair",
        "Mechanic on Wheels",
        "Mobile service"
      ],
      "brands_recommended": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Perth Mech Mobile Mechanics",
        "WEST CAR AUTO SERVICE",
        "Perth Automotive and Suspension",
        "MV Auto Service & Repair",
        "Mechanic on Wheels",
        "Mobile service"
      ],
      "brand_order": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Perth Mech Mobile Mechanics",
        "WEST CAR AUTO SERVICE",
        "Perth Automotive and Suspension",
        "MV Auto Service & Repair",
        "Mechanic on Wheels",
        "Mobile service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/mechanics/perth?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mechanic?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/mechanics?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/mechanics/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth/perth-cbd?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth/west-perth?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-western-australia?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mechanics/fremantle?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mechanics/cannington?utm_source=chatgpt.com",
        "https://www.service.com.au/find/mechanic/perth-wa?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "autoguru.com.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "service.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mechanic-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A4",
      "prompt": "who is the best mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "MV Auto Service & Repair",
        "AME Automotive",
        "Advance Auto Tune"
      ],
      "brands_recommended": [
        "MV Auto Service & Repair",
        "AME Automotive",
        "Advance Auto Tune"
      ],
      "brand_order": [
        "MV Auto Service & Repair",
        "AME Automotive",
        "Advance Auto Tune"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mechanic-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A4",
      "prompt": "who is the best mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Automotive Centre"
      ],
      "brands_recommended": [
        "Perth Automotive Centre"
      ],
      "brand_order": [
        "Perth Automotive Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mechanic-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A4",
      "prompt": "who is the best mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mechanic-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A5",
      "prompt": "recommend a good mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Musca Autos",
        "Mechanic On Wheels | Mobile Mechanic Perth"
      ],
      "brands_recommended": [
        "Musca Autos",
        "Mechanic On Wheels | Mobile Mechanic Perth"
      ],
      "brand_order": [
        "Musca Autos",
        "Mechanic On Wheels | Mobile Mechanic Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1k7i49n/looking_for_a_trustworthy_mechanic_in_perth/",
        "https://www.reddit.com/r/perth/comments/1ugwjj8/mechanic_recommendations/",
        "https://www.reddit.com/r/perth/comments/1qw3fzs/looking_for_a_good_mechanic/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmVERjVOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxblp6TndNMlJ1GAo"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mechanic-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A5",
      "prompt": "recommend a good mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Mobile Mechanic Perth all over",
        "Musca Autos",
        "Auto Masters Northbridge",
        "The Mobile Mechanic Perth",
        "Pace Auto Werks",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "WEST CAR AUTO SERVICE",
        "Palazzo Automotive",
        "Ricciardello Motors",
        "Northbridge Engine Fit & Auto Service",
        "Mechanics Institute Bar",
        "Autorite Service Centre",
        "Ultra Tune Highgate",
        "First Class Automotives",
        "The Perth Mobile Mechanics",
        "Perth Mobile Auto Service",
        "Nova Smash Repairs",
        "Perth Automotive and Suspension",
        "mycar Tyre & Auto East Perth",
        "Perth Auto Repair"
      ],
      "brands_recommended": [
        "Mobile Mechanic Perth all over",
        "Musca Autos",
        "Auto Masters Northbridge",
        "The Mobile Mechanic Perth",
        "Pace Auto Werks",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "WEST CAR AUTO SERVICE",
        "Palazzo Automotive",
        "Ricciardello Motors",
        "Northbridge Engine Fit & Auto Service",
        "Mechanics Institute Bar",
        "Autorite Service Centre",
        "Ultra Tune Highgate",
        "First Class Automotives",
        "The Perth Mobile Mechanics",
        "Perth Mobile Auto Service",
        "Nova Smash Repairs",
        "Perth Automotive and Suspension",
        "mycar Tyre & Auto East Perth",
        "Perth Auto Repair"
      ],
      "brand_order": [
        "Mobile Mechanic Perth all over",
        "Musca Autos",
        "Auto Masters Northbridge",
        "The Mobile Mechanic Perth",
        "Pace Auto Werks",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "WEST CAR AUTO SERVICE",
        "Palazzo Automotive",
        "Ricciardello Motors",
        "Northbridge Engine Fit & Auto Service",
        "Mechanics Institute Bar",
        "Autorite Service Centre",
        "Ultra Tune Highgate",
        "First Class Automotives",
        "The Perth Mobile Mechanics",
        "Perth Mobile Auto Service",
        "Nova Smash Repairs",
        "Perth Automotive and Suspension",
        "mycar Tyre & Auto East Perth",
        "Perth Auto Repair"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4a2RtNXFNalF5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmVERjVOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRelltbzNiZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOM2NtdDJiRE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdzMWNYSnRZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxblp6TndNMlJ1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNmFIcHNhREkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MmJqWm5kdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXhhdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVgzZHVaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdocWEzSXdaM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NuQnJjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNGJIRnJNMko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdneWJtY3pkdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhONGQzUjJiWEp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4dWRETmtiSGR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpJd016UTNNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNGFGODRkbWc0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhobk1HcGpiV00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0alkzb3paR2hqGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mechanic-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A5",
      "prompt": "recommend a good mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Musca Autos",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "The Mobile Mechanic Perth"
      ],
      "brands_recommended": [
        "Musca Autos",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "The Mobile Mechanic Perth"
      ],
      "brand_order": [
        "Musca Autos",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "The Mobile Mechanic Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1k7i49n/looking_for_a_trustworthy_mechanic_in_perth/",
        "https://www.reddit.com/r/perth/comments/1qw3fzs/looking_for_a_good_mechanic/",
        "https://www.reddit.com/r/perth/comments/1ugwjj8/mechanic_recommendations/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmVERjVOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxblp6TndNMlJ1GAo"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mechanic-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A5",
      "prompt": "recommend a good mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "mycar Tyre & Auto East Perth",
        "MV Auto Service & Repair"
      ],
      "brands_recommended": [
        "mycar Tyre & Auto East Perth",
        "MV Auto Service & Repair"
      ],
      "brand_order": [
        "mycar Tyre & Auto East Perth",
        "MV Auto Service & Repair"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth",
        "https://rac.com.au/car-motoring/car-servicing-and-repair",
        "https://www.mycar.com.au/repairs/mechanic-perth",
        "https://www.megacheapauto.com/"
      ],
      "cited_domains": [
        "autoguru.com.au",
        "rac.com.au",
        "mycar.com.au",
        "megacheapauto.com"
      ],
      "source_classes": [
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rac.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mycar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "megacheapauto.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mechanic-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A5",
      "prompt": "recommend a good mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth",
        "https://www.facebook.com/groups/irishinperth/posts/34744028601907451/",
        "https://www.facebook.com/groups/irishinperth/posts/28936818119295224/",
        "https://www.airtasker.com/au/services/mechanic/perth/"
      ],
      "cited_domains": [
        "autoguru.com.au",
        "facebook.com",
        "airtasker.com"
      ],
      "source_classes": [
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "airtasker.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mechanic-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A5",
      "prompt": "recommend a good mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth",
        "https://www.reddit.com/r/perth/comments/1k7i49n/looking_for_a_trustworthy_mechanic_in_perth/",
        "https://www.facebook.com/groups/irishinperth/posts/28936818119295224/",
        "https://www.autoguru.com.au/mechanics/wa/perth",
        "https://schonautomotive.com.au/car-mechanic-perth/"
      ],
      "cited_domains": [
        "autoguru.com.au",
        "reddit.com",
        "facebook.com",
        "schonautomotive.com.au"
      ],
      "source_classes": [
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "schonautomotive.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mechanic-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A5",
      "prompt": "recommend a good mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Auto Smart Mechanical & ECU Tuning",
        "Ultra Tune East Perth",
        "WEST CAR AUTO SERVICE",
        "Pace Auto Werks",
        "Nova Smash Repairs",
        "Ricciardello Motors",
        "Perth Auto Repair",
        "Perth Automotive and Suspension",
        "Auto Masters Northbridge",
        "Palazzo Automotive",
        "Mechanic on Wheels"
      ],
      "brands_recommended": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Auto Smart Mechanical & ECU Tuning",
        "Ultra Tune East Perth",
        "WEST CAR AUTO SERVICE",
        "Pace Auto Werks",
        "Nova Smash Repairs",
        "Ricciardello Motors",
        "Perth Auto Repair",
        "Perth Automotive and Suspension",
        "Auto Masters Northbridge",
        "Palazzo Automotive",
        "Mechanic on Wheels"
      ],
      "brand_order": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Perth Automotive Centre",
        "Auto Smart Mechanical & ECU Tuning",
        "Ultra Tune East Perth",
        "WEST CAR AUTO SERVICE",
        "Pace Auto Werks",
        "Nova Smash Repairs",
        "Ricciardello Motors",
        "Perth Auto Repair",
        "Perth Automotive and Suspension",
        "Auto Masters Northbridge",
        "Palazzo Automotive",
        "Mechanic on Wheels"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/mechanics/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mechanic-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A5",
      "prompt": "recommend a good mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Automotive Centre",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Bongiornos Service Centre",
        "Advance Auto Tune",
        "Ricciardello Motors",
        "2026 Perth Top Mechanic winner"
      ],
      "brands_recommended": [
        "Perth Automotive Centre",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Bongiornos Service Centre",
        "Advance Auto Tune",
        "Ricciardello Motors",
        "2026 Perth Top Mechanic winner"
      ],
      "brand_order": [
        "Perth Automotive Centre",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Bongiornos Service Centre",
        "Advance Auto Tune",
        "Ricciardello Motors",
        "2026 Perth Top Mechanic winner"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/mechanics/perth?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mechanic?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/mechanics/l/western-australia_au?utm_source=chatgpt.com",
        "https://threebestrated.com.au/mechanics-in-perth-wa?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mechanics/cannington?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mechanics/morley?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mechanics/northbridge?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mechanics/rockingham?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mechanics/karrinyup?utm_source=chatgpt.com",
        "https://www.service.com.au/find/mechanic/perth-wa?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "autoguru.com.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "threebestrated.com.au",
        "service.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mechanic-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A5",
      "prompt": "recommend a good mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Automotive Centre",
        "Del's Automotive Service Centre Pty Ltd",
        "Pace Auto Werks",
        "WEST CAR AUTO SERVICE",
        "Perth Mech Mobile Mechanics",
        "Nova Smash Repairs",
        "Perth Auto Repair",
        "Palazzo Automotive",
        "Auto Owls",
        "Del's Automotive"
      ],
      "brands_recommended": [
        "Perth Automotive Centre",
        "Del's Automotive Service Centre Pty Ltd",
        "Pace Auto Werks",
        "WEST CAR AUTO SERVICE",
        "Perth Mech Mobile Mechanics",
        "Nova Smash Repairs",
        "Perth Auto Repair",
        "Palazzo Automotive",
        "Auto Owls",
        "Del's Automotive"
      ],
      "brand_order": [
        "Perth Automotive Centre",
        "Del's Automotive Service Centre Pty Ltd",
        "Pace Auto Werks",
        "WEST CAR AUTO SERVICE",
        "Perth Mech Mobile Mechanics",
        "Nova Smash Repairs",
        "Perth Auto Repair",
        "Palazzo Automotive",
        "Auto Owls",
        "Del's Automotive"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "autoguru.com.au"
      ],
      "source_classes": [
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mechanic-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A5",
      "prompt": "recommend a good mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "MV Auto Service & Repair",
        "John Hughes Service Centre"
      ],
      "brands_recommended": [
        "MV Auto Service & Repair",
        "John Hughes Service Centre"
      ],
      "brand_order": [
        "MV Auto Service & Repair",
        "John Hughes Service Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mechanic-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A5",
      "prompt": "recommend a good mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "John Hughes Service Centre"
      ],
      "brands_recommended": [
        "John Hughes Service Centre"
      ],
      "brand_order": [
        "John Hughes Service Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mechanic-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-A5",
      "prompt": "recommend a good mechanic in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Musca Autos",
        "Auto Masters Northbridge",
        "WEST CAR AUTO SERVICE",
        "Pace Auto Werks",
        "Northbridge Engine Fit & Auto Service"
      ],
      "brands_recommended": [
        "Musca Autos",
        "Auto Masters Northbridge",
        "WEST CAR AUTO SERVICE",
        "Pace Auto Werks",
        "Northbridge Engine Fit & Auto Service"
      ],
      "brand_order": [
        "Musca Autos",
        "Auto Masters Northbridge",
        "WEST CAR AUTO SERVICE",
        "Pace Auto Werks",
        "Northbridge Engine Fit & Auto Service"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mechanic-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B1",
      "prompt": "most honest mechanic in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Mobile Mechanic Perth all over",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "The Mobile Mechanic Perth",
        "Musca Autos",
        "Perth Mobile Auto Service",
        "Pace Auto Werks",
        "WEST CAR AUTO SERVICE",
        "Auto Masters Northbridge",
        "Northbridge Engine Fit & Auto Service",
        "Tiago Car Technology",
        "The Perth Mobile Mechanics",
        "Frostline Mechanical & Auto",
        "Autorite Service Centre",
        "Perth Auto Repair",
        "Auto Smart Mechanical & ECU Tuning",
        "Del's Automotive Service Centre Pty Ltd",
        "Ricciardello Motors",
        "Auto Masters",
        "Automotive Garage",
        "Mechanics Institute Bar",
        "Mechanic on Wheels",
        "Gosnells Automotive"
      ],
      "brands_recommended": [
        "Mobile Mechanic Perth all over",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "The Mobile Mechanic Perth",
        "Musca Autos",
        "Perth Mobile Auto Service",
        "Pace Auto Werks",
        "WEST CAR AUTO SERVICE",
        "Auto Masters Northbridge",
        "Northbridge Engine Fit & Auto Service",
        "Tiago Car Technology",
        "The Perth Mobile Mechanics",
        "Frostline Mechanical & Auto",
        "Autorite Service Centre",
        "Perth Auto Repair",
        "Auto Smart Mechanical & ECU Tuning",
        "Del's Automotive Service Centre Pty Ltd",
        "Ricciardello Motors",
        "Auto Masters",
        "Automotive Garage",
        "Mechanics Institute Bar",
        "Mechanic on Wheels",
        "Gosnells Automotive"
      ],
      "brand_order": [
        "Mobile Mechanic Perth all over",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "The Mobile Mechanic Perth",
        "Musca Autos",
        "Perth Mobile Auto Service",
        "Pace Auto Werks",
        "WEST CAR AUTO SERVICE",
        "Auto Masters Northbridge",
        "Northbridge Engine Fit & Auto Service",
        "Tiago Car Technology",
        "The Perth Mobile Mechanics",
        "Frostline Mechanical & Auto",
        "Autorite Service Centre",
        "Perth Auto Repair",
        "Auto Smart Mechanical & ECU Tuning",
        "Del's Automotive Service Centre Pty Ltd",
        "Ricciardello Motors",
        "Auto Masters",
        "Automotive Garage",
        "Mechanics Institute Bar",
        "Mechanic on Wheels",
        "Gosnells Automotive"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1ugwjj8/mechanic_recommendations/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4a2RtNXFNalF5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxblp6TndNMlJ1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOM2NtdDJiRE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmVERjVOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4dWRETmtiSGR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdzMWNYSnRZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNmFIcHNhREkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRelltbzNiZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVgzZHVaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMk9YQTJaekJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhONGQzUjJiWEp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1eE1YWnRhbDh4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NuQnJjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0alkzb3paR2hqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak4zTTNOalI1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdjMU4zaGljdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXhhdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmRtMWlZMm8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1UaHFlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdocWEzSXdaM0kYCg"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mechanic-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B1",
      "prompt": "most honest mechanic in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Martino's Service Centre"
      ],
      "brands_recommended": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Martino's Service Centre"
      ],
      "brand_order": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Martino's Service Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1k7i49n/looking_for_a_trustworthy_mechanic_in_perth/",
        "https://www.reddit.com/r/perth/comments/1ugwjj8/mechanic_recommendations/",
        "https://www.reddit.com/r/perth/comments/1qun71c/looking_for_a_good_car_mechanic_prefer_independent/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxblp6TndNMlJ1GAo"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mechanic-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B1",
      "prompt": "most honest mechanic in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Mobile Mechanic Perth all over",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Musca Autos",
        "The Mobile Mechanic Perth",
        "The Local Garage",
        "WEST CAR AUTO SERVICE",
        "Perth Mobile Auto Service",
        "Auto Masters Northbridge",
        "Pace Auto Werks",
        "Autorite Service Centre",
        "Northbridge Engine Fit & Auto Service",
        "Tiago Car Technology",
        "The Perth Mobile Mechanics",
        "Frostline Mechanical & Auto",
        "Automotive Garage",
        "Perth Auto Repair",
        "Ricciardello Motors",
        "Del's Automotive Service Centre Pty Ltd",
        "Auto Smart Mechanical & ECU Tuning",
        "Auto Masters"
      ],
      "brands_recommended": [
        "Mobile Mechanic Perth all over",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Musca Autos",
        "The Mobile Mechanic Perth",
        "The Local Garage",
        "WEST CAR AUTO SERVICE",
        "Perth Mobile Auto Service",
        "Auto Masters Northbridge",
        "Pace Auto Werks",
        "Autorite Service Centre",
        "Northbridge Engine Fit & Auto Service",
        "Tiago Car Technology",
        "The Perth Mobile Mechanics",
        "Frostline Mechanical & Auto",
        "Automotive Garage",
        "Perth Auto Repair",
        "Ricciardello Motors",
        "Del's Automotive Service Centre Pty Ltd",
        "Auto Smart Mechanical & ECU Tuning",
        "Auto Masters"
      ],
      "brand_order": [
        "Mobile Mechanic Perth all over",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Musca Autos",
        "The Mobile Mechanic Perth",
        "The Local Garage",
        "WEST CAR AUTO SERVICE",
        "Perth Mobile Auto Service",
        "Auto Masters Northbridge",
        "Pace Auto Werks",
        "Autorite Service Centre",
        "Northbridge Engine Fit & Auto Service",
        "Tiago Car Technology",
        "The Perth Mobile Mechanics",
        "Frostline Mechanical & Auto",
        "Automotive Garage",
        "Perth Auto Repair",
        "Ricciardello Motors",
        "Del's Automotive Service Centre Pty Ltd",
        "Auto Smart Mechanical & ECU Tuning",
        "Auto Masters"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1ugwjj8/mechanic_recommendations/",
        "https://www.reddit.com/r/perth/comments/1qw3fzs/looking_for_a_good_mechanic/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4a2RtNXFNalF5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxblp6TndNMlJ1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmVERjVOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOM2NtdDJiRE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2MzcHljekZyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNmFIcHNhREkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4dWRETmtiSGR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRelltbzNiZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdzMWNYSnRZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NuQnJjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVgzZHVaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzMk9YQTJaekJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhONGQzUjJiWEp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1eE1YWnRhbDh4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1UaHFlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0alkzb3paR2hqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOZmJtWXhhdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdjMU4zaGljdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak4zTTNOalI1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmRtMWlZMm8YCg"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mechanic-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B1",
      "prompt": "most honest mechanic in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "South Central Mechanical",
        "Del's Autos"
      ],
      "brands_recommended": [
        "South Central Mechanical",
        "Del's Autos"
      ],
      "brand_order": [
        "South Central Mechanical",
        "Del's Autos"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/owxhy5/a_good_reliable_mechanic/",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth",
        "https://www.autoguru.com.au/mechanics/wa/perth",
        "https://ameauto.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "autoguru.com.au",
        "ameauto.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ameauto.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mechanic-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B1",
      "prompt": "most honest mechanic in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "AutoGuru",
        "Highly Recommended Mobile Mechanics"
      ],
      "brands_recommended": [
        "AutoGuru",
        "Highly Recommended Mobile Mechanics"
      ],
      "brand_order": [
        "AutoGuru",
        "Highly Recommended Mobile Mechanics"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/owxhy5/a_good_reliable_mechanic/",
        "https://www.reddit.com/r/perth/comments/1k7i49n/looking_for_a_trustworthy_mechanic_in_perth/",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth",
        "https://www.reddit.com/r/perth/comments/1qw3fzs/looking_for_a_good_mechanic/",
        "https://www.reddit.com/r/perth/comments/1af6bcl/does_anyone_know_a_good_mechanic_sor_preferably/",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mobile-mechanics-in-perth",
        "https://www.facebook.com/groups/aschbusinessadvertising/posts/3660991447407001/"
      ],
      "cited_domains": [
        "reddit.com",
        "autoguru.com.au",
        "facebook.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mechanic-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B1",
      "prompt": "most honest mechanic in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "AutoGuru",
        "Highly Recommended Honest Mechanics in Perth"
      ],
      "brands_recommended": [
        "AutoGuru",
        "Highly Recommended Honest Mechanics in Perth"
      ],
      "brand_order": [
        "AutoGuru",
        "Highly Recommended Honest Mechanics in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth",
        "https://www.reddit.com/r/perth/comments/1qw3fzs/looking_for_a_good_mechanic/",
        "https://www.facebook.com/groups/637556563102391/posts/3230765490448139/",
        "https://www.facebook.com/groups/244041002597012/posts/2419538298380594/",
        "https://www.autoguru.com.au/mechanics/wa/perth"
      ],
      "cited_domains": [
        "autoguru.com.au",
        "reddit.com",
        "facebook.com"
      ],
      "source_classes": [
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mechanic-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B1",
      "prompt": "most honest mechanic in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Bongiornos Service Centre",
        "Auto Smart Mechanical & ECU Tuning",
        "WEST CAR AUTO SERVICE",
        "Northbridge Engine Fit & Auto Service",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Frostline Mechanical & Auto",
        "Perth Swedish and European Auto Centre",
        "Pace Auto Werks",
        "Independent European Service Centre",
        "Perth Mech Mobile Mechanics",
        "Perth Auto Care",
        "Auto Masters Northbridge",
        "SAI Auto Care",
        "Auto Masters",
        "Mechanic on Wheels"
      ],
      "brands_recommended": [
        "Bongiornos Service Centre",
        "Auto Smart Mechanical & ECU Tuning",
        "WEST CAR AUTO SERVICE",
        "Northbridge Engine Fit & Auto Service",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Frostline Mechanical & Auto",
        "Perth Swedish and European Auto Centre",
        "Pace Auto Werks",
        "Independent European Service Centre",
        "Perth Mech Mobile Mechanics",
        "Perth Auto Care",
        "Auto Masters Northbridge",
        "SAI Auto Care",
        "Auto Masters",
        "Mechanic on Wheels"
      ],
      "brand_order": [
        "Bongiornos Service Centre",
        "Auto Smart Mechanical & ECU Tuning",
        "WEST CAR AUTO SERVICE",
        "Northbridge Engine Fit & Auto Service",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Frostline Mechanical & Auto",
        "Perth Swedish and European Auto Centre",
        "Pace Auto Werks",
        "Independent European Service Centre",
        "Perth Mech Mobile Mechanics",
        "Perth Auto Care",
        "Auto Masters Northbridge",
        "SAI Auto Care",
        "Auto Masters",
        "Mechanic on Wheels"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/mechanics/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mechanic?utm_source=chatgpt.com",
        "https://frostlinemechanicalandauto.com.au/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/perth-swedish-auto-centre?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "frostlinemechanicalandauto.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "frostlinemechanicalandauto.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mechanic-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B1",
      "prompt": "most honest mechanic in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Automotive Centre",
        "Auto Smart Mechanical & ECU Tuning",
        "Tiago Car Technology",
        "Advance Auto Tune",
        "Perth Auto Repair",
        "Car Mechanic Perth WA",
        "Perth Motors",
        "WEST CAR AUTO SERVICE",
        "Perth Automotive and Suspension",
        "Perth Mech Mobile Mechanics",
        "Palazzo Automotive",
        "Perth Auto Mechanic",
        "Perth Automotive Centre — Balcatta",
        "Len Hughes & Associates"
      ],
      "brands_recommended": [
        "Perth Automotive Centre",
        "Auto Smart Mechanical & ECU Tuning",
        "Tiago Car Technology",
        "Advance Auto Tune",
        "Perth Auto Repair",
        "Car Mechanic Perth WA",
        "Perth Motors",
        "WEST CAR AUTO SERVICE",
        "Perth Automotive and Suspension",
        "Perth Mech Mobile Mechanics",
        "Palazzo Automotive",
        "Perth Auto Mechanic",
        "Len Hughes & Associates"
      ],
      "brand_order": [
        "Perth Automotive Centre",
        "Auto Smart Mechanical & ECU Tuning",
        "Tiago Car Technology",
        "Advance Auto Tune",
        "Perth Auto Repair",
        "Car Mechanic Perth WA",
        "Perth Motors",
        "WEST CAR AUTO SERVICE",
        "Perth Automotive and Suspension",
        "Perth Mech Mobile Mechanics",
        "Palazzo Automotive",
        "Perth Auto Mechanic",
        "Len Hughes & Associates"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://whotohire.com.au/business/perth-automotive-centre-perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mechanics/perth?utm_source=chatgpt.com",
        "https://www.lenhughes.com.au/?utm_source=chatgpt.com",
        "https://www.advanceautotune.com.au/reviews/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "whotohire.com.au",
        "starworks.com.au",
        "lenhughes.com.au",
        "advanceautotune.com.au"
      ],
      "source_classes": [
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "lenhughes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "advanceautotune.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mechanic-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B1",
      "prompt": "most honest mechanic in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Auto Smart Mechanical & ECU Tuning",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "WEST CAR AUTO SERVICE",
        "Perth Automotive and Suspension",
        "Independent European Service Centre",
        "Auto Smart Mechanical in Wangara",
        "Mechanic on Wheels"
      ],
      "brands_recommended": [
        "Auto Smart Mechanical & ECU Tuning",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "WEST CAR AUTO SERVICE",
        "Perth Automotive and Suspension",
        "Independent European Service Centre",
        "Auto Smart Mechanical in Wangara",
        "Mechanic on Wheels"
      ],
      "brand_order": [
        "Auto Smart Mechanical & ECU Tuning",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "WEST CAR AUTO SERVICE",
        "Perth Automotive and Suspension",
        "Independent European Service Centre",
        "Auto Smart Mechanical in Wangara",
        "Mechanic on Wheels"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/mechanics/perth?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mechanic?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-motors-167774756022725?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/distinctive-autos?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/perth-swedish-auto-centre?utm_source=chatgpt.com",
        "https://www.trustindex.io/reviews/www.mechanicperthwa.com.au?utm_source=chatgpt.com",
        "https://whotohire.com.au/business/perth-automotive-centre-perth?utm_source=chatgpt.com",
        "https://whotohire.com.au/business/w-a-auto-repairs-perth-c4b6?utm_source=chatgpt.com",
        "https://wanderlog.com/place/details/15207877/wa-auto-repairs?utm_source=chatgpt.com",
        "https://www.advanceautotune.com.au/reviews/?utm_source=chatgpt.com",
        "https://onecallautomotive.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "autoguru.com.au",
        "wordofmouth.com.au",
        "reviews.birdeye.com",
        "productreview.com.au",
        "trustindex.io",
        "whotohire.com.au",
        "wanderlog.com",
        "advanceautotune.com.au",
        "onecallautomotive.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "trustindex.io",
          "class": "third-party"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "wanderlog.com",
          "class": "third-party"
        },
        {
          "domain": "advanceautotune.com.au",
          "class": "brand-source"
        },
        {
          "domain": "onecallautomotive.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mechanic-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B1",
      "prompt": "most honest mechanic in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1rebeap/looking_for_recommendations_for_perth_mechanics/#:~:text=Looking%20for%20advice%20on%20building%20first%20home,1y%20ago.%20Old%20Car%20Auto%2Frepair%20shop%20Angeles.",
        "https://www.reddit.com/r/perth/comments/18e78mz/nor_mechanic_that_wont_rip_you_off/#:~:text=%E2%80%A2%203y%20ago.%20Tony%20at%20GT%20motors,without%20confirming%20first.%20crustygaz.%20%E2%80%A2%203y%20ago.",
        "https://www.reddit.com/r/perth/comments/18e78mz/nor_mechanic_that_wont_rip_you_off/#:~:text=One%20more%20for%20Odin%20Auto%20Repairs.%20Not,with%20friends%20who%20work%20in%20the%20industry.",
        "https://www.reddit.com/r/perth/comments/18e78mz/nor_mechanic_that_wont_rip_you_off/#:~:text=*%20bignikaus.%20%E2%80%A2%203y%20ago.%20Ultimate%20Tyre,any%20day.%20*%20xequez.%20%E2%80%A2%203y%20ago.",
        "https://www.reddit.com/r/perth/comments/18e78mz/nor_mechanic_that_wont_rip_you_off/#:~:text=*%20bignikaus.%20%E2%80%A2%203y%20ago.%20Ultimate%20Tyre,any%20day.%20*%20xequez.%20%E2%80%A2%203y%20ago.",
        "https://www.reddit.com/r/perth/comments/1rebeap/looking_for_recommendations_for_perth_mechanics/#:~:text=i'm%20a%20huge%20advocate%20for%20sol%20motorworks,chris%20has%20looked%20after%20me%20ever%20since.",
        "https://www.reddit.com/r/perth/comments/1rebeap/looking_for_recommendations_for_perth_mechanics/#:~:text=myself%2C%20both%20my%20parents%2C%20my%20younger%20brother%2C,he%20has%20absolutely%20never%20skipped%20a%20beat.",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth#:~:text=MV%20Auto%20Service%20%26%20Repair%20in%20Forrestdale,service%20that%20is%20both%20professional%20and%20personal.",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth#:~:text=MV%20Auto%20Service%20%26%20Repair%20in%20Forrestdale,service%20that%20is%20both%20professional%20and%20personal.",
        "https://www.wordofmouth.com.au/wa/perth/mechanic#:~:text=Word%20of%20Mouth%20mechanics%20in%20Perth%20receive,breeze%2C%20not%20to%20mention%20first%20class%20service%2C"
      ],
      "cited_domains": [
        "reddit.com",
        "autoguru.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mechanic-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B1",
      "prompt": "most honest mechanic in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/18e78mz/nor_mechanic_that_wont_rip_you_off/#:~:text=bignikaus.%20%E2%80%A2%203y%20ago.%20Ultimate%20Tyre%20and,any%20day.%20*%20xequez.%20%E2%80%A2%203y%20ago.",
        "https://www.reddit.com/r/perth/comments/18e78mz/nor_mechanic_that_wont_rip_you_off/#:~:text=Driven%20Mechanical%20in%20Osborne%20Park%20are%20the,and%20great%20work.%20xequez.%20%E2%80%A2%203y%20ago.",
        "https://www.reddit.com/r/perth/comments/18e78mz/nor_mechanic_that_wont_rip_you_off/#:~:text=Driven%20Mechanical%20in%20Osborne%20Park%20are%20the,and%20great%20work.%20xequez.%20%E2%80%A2%203y%20ago.",
        "https://www.reddit.com/r/perth/comments/18e78mz/nor_mechanic_that_wont_rip_you_off/#:~:text=Not%20many%20places%20will%20list%20every%20little,are%20all%20super%20nice.%20%E2%80%A2%203y%20ago.",
        "https://www.reddit.com/r/perth/comments/18e78mz/nor_mechanic_that_wont_rip_you_off/#:~:text=Every%20time%20I%20go%20to%20pick%20up,last%2012%20yrs.%20Blackout_AU.%20%E2%80%A2%203y%20ago.",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mechanics-in-perth#:~:text=MV%20Auto%20Service%20%26%20Repair%20is%20highly,I%20needed%22%20*%202.%20Ultra%20Tune%20Highgate.",
        "https://www.reddit.com/r/perth/comments/owxhy5/a_good_reliable_mechanic/",
        "https://www.romanosautomotive.com.au/#:~:text=before%20any%20work%20is%20carried%20out%20..you%20receive%20a%20quotation",
        "https://www.reddit.com/r/perth/comments/1ugwjj8/mechanic_recommendations/"
      ],
      "cited_domains": [
        "reddit.com",
        "autoguru.com.au",
        "romanosautomotive.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "romanosautomotive.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mechanic-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B1",
      "prompt": "most honest mechanic in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "MV Auto Service & Repair"
      ],
      "brands_recommended": [
        "MV Auto Service & Repair"
      ],
      "brand_order": [
        "MV Auto Service & Repair"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mechanic-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B2",
      "prompt": "cheapest car service Perth logbook servicing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "mycar Tyre & Auto East Perth",
        "The Mobile Mechanic Perth",
        "The Perth Mobile Mechanics"
      ],
      "brands_recommended": [
        "mycar Tyre & Auto East Perth",
        "The Mobile Mechanic Perth",
        "The Perth Mobile Mechanics"
      ],
      "brand_order": [
        "mycar Tyre & Auto East Perth",
        "The Mobile Mechanic Perth",
        "The Perth Mobile Mechanics"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhobk1HcGpiV00YCg",
        "https://www.autoguru.com.au/quote?ServiceTypeId=2&SupplierId=2600&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602",
        "https://www.autoguru.com.au/quote?ServiceTypeId=2&SupplierId=3733&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602",
        "https://www.autoguru.com.au/quote?ServiceTypeId=2&SupplierId=959&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOM2NtdDJiRE0yGAo"
      ],
      "cited_domains": [
        "google.com",
        "autoguru.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mechanic-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B2",
      "prompt": "cheapest car service Perth logbook servicing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "mycar Tyre & Auto East Perth",
        "mycar Tyre & Auto West Perth",
        "mycar Tyre & Auto South Perth",
        "Ultra Tune Highgate",
        "mycar Tyre & Auto Morley",
        "mycar Tyre & Auto Cloverdale",
        "mycar Tyre & Auto Bicton",
        "mycar Tyre & Auto Brentwood",
        "mycar Tyre & Auto Claremont",
        "mycar Tyre & Auto Carousel",
        "mycar Tyre & Auto Innaloo",
        "mycar Tyre & Auto Warwick",
        "mycar Tyre & Auto Booragoon",
        "Ultra Tune Belmont",
        "Auto Masters Northbridge",
        "mycar Tyre & Auto Subiaco",
        "Ultra Tune East Perth",
        "Autorite Service Centre",
        "Kmart Perth Cbd",
        "mycar Tyre & Auto Midland",
        "Aggressive Low-Cost Promos & Mobile Mechanics"
      ],
      "brands_recommended": [
        "mycar Tyre & Auto East Perth",
        "mycar Tyre & Auto West Perth",
        "mycar Tyre & Auto South Perth",
        "Ultra Tune Highgate",
        "mycar Tyre & Auto Morley",
        "mycar Tyre & Auto Cloverdale",
        "mycar Tyre & Auto Bicton",
        "mycar Tyre & Auto Brentwood",
        "mycar Tyre & Auto Claremont",
        "mycar Tyre & Auto Carousel",
        "mycar Tyre & Auto Innaloo",
        "mycar Tyre & Auto Warwick",
        "mycar Tyre & Auto Booragoon",
        "Ultra Tune Belmont",
        "Auto Masters Northbridge",
        "mycar Tyre & Auto Subiaco",
        "Ultra Tune East Perth",
        "Autorite Service Centre",
        "Kmart Perth Cbd",
        "mycar Tyre & Auto Midland",
        "Aggressive Low-Cost Promos & Mobile Mechanics"
      ],
      "brand_order": [
        "mycar Tyre & Auto East Perth",
        "mycar Tyre & Auto West Perth",
        "mycar Tyre & Auto South Perth",
        "Ultra Tune Highgate",
        "mycar Tyre & Auto Morley",
        "mycar Tyre & Auto Cloverdale",
        "mycar Tyre & Auto Bicton",
        "mycar Tyre & Auto Brentwood",
        "mycar Tyre & Auto Claremont",
        "mycar Tyre & Auto Carousel",
        "mycar Tyre & Auto Innaloo",
        "mycar Tyre & Auto Warwick",
        "mycar Tyre & Auto Booragoon",
        "Ultra Tune Belmont",
        "Auto Masters Northbridge",
        "mycar Tyre & Auto Subiaco",
        "Ultra Tune East Perth",
        "Autorite Service Centre",
        "Kmart Perth Cbd",
        "mycar Tyre & Auto Midland",
        "Aggressive Low-Cost Promos & Mobile Mechanics"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.megacheapauto.com/",
        "https://perthmobilemechanic.com.au/how-much-does-a-mobile-logbook-service-cost-in-perth/",
        "https://www.autoguru.com.au/mechanics/wa/perth/north-perth",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhobk1HcGpiV00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhseU0zUjRlVEEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoamJtUm5ZMncYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSNGJIRnJNMko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhrMVltTnJibU0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhrek1XYzFjREEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoaVoycHRNWE0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdjME1XMXdjR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhvNWNISnVhRjgYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhsdGFqUnlaR1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhnNWVHcG1hREUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhsd2RqUjRibUkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoak1UVnFiV0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd3MVgyZHdhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRelltbzNiZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxdE9ISnNOV2hyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhobloyaDRkalJ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NuQnJjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKblpHZGliRGw2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoaWQyaDZNWFEYCg"
      ],
      "cited_domains": [
        "megacheapauto.com",
        "perthmobilemechanic.com.au",
        "autoguru.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "megacheapauto.com",
          "class": "brand-source"
        },
        {
          "domain": "perthmobilemechanic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mechanic-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B2",
      "prompt": "cheapest car service Perth logbook servicing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Mega Cheap Auto",
        "AutoGuru"
      ],
      "brands_recommended": [
        "Mega Cheap Auto",
        "AutoGuru"
      ],
      "brand_order": [
        "Mega Cheap Auto",
        "AutoGuru"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mechanic-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B2",
      "prompt": "cheapest car service Perth logbook servicing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Mega Cheap Auto",
        "Autobahn"
      ],
      "brands_recommended": [
        "Mega Cheap Auto",
        "Autobahn"
      ],
      "brand_order": [
        "Mega Cheap Auto",
        "Autobahn"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.megacheapauto.com/",
        "https://www.mycar.com.au/servicing/car-service-perth",
        "https://www.reddit.com/r/perth/comments/phpe5v/trust_worthy_mechanic_that_do_log_book_services/",
        "https://autobahn.net.au/services/new-car-log-book/",
        "https://www.megacheapauto.com/mobile-mechanic.html",
        "https://perthmobilemechanic.com.au/how-much-does-a-mobile-logbook-service-cost-in-perth/",
        "https://www.mycar.com.au/servicing/logbook-servicing?srsltid=AfmBOoodEJlKQASJy2Q6NB0a-cYJUGkJKl-u18KeLqM2vqbieD-dNCFe"
      ],
      "cited_domains": [
        "megacheapauto.com",
        "mycar.com.au",
        "reddit.com",
        "autobahn.net.au",
        "perthmobilemechanic.com.au"
      ],
      "source_classes": [
        {
          "domain": "megacheapauto.com",
          "class": "brand-source"
        },
        {
          "domain": "mycar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "autobahn.net.au",
          "class": "brand-source"
        },
        {
          "domain": "perthmobilemechanic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mechanic-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B2",
      "prompt": "cheapest car service Perth logbook servicing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Mega Cheap Auto",
        "mycar Tyre & Auto East Perth",
        "Chargefox Charging Station"
      ],
      "brands_recommended": [
        "Mega Cheap Auto",
        "mycar Tyre & Auto East Perth",
        "Chargefox Charging Station"
      ],
      "brand_order": [
        "Mega Cheap Auto",
        "mycar Tyre & Auto East Perth",
        "Chargefox Charging Station"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.megacheapauto.com/",
        "https://www.reddit.com/r/perth/comments/phpe5v/trust_worthy_mechanic_that_do_log_book_services/",
        "https://rac.com.au/car-motoring/car-servicing-and-repair",
        "https://www.megacheapauto.com/mobile-mechanic.html",
        "https://www.mycar.com.au/servicing/logbook-servicing?srsltid=AfmBOoqm-X6AFdwMD9XXFn1WD5zJtb0hfufXAy87_X6FB0xm6pZF1FqH",
        "https://perthmobilemechanic.com.au/how-much-does-a-mobile-logbook-service-cost-in-perth/"
      ],
      "cited_domains": [
        "megacheapauto.com",
        "reddit.com",
        "rac.com.au",
        "mycar.com.au",
        "perthmobilemechanic.com.au"
      ],
      "source_classes": [
        {
          "domain": "megacheapauto.com",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "rac.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mycar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthmobilemechanic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mechanic-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B2",
      "prompt": "cheapest car service Perth logbook servicing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Mega Cheap Auto"
      ],
      "brands_recommended": [
        "Mega Cheap Auto"
      ],
      "brand_order": [
        "Mega Cheap Auto"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.megacheapauto.com/",
        "https://autobahn.net.au/services/full-car-service/",
        "https://www.reddit.com/r/perth/comments/phpe5v/trust_worthy_mechanic_that_do_log_book_services/",
        "https://www.autoguru.com.au/mechanics/wa/perth/north-perth",
        "https://www.autoguru.com.au/mechanics/wa/perth/south-perth"
      ],
      "cited_domains": [
        "megacheapauto.com",
        "autobahn.net.au",
        "reddit.com",
        "autoguru.com.au"
      ],
      "source_classes": [
        {
          "domain": "megacheapauto.com",
          "class": "brand-source"
        },
        {
          "domain": "autobahn.net.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mechanic-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B2",
      "prompt": "cheapest car service Perth logbook servicing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Kenwick, WA, Australia | Unit 9, 1731 Albany Hwy",
        "Schon Automotive — from $99",
        "Tales Automotive Services — from $150",
        "Frostline Mechanical — from $330",
        "Start with Schon Automotive at $99",
        "Schon Automotive",
        "Tales Automotive Services",
        "The Mobile Mechanic Perth",
        "Autova",
        "Mobile service",
        "Frostline Mechanical"
      ],
      "brands_recommended": [
        "Kenwick, WA, Australia | Unit 9, 1731 Albany Hwy",
        "Schon Automotive — from $99",
        "Tales Automotive Services — from $150",
        "Frostline Mechanical — from $330",
        "Start with Schon Automotive at $99",
        "Schon Automotive",
        "Tales Automotive Services",
        "The Mobile Mechanic Perth",
        "Autova",
        "Mobile service",
        "Frostline Mechanical"
      ],
      "brand_order": [
        "Kenwick, WA, Australia | Unit 9, 1731 Albany Hwy",
        "Schon Automotive — from $99",
        "Tales Automotive Services — from $150",
        "Frostline Mechanical — from $330",
        "Start with Schon Automotive at $99",
        "Schon Automotive",
        "Tales Automotive Services",
        "The Mobile Mechanic Perth",
        "Autova",
        "Mobile service",
        "Frostline Mechanical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://schonautomotive.com.au/?utm_source=chatgpt.com",
        "https://talesautomotiveservices.com/?utm_source=chatgpt.com",
        "https://autovalogbook.com.au/?utm_source=chatgpt.com",
        "https://frostlinemechanicalandauto.com.au/?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth/west-perth?utm_source=chatgpt.com",
        "https://www.westsideauto.com.au/car-servicing-and-repair/car-servicing?utm_source=chatgpt.com",
        "https://www.westsideauto.com.au/car-servicing-and-repair/car-servicing-quote?utm_source=chatgpt.com",
        "https://frostlinemechanicalandauto.com.au/collections/all?utm_source=chatgpt.com",
        "https://westsidemobileservice.com.au/?utm_source=chatgpt.com",
        "https://autovalogbook.com.au/blog/affordable-mobile-car-service-perth-suburbs?utm_source=chatgpt.com",
        "https://autovalogbook.com.au/pricing?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "schonautomotive.com.au",
        "talesautomotiveservices.com",
        "autovalogbook.com.au",
        "frostlinemechanicalandauto.com.au",
        "autoguru.com.au",
        "westsideauto.com.au",
        "westsidemobileservice.com.au"
      ],
      "source_classes": [
        {
          "domain": "schonautomotive.com.au",
          "class": "brand-source"
        },
        {
          "domain": "talesautomotiveservices.com",
          "class": "third-party"
        },
        {
          "domain": "autovalogbook.com.au",
          "class": "brand-source"
        },
        {
          "domain": "frostlinemechanicalandauto.com.au",
          "class": "brand-source"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westsideauto.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westsidemobileservice.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mechanic-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B2",
      "prompt": "cheapest car service Perth logbook servicing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Kenwick, WA, Australia | Unit 9, 1731 Albany Hwy",
        "Tales Automotive Services",
        "Autova Mobile Mechanic",
        "Wembley Service Centre",
        "Frostline Mechanical & Auto"
      ],
      "brands_recommended": [
        "Kenwick, WA, Australia | Unit 9, 1731 Albany Hwy",
        "Tales Automotive Services",
        "Autova Mobile Mechanic",
        "Wembley Service Centre",
        "Frostline Mechanical & Auto"
      ],
      "brand_order": [
        "Kenwick, WA, Australia | Unit 9, 1731 Albany Hwy",
        "Tales Automotive Services",
        "Autova Mobile Mechanic",
        "Wembley Service Centre",
        "Frostline Mechanical & Auto"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://schonautomotive.com.au/?utm_source=chatgpt.com",
        "https://talesautomotiveservices.com/?utm_source=chatgpt.com",
        "https://autovalogbook.com.au/?utm_source=chatgpt.com",
        "https://wembleyservicecentre.com/?utm_source=chatgpt.com",
        "https://frostlinemechanicalandauto.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "schonautomotive.com.au",
        "talesautomotiveservices.com",
        "autovalogbook.com.au",
        "wembleyservicecentre.com",
        "frostlinemechanicalandauto.com.au"
      ],
      "source_classes": [
        {
          "domain": "schonautomotive.com.au",
          "class": "brand-source"
        },
        {
          "domain": "talesautomotiveservices.com",
          "class": "third-party"
        },
        {
          "domain": "autovalogbook.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wembleyservicecentre.com",
          "class": "brand-source"
        },
        {
          "domain": "frostlinemechanicalandauto.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mechanic-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B2",
      "prompt": "cheapest car service Perth logbook servicing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Mech Mobile Mechanics",
        "WEST CAR AUTO SERVICE",
        "Perth Automotive Centre",
        "SAI Auto Care",
        "Ambrosio Automotive - Perth Mobile Mechanic",
        "Schon Automotive",
        "Tales Automotive Services",
        "Autova Mobile Mechanic",
        "Westside Auto",
        "Frostline Mechanical & Auto",
        "Ambrosio Automotive"
      ],
      "brands_recommended": [
        "Perth Mech Mobile Mechanics",
        "WEST CAR AUTO SERVICE",
        "Perth Automotive Centre",
        "SAI Auto Care",
        "Ambrosio Automotive - Perth Mobile Mechanic",
        "Schon Automotive",
        "Tales Automotive Services",
        "Autova Mobile Mechanic",
        "Westside Auto",
        "Frostline Mechanical & Auto",
        "Ambrosio Automotive"
      ],
      "brand_order": [
        "Perth Mech Mobile Mechanics",
        "WEST CAR AUTO SERVICE",
        "Perth Automotive Centre",
        "SAI Auto Care",
        "Ambrosio Automotive - Perth Mobile Mechanic",
        "Schon Automotive",
        "Tales Automotive Services",
        "Autova Mobile Mechanic",
        "Westside Auto",
        "Frostline Mechanical & Auto",
        "Ambrosio Automotive"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://schonautomotive.com.au/?utm_source=chatgpt.com",
        "https://talesautomotiveservices.com/?utm_source=chatgpt.com",
        "https://autovalogbook.com.au/?utm_source=chatgpt.com",
        "https://www.westsideauto.com.au/car-servicing-and-repair/car-servicing-quote?utm_source=chatgpt.com",
        "https://frostlinemechanicalandauto.com.au/?utm_source=chatgpt.com",
        "https://goingrate.com.au/auto/log-book-service-cost?utm_source=chatgpt.com",
        "https://autovalogbook.com.au/blog/affordable-mobile-car-service-perth-suburbs?utm_source=chatgpt.com",
        "https://rac.com.au/car-motoring/car-servicing-and-repair/car-servicing?utm_source=chatgpt.com",
        "https://rac.com.au/car-motoring/car-servicing-and-repair/perth?utm_source=chatgpt.com",
        "https://frostlinemechanicalandauto.com.au/collections/all?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth/perth-cbd?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth/north-perth?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth/forrestfield?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth?utm_source=chatgpt.com",
        "https://www.westsideauto.com.au/car-servicing-and-repair/auto-servicing?utm_source=chatgpt.com",
        "https://wa-autowerks.com.au/?utm_source=chatgpt.com",
        "https://www.canstar.com.au/car-insurance/car-service-cost/?utm_source=chatgpt.com",
        "https://en.wikipedia.org/wiki/Perth?utm_source=chatgpt.com",
        "https://www.megacheapauto.com/?utm_source=chatgpt.com",
        "https://www.tech2youautocare.com.au/blog/car-servicing-cost-perth?utm_source=chatgpt.com",
        "https://schonautomotive.com.au/car-service-in-australia/?utm_source=chatgpt.com",
        "https://www.kimberleyecho.com.au/news/the-kimberley-echo/fitzroy-crossings-elijah-murray-brings-home-boxing-win-from-perth-c-22390501?utm_source=chatgpt.com",
        "https://www.trustedtradienetwork.com/blog/car-service-cost-in-australia?utm_source=chatgpt.com",
        "https://www.mycar.com.au/servicing/car-service-perth?srsltid=AfmBOorWJ8_-kZTFCu9wl7jRo6_6xrfYGyN6ws-BnKkzMBlB5DZfJHxY&utm_source=chatgpt.com",
        "https://thewest.com.au/news/public-health/chia-liang-saw-perth-paediatrician-suspended-from-practising-in-australia-c-22390756?utm_source=chatgpt.com",
        "https://www.instagram.com/p/DX_LTCzk9d9/?utm_source=chatgpt.com",
        "https://7news.com.au/news/perth-father-identified-as-man-killed-in-wanneroo-bus-crash-c-22390460?utm_source=chatgpt.com",
        "https://ameauto.com.au/special-offers/?utm_source=chatgpt.com",
        "https://www.yellowpages.com.au/articles/mechanics-and-motor-engineers/car-service-cost-service-your-car?utm_source=chatgpt.com",
        "https://perthmobilemechanic.com.au/how-much-does-a-mobile-logbook-service-cost-in-perth/?utm_source=chatgpt.com",
        "https://www.allaspectsmotors.com.au/how-much-does-a-car-service-cost-in-perth/?utm_source=chatgpt.com",
        "https://warringahbrakes.com.au/how-much-does-a-car-service-cost/?utm_source=chatgpt.com",
        "https://drifttravel.com/the-ultimate-guide-on-logbook-servicing-for-travelers/?utm_source=chatgpt.com",
        "https://www.autohero.com.au/service/car-service/wa/west-perth/?utm_source=chatgpt.com",
        "https://www.airtasker.com/au/costs/car-servicing/car-service-cost/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "schonautomotive.com.au",
        "talesautomotiveservices.com",
        "autovalogbook.com.au",
        "westsideauto.com.au",
        "frostlinemechanicalandauto.com.au",
        "goingrate.com.au",
        "rac.com.au",
        "autoguru.com.au",
        "wa-autowerks.com.au",
        "canstar.com.au",
        "en.wikipedia.org",
        "megacheapauto.com",
        "tech2youautocare.com.au",
        "kimberleyecho.com.au",
        "trustedtradienetwork.com",
        "mycar.com.au",
        "thewest.com.au",
        "instagram.com",
        "7news.com.au",
        "ameauto.com.au",
        "yellowpages.com.au",
        "perthmobilemechanic.com.au",
        "allaspectsmotors.com.au",
        "warringahbrakes.com.au",
        "drifttravel.com",
        "autohero.com.au",
        "airtasker.com"
      ],
      "source_classes": [
        {
          "domain": "schonautomotive.com.au",
          "class": "brand-source"
        },
        {
          "domain": "talesautomotiveservices.com",
          "class": "third-party"
        },
        {
          "domain": "autovalogbook.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westsideauto.com.au",
          "class": "brand-source"
        },
        {
          "domain": "frostlinemechanicalandauto.com.au",
          "class": "brand-source"
        },
        {
          "domain": "goingrate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rac.com.au",
          "class": "brand-source"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wa-autowerks.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "en.wikipedia.org",
          "class": "third-party"
        },
        {
          "domain": "megacheapauto.com",
          "class": "brand-source"
        },
        {
          "domain": "tech2youautocare.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kimberleyecho.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trustedtradienetwork.com",
          "class": "third-party"
        },
        {
          "domain": "mycar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thewest.com.au",
          "class": "publisher"
        },
        {
          "domain": "instagram.com",
          "class": "ugc"
        },
        {
          "domain": "7news.com.au",
          "class": "publisher"
        },
        {
          "domain": "ameauto.com.au",
          "class": "brand-source"
        },
        {
          "domain": "yellowpages.com.au",
          "class": "directory"
        },
        {
          "domain": "perthmobilemechanic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allaspectsmotors.com.au",
          "class": "brand-source"
        },
        {
          "domain": "warringahbrakes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "drifttravel.com",
          "class": "third-party"
        },
        {
          "domain": "autohero.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airtasker.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mechanic-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B2",
      "prompt": "cheapest car service Perth logbook servicing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://mechxperts.shop/pages/services#:~:text=At%20MechXperts%2C%20we%20make%20car%20care%20simple,a%20Service%20Call%20Now%3A%200421%20640%20504.",
        "https://mechxperts.shop/pages/services#:~:text=Sign%20up%20to%20the%20MechXperts%20list%20and,service.%20Plus%20ongoing%20discounts%20and%20service%20reminders.",
        "https://schonautomotive.com.au/",
        "https://onecallautomotive.com.au/services/logbook-servicing/#:~:text=Logbook%20Servicing%20Perth%20%7C%20From%20Just%20%24220%20-%20One%20Call%20Automotive.",
        "https://www.megacheapauto.com/",
        "https://www.autoguru.com.au/mechanics/wa/perth/south-perth#:~:text=Peace%20of%20Mind%20with%20Every%20Service%2010%2C000km%2F6,and%20professional%20service%20you%20can%20rely%20on.",
        "https://autobahn.net.au/services/new-car-log-book/#:~:text=New%20Car%20Log%20Book.%20P.O.A%20Learn%20more.,Autobahn%20Workshops%20and%20Technicians%20are%20Government%20Licenced.",
        "https://autobahn.net.au/services/new-car-log-book/#:~:text=Autobahn%20Workshops%20and%20Technicians%20are%20Government%20Licenced.,find%20out%20what%20your%20service%20will%20cost.",
        "https://mechxperts.shop/pages/services#:~:text=The%20%E2%80%9Cfrom%E2%80%9D%20price%20assumes%3A%20*%20Standard%20service,without%20your%20prior%20written%20or%20verbal%20authorisation.",
        "https://autobahn.net.au/services/new-car-log-book/#:~:text=All%20Oils%2C%20Filters%20and%20Parts%20used%20meet,keep%20that%20brand-new%20car%20feeling%20for%20longer."
      ],
      "cited_domains": [
        "mechxperts.shop",
        "schonautomotive.com.au",
        "onecallautomotive.com.au",
        "megacheapauto.com",
        "autoguru.com.au",
        "autobahn.net.au"
      ],
      "source_classes": [
        {
          "domain": "mechxperts.shop",
          "class": "third-party"
        },
        {
          "domain": "schonautomotive.com.au",
          "class": "brand-source"
        },
        {
          "domain": "onecallautomotive.com.au",
          "class": "brand-source"
        },
        {
          "domain": "megacheapauto.com",
          "class": "brand-source"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "autobahn.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mechanic-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B2",
      "prompt": "cheapest car service Perth logbook servicing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "One Call Automotive",
        "Mega Cheap Auto",
        "Autobahn"
      ],
      "brands_recommended": [
        "One Call Automotive",
        "Mega Cheap Auto",
        "Autobahn"
      ],
      "brand_order": [
        "One Call Automotive",
        "Mega Cheap Auto",
        "Autobahn"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://mechxperts.shop/pages/services#:~:text=At%20MechXperts%2C%20we%20make%20car%20care%20simple,a%20Service%20Call%20Now%3A%200421%20640%20504.",
        "https://onecallautomotive.com.au/services/logbook-servicing/#:~:text=Logbook%20Servicing%20Perth%20%7C%20From%20Just%20%24220%20-%20One%20Call%20Automotive.",
        "https://mechxperts.shop/pages/services#:~:text=All%20prices%20include%20GST.%20%E2%80%9CFrom%E2%80%9D%20pricing%20applies,and%20works%20right%20here%20in%20the%20community.",
        "https://mechxperts.shop/pages/services#:~:text=The%20%E2%80%9Cfrom%E2%80%9D%20price%20assumes%3A%20*%20Standard%20service,without%20your%20prior%20written%20or%20verbal%20authorisation.",
        "https://mechxperts.shop/pages/services#:~:text=The%20%E2%80%9Cfrom%E2%80%9D%20price%20assumes%3A%20*%20Standard%20service,without%20your%20prior%20written%20or%20verbal%20authorisation."
      ],
      "cited_domains": [
        "mechxperts.shop",
        "onecallautomotive.com.au"
      ],
      "source_classes": [
        {
          "domain": "mechxperts.shop",
          "class": "third-party"
        },
        {
          "domain": "onecallautomotive.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mechanic-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B2",
      "prompt": "cheapest car service Perth logbook servicing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "The Perth Mobile Mechanics"
      ],
      "brands_recommended": [
        "The Perth Mobile Mechanics"
      ],
      "brand_order": [
        "The Perth Mobile Mechanics"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthmobilemechanic.com.au/how-much-does-a-mobile-logbook-service-cost-in-perth/?utm_source=gemini#:~:text=Every%2012%20months%20%2F%2020%2C000%20km.%20Minor,filter%20replacement%2C%20cabin%20filter%20check%2C%20brake%20adjustment.",
        "https://rac.com.au/car-motoring/car-servicing-and-repair/car-servicing?utm_source=gemini#:~:text=Auto%20Services%20is%20fully%20qualified%20to%20service,on%20weekdays%20within%20selected%20Perth%20Metro%20areas.",
        "https://rac.com.au/car-motoring/car-servicing-and-repair/car-servicing?utm_source=gemini#:~:text=Terms%20%26%20conditions%20*%201%20RAC%2010%25,vacuum%2C%20free%20fault%20diagnosis%20are%20not%20included.",
        "https://rac.com.au/car-motoring/car-servicing-and-repair/car-servicing?utm_source=gemini#:~:text=Auto%20Services%20is%20fully%20qualified%20to%20service,on%20weekdays%20within%20selected%20Perth%20Metro%20areas.",
        "https://perthmobilemechanic.com.au/how-much-does-a-mobile-logbook-service-cost-in-perth/?utm_source=gemini#:~:text=The%20price%20of%20a%20logbook%20service%20depends,based%20on%20your%20specific%20make%20and%20model.",
        "https://www.megacheapauto.com/?utm_source=gemini#:~:text=A%20Surcharge%20may%20apply%20for%20workvans%2C%204WD,regular%20service%2C%20this%20will%20incur%20additional%20costs.",
        "https://www.megacheapauto.com/?utm_source=gemini#:~:text=%2469%20logbook%20car%20service%E2%91%A0%20Up%20to%20%24500,service%20will%20not%20void%20your%20manufacturer's%20warranty."
      ],
      "cited_domains": [
        "perthmobilemechanic.com.au",
        "rac.com.au",
        "megacheapauto.com"
      ],
      "source_classes": [
        {
          "domain": "perthmobilemechanic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rac.com.au",
          "class": "brand-source"
        },
        {
          "domain": "megacheapauto.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mechanic-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B3",
      "prompt": "best diesel mechanic Perth for 4WD",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "The 4x4 Mechanic Pty Ltd",
        "RMR Diesel 4x4",
        "Locked In Garage | Diesel Performance Tuning",
        "Elite Tune",
        "Robson Brothers 4WD",
        "Driven Mechanical Specialists",
        "Auto Smart Mechanical & ECU Tuning",
        "PDM - Perth Diesel and Mechanical",
        "Top Gear Auto Repairs",
        "Negus Auto Services 4WD Service Centre Balcatta",
        "4x4 envy",
        "Rollin' Coal Kings",
        "Performance Diesel Intercoolers",
        "Diesel Tune Perth",
        "Carters Heavy Diesel",
        "Dynamic Diesel Performance",
        "PDP - Perth Diesel Performance",
        "M4C.au 4WD Accessories Perth",
        "TWD 4x4 Perth",
        "PHC 4X4"
      ],
      "brands_recommended": [
        "The 4x4 Mechanic Pty Ltd",
        "RMR Diesel 4x4",
        "Locked In Garage | Diesel Performance Tuning",
        "Elite Tune",
        "Robson Brothers 4WD",
        "Driven Mechanical Specialists",
        "Auto Smart Mechanical & ECU Tuning",
        "PDM - Perth Diesel and Mechanical",
        "Top Gear Auto Repairs",
        "Negus Auto Services 4WD Service Centre Balcatta",
        "4x4 envy",
        "Rollin' Coal Kings",
        "Performance Diesel Intercoolers",
        "Diesel Tune Perth",
        "Carters Heavy Diesel",
        "Dynamic Diesel Performance",
        "PDP - Perth Diesel Performance",
        "M4C.au 4WD Accessories Perth",
        "TWD 4x4 Perth",
        "PHC 4X4"
      ],
      "brand_order": [
        "The 4x4 Mechanic Pty Ltd",
        "RMR Diesel 4x4",
        "Locked In Garage | Diesel Performance Tuning",
        "Elite Tune",
        "Robson Brothers 4WD",
        "Driven Mechanical Specialists",
        "Auto Smart Mechanical & ECU Tuning",
        "PDM - Perth Diesel and Mechanical",
        "Top Gear Auto Repairs",
        "Negus Auto Services 4WD Service Centre Balcatta",
        "4x4 envy",
        "Rollin' Coal Kings",
        "Performance Diesel Intercoolers",
        "Diesel Tune Perth",
        "Carters Heavy Diesel",
        "Dynamic Diesel Performance",
        "PDP - Perth Diesel Performance",
        "M4C.au 4WD Accessories Perth",
        "TWD 4x4 Perth",
        "PHC 4X4"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSdGRqYzBibVl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNME5HNXRObXMwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNME9IaG5ZblIzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmJqWnVhMk4yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhRNU5YcHlOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNGRuaDJkR3ByGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak4zTTNOalI1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxclpucHFORFY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNGFtUm1hQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScU56TnJOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzemRHUTFYM2cwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFek1IZ3pNM2h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzM1lqRXlhR0kwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMFpqWmtaMnh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd1p6SmljR0kwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwblpHTTVlakU0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNFlqazRZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RWaWNUVTNOMjAYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneFpqQm5iVEI0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZNWVHNHdiRE40GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mechanic-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B3",
      "prompt": "best diesel mechanic Perth for 4WD",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Elite Tune",
        "Robson Brothers 4WD",
        "Locked In Garage | Diesel Performance Tuning"
      ],
      "brands_recommended": [
        "Elite Tune",
        "Robson Brothers 4WD",
        "Locked In Garage | Diesel Performance Tuning"
      ],
      "brand_order": [
        "Elite Tune",
        "Robson Brothers 4WD",
        "Locked In Garage | Diesel Performance Tuning"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmJqWnVhMk4yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhRNU5YcHlOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNME9IaG5ZblIzGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mechanic-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B3",
      "prompt": "best diesel mechanic Perth for 4WD",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "PDM - Perth Diesel and Mechanical",
        "Elite Tune",
        "Robson Brothers 4WD"
      ],
      "brands_recommended": [
        "PDM - Perth Diesel and Mechanical",
        "Elite Tune",
        "Robson Brothers 4WD"
      ],
      "brand_order": [
        "PDM - Perth Diesel and Mechanical",
        "Elite Tune",
        "Robson Brothers 4WD"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1hu4k0e/mechanics_specialising_in_4x4/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxclpucHFORFY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmJqWnVhMk4yGAo"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mechanic-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B3",
      "prompt": "best diesel mechanic Perth for 4WD",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "RMR Diesel 4x4"
      ],
      "brands_recommended": [
        "RMR Diesel 4x4"
      ],
      "brand_order": [
        "RMR Diesel 4x4"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://armadale4wd.com.au/about"
      ],
      "cited_domains": [
        "armadale4wd.com.au"
      ],
      "source_classes": [
        {
          "domain": "armadale4wd.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mechanic-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B3",
      "prompt": "best diesel mechanic Perth for 4WD",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Armadale 4WD"
      ],
      "brands_recommended": [
        "Armadale 4WD"
      ],
      "brand_order": [
        "Armadale 4WD"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.robsonbros4wd.com/",
        "https://lockedingarage.com.au/",
        "https://www.reddit.com/r/perth/comments/1hu4k0e/mechanics_specialising_in_4x4/",
        "https://armadale4wd.com.au/",
        "https://www.rmrdiesel.com.au/",
        "https://armadale4wd.com.au/about",
        "https://www.nationwidediesel.com.au/"
      ],
      "cited_domains": [
        "robsonbros4wd.com",
        "lockedingarage.com.au",
        "reddit.com",
        "armadale4wd.com.au",
        "rmrdiesel.com.au",
        "nationwidediesel.com.au"
      ],
      "source_classes": [
        {
          "domain": "robsonbros4wd.com",
          "class": "brand-source"
        },
        {
          "domain": "lockedingarage.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "armadale4wd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rmrdiesel.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nationwidediesel.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mechanic-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B3",
      "prompt": "best diesel mechanic Perth for 4WD",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mechanic-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B3",
      "prompt": "best diesel mechanic Perth for 4WD",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "RMR Diesel 4x4",
        "Elite Tune",
        "United Fuel Injection",
        "Robson Brothers 4WD",
        "Negus Auto Services 4WD Service Centre Balcatta",
        "Perth Fuel Injection Services",
        "PDM - Perth Diesel and Mechanical",
        "Robson Brothers 4WD — Welshpool"
      ],
      "brands_recommended": [
        "RMR Diesel 4x4",
        "Elite Tune",
        "United Fuel Injection",
        "Robson Brothers 4WD",
        "Negus Auto Services 4WD Service Centre Balcatta",
        "Perth Fuel Injection Services",
        "PDM - Perth Diesel and Mechanical"
      ],
      "brand_order": [
        "RMR Diesel 4x4",
        "Elite Tune",
        "United Fuel Injection",
        "Robson Brothers 4WD",
        "Negus Auto Services 4WD Service Centre Balcatta",
        "Perth Fuel Injection Services",
        "PDM - Perth Diesel and Mechanical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/rmr-diesel-4x4?utm_source=chatgpt.com",
        "https://www.elitetune.com.au/4wd-mechanical-inspection-perth/?utm_source=chatgpt.com",
        "https://www.elitetune.com.au/4wd-service-perth/?utm_source=chatgpt.com",
        "https://www.unitedfuel.com.au/repairs-servicing/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "elitetune.com.au",
        "unitedfuel.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "elitetune.com.au",
          "class": "brand-source"
        },
        {
          "domain": "unitedfuel.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mechanic-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B3",
      "prompt": "best diesel mechanic Perth for 4WD",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "RMR Diesel 4x4",
        "United Fuel Injection",
        "Elite Tune",
        "Negus Auto Services 4WD Service Centre Balcatta",
        "Robson Brothers 4WD",
        "The 4x4 Mechanic Pty Ltd",
        "Perth Fuel Injection Services",
        "PDM - Perth Diesel and Mechanical",
        "Robson Brothers 4WD — Welshpool"
      ],
      "brands_recommended": [
        "RMR Diesel 4x4",
        "United Fuel Injection",
        "Elite Tune",
        "Negus Auto Services 4WD Service Centre Balcatta",
        "Robson Brothers 4WD",
        "The 4x4 Mechanic Pty Ltd",
        "Perth Fuel Injection Services",
        "PDM - Perth Diesel and Mechanical"
      ],
      "brand_order": [
        "RMR Diesel 4x4",
        "United Fuel Injection",
        "Elite Tune",
        "Negus Auto Services 4WD Service Centre Balcatta",
        "Robson Brothers 4WD",
        "The 4x4 Mechanic Pty Ltd",
        "Perth Fuel Injection Services",
        "PDM - Perth Diesel and Mechanical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/rmr-diesel-4x4?utm_source=chatgpt.com",
        "https://www.unitedfuel.com.au/repairs-servicing/?utm_source=chatgpt.com",
        "https://www.elitetune.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "unitedfuel.com.au",
        "elitetune.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "unitedfuel.com.au",
          "class": "brand-source"
        },
        {
          "domain": "elitetune.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mechanic-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B3",
      "prompt": "best diesel mechanic Perth for 4WD",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "United Fuel Injection",
        "Elite Tune",
        "Robson Brothers 4WD",
        "Rollin' Coal Kings",
        "RMR Diesel 4x4",
        "Robson Brothers 4WD — Welshpool",
        "Robson Brothers"
      ],
      "brands_recommended": [
        "United Fuel Injection",
        "Elite Tune",
        "Robson Brothers 4WD",
        "Rollin' Coal Kings",
        "RMR Diesel 4x4",
        "Robson Brothers 4WD — Welshpool",
        "Robson Brothers"
      ],
      "brand_order": [
        "United Fuel Injection",
        "Elite Tune",
        "Robson Brothers 4WD",
        "Rollin' Coal Kings",
        "RMR Diesel 4x4",
        "Robson Brothers 4WD — Welshpool",
        "Robson Brothers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.unitedfuel.com.au/repairs-servicing/?utm_source=chatgpt.com",
        "https://www.elitetune.com.au/diesel-carbon-clean-perth/?utm_source=chatgpt.com",
        "https://www.reddit.com/r/perth/comments/1hu4k0e?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/rmr-diesel-4x4?utm_source=chatgpt.com",
        "https://www.autopluswa.com.au/4wd-mechanic-perth/?utm_source=chatgpt.com",
        "https://autoplus.onhost.com.au/4wd.php?utm_source=chatgpt.com",
        "https://armadale4wd.com.au/?utm_source=chatgpt.com",
        "https://armadale4wd.com.au/about?utm_source=chatgpt.com",
        "https://www.mycar.com.au/repairs/4wd-mechanic-perth?utm_source=chatgpt.com",
        "https://www.mandsmechanical.com.au/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/oscar-mechanic-167797450082686?utm_source=chatgpt.com",
        "https://perth4wdmechanic.com.au/?utm_source=chatgpt.com",
        "https://www.elitetune.com.au/4wd-mechanical-inspection-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "unitedfuel.com.au",
        "elitetune.com.au",
        "reddit.com",
        "productreview.com.au",
        "autopluswa.com.au",
        "autoplus.onhost.com.au",
        "armadale4wd.com.au",
        "mycar.com.au",
        "mandsmechanical.com.au",
        "reviews.birdeye.com",
        "perth4wdmechanic.com.au"
      ],
      "source_classes": [
        {
          "domain": "unitedfuel.com.au",
          "class": "brand-source"
        },
        {
          "domain": "elitetune.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "autopluswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "autoplus.onhost.com.au",
          "class": "brand-source"
        },
        {
          "domain": "armadale4wd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mycar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mandsmechanical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "perth4wdmechanic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mechanic-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B3",
      "prompt": "best diesel mechanic Perth for 4WD",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Autoplus WA",
        "RMR Diesel 4x4",
        "Armadale 4WD Service Centre"
      ],
      "brands_recommended": [
        "Autoplus WA",
        "RMR Diesel 4x4",
        "Armadale 4WD Service Centre"
      ],
      "brand_order": [
        "Autoplus WA",
        "RMR Diesel 4x4",
        "Armadale 4WD Service Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mechanic-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B3",
      "prompt": "best diesel mechanic Perth for 4WD",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mechanic-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B3",
      "prompt": "best diesel mechanic Perth for 4WD",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Autoplus WA",
        "RMR Diesel 4x4",
        "Armadale 4WD Service Centre"
      ],
      "brands_recommended": [
        "Autoplus WA",
        "RMR Diesel 4x4",
        "Armadale 4WD Service Centre"
      ],
      "brand_order": [
        "Autoplus WA",
        "RMR Diesel 4x4",
        "Armadale 4WD Service Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mechanic-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B4",
      "prompt": "mechanic Perth for a pre purchase car inspection",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "AutoGuru",
        "Morley Tyre & Auto Centre",
        "Independent Mobile Mechanics",
        "Electrical & Interior"
      ],
      "brands_recommended": [
        "AutoGuru",
        "Morley Tyre & Auto Centre",
        "Independent Mobile Mechanics",
        "Electrical & Interior"
      ],
      "brand_order": [
        "AutoGuru",
        "Morley Tyre & Auto Centre",
        "Independent Mobile Mechanics",
        "Electrical & Interior"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://rac.com.au/car-motoring/car-servicing-and-repair/vehicle-inspections",
        "https://rac.com.au/faq/cm_autoservicing_do-you-offer-a-pre-purchase-safety-inspection",
        "https://www.autoguru.com.au/quote?RepairInspectionIds=351&SupplierId=25507&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602"
      ],
      "cited_domains": [
        "rac.com.au",
        "autoguru.com.au"
      ],
      "source_classes": [
        {
          "domain": "rac.com.au",
          "class": "brand-source"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mechanic-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B4",
      "prompt": "mechanic Perth for a pre purchase car inspection",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Book Vehicle Inspections For New & Used Cars | RAC WA",
        "Stateroads",
        "Vehicle Inspection Perth",
        "Perth car inspections",
        "Car Inspection Perth | Vehicle Inspection | Fast",
        "Malaga Pit Inspections",
        "RedBook Inspect",
        "Total Car Care",
        "Westmec Services Pty Ltd",
        "AAC VEHICLE INSPECTIONS PERTH",
        "Spot on Vehicle Inspections",
        "Onsite Automotive Inspection Services",
        "Stop and Go Tyres and Mechanical",
        "Drive Ready Australia",
        "Autorite Service Centre",
        "Automotive Garage",
        "C.M Vehicle Inspections",
        "Car Inspections Onsite | Stateroads",
        "Car Inspection Sydney | Vehicle Inspection | Stateroads",
        "Onsite Vehicle Inspections"
      ],
      "brands_recommended": [
        "Book Vehicle Inspections For New & Used Cars | RAC WA",
        "Stateroads",
        "Vehicle Inspection Perth",
        "Perth car inspections",
        "Car Inspection Perth | Vehicle Inspection | Fast",
        "Malaga Pit Inspections",
        "RedBook Inspect",
        "Total Car Care",
        "Westmec Services Pty Ltd",
        "AAC VEHICLE INSPECTIONS PERTH",
        "Spot on Vehicle Inspections",
        "Onsite Automotive Inspection Services",
        "Stop and Go Tyres and Mechanical",
        "Drive Ready Australia",
        "Autorite Service Centre",
        "Automotive Garage",
        "C.M Vehicle Inspections",
        "Car Inspections Onsite | Stateroads",
        "Car Inspection Sydney | Vehicle Inspection | Stateroads",
        "Onsite Vehicle Inspections"
      ],
      "brand_order": [
        "Book Vehicle Inspections For New & Used Cars | RAC WA",
        "Stateroads",
        "Vehicle Inspection Perth",
        "Perth car inspections",
        "Car Inspection Perth | Vehicle Inspection | Fast",
        "Malaga Pit Inspections",
        "RedBook Inspect",
        "Total Car Care",
        "Westmec Services Pty Ltd",
        "AAC VEHICLE INSPECTIONS PERTH",
        "Spot on Vehicle Inspections",
        "Onsite Automotive Inspection Services",
        "Stop and Go Tyres and Mechanical",
        "Drive Ready Australia",
        "Autorite Service Centre",
        "Automotive Garage",
        "C.M Vehicle Inspections",
        "Car Inspections Onsite | Stateroads",
        "Car Inspection Sydney | Vehicle Inspection | Stateroads",
        "Onsite Vehicle Inspections"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1lw6xxy/rac_prepurchase_inspections/",
        "https://www.reddit.com/r/perth/comments/1im173a/who_does_the_best_prepurchase_vehicle_inspection/",
        "https://rac.com.au/car-motoring/car-servicing-and-repair/vehicle-inspections",
        "https://google.com/goto?url=CAESrgEB6zswFf4rrYxFFC06w3csZ6oO9rBbT0ZEEmgQnjzDDbHnUt_1l03dXVZWCYGFhYx3J0RTTVnrSTrognpuF_gDGIhmOZqMxFXb7dlZog8Euf1nRGwc1o_TZhoboHVNawQtt3kPAQlObneFc9etnMEIZ6H1IO4866wIXwnWluSSFag0uvZVu81uIfL0m5DXqVllnShRXlprMUNPzCqV4kz41FhjE-34vKj6KRE2lrw",
        "https://rac.com.au/car-motoring/car-servicing-and-repair/car-servicing/mobile-services",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOa2QyZzRaRGc1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1NGN6UmlORFpuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnNE1HeHpjM0p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhneE5Hb3hlbTVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOek1tZHhNbDgwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMU4xOXRabXBtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzNVkzbzJkbDgyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoMlpHSm1jURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCM2QzRm9aMnQ2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkM1gyWnNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhObWNuQjRibVJqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdocmMycHliSGxtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMmExOHdYelpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRHNXVNak55GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NuQnJjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNE1UaHFlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad05ESXphbVpmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemEzWjJaMlppGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpGMGJqWjRkdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb1gyaHpjVFZ1GAo"
      ],
      "cited_domains": [
        "reddit.com",
        "rac.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "rac.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mechanic-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B4",
      "prompt": "mechanic Perth for a pre purchase car inspection",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "AutoGuru",
        "Dedicated Auto Body",
        "Morley Tyre & Auto Centre"
      ],
      "brands_recommended": [
        "AutoGuru",
        "Dedicated Auto Body",
        "Morley Tyre & Auto Centre"
      ],
      "brand_order": [
        "AutoGuru",
        "Dedicated Auto Body",
        "Morley Tyre & Auto Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.autoguru.com.au/quote?RepairInspectionIds=351&SupplierId=25507&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602",
        "https://www.autoguru.com.au/quote?ServiceTypeId=1&SupplierId=3733&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602",
        "https://www.autoguru.com.au/quote?ServiceTypeId=1&SupplierId=25512&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602",
        "https://www.autoguru.com.au/quote?ServiceTypeId=1&SupplierId=25128&ConfigToken=57ada15d-250a-4ea1-a4e0-f50e78213602"
      ],
      "cited_domains": [
        "autoguru.com.au"
      ],
      "source_classes": [
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mechanic-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B4",
      "prompt": "mechanic Perth for a pre purchase car inspection",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Chargefox Charging Station",
        "The Mobile Mechanic Perth"
      ],
      "brands_recommended": [
        "Chargefox Charging Station",
        "The Mobile Mechanic Perth"
      ],
      "brand_order": [
        "Chargefox Charging Station",
        "The Mobile Mechanic Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.redbookinspect.com.au/prepurchase/pre-purchase-car-inspection-perth"
      ],
      "cited_domains": [
        "redbookinspect.com.au"
      ],
      "source_classes": [
        {
          "domain": "redbookinspect.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mechanic-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B4",
      "prompt": "mechanic Perth for a pre purchase car inspection",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mechanic-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B4",
      "prompt": "mechanic Perth for a pre purchase car inspection",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Pace Auto Werks"
      ],
      "brands_recommended": [
        "Pace Auto Werks"
      ],
      "brand_order": [
        "Pace Auto Werks"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/14ik6g8/prepurchase_vehicle_inspection_sor/",
        "https://perthprepurchaseinspection.com/",
        "https://rac.com.au/car-motoring/car-servicing-and-repair/vehicle-inspections",
        "https://stateroads.com.au/service-areas/car-inspection-perth",
        "https://www.airtasker.com/au/services/pre-purchase/perth/",
        "https://perthmobilemechanic.com.au/mobile-pre-purchase-car-inspection-perth-cost-checklist-dont-buy-a-lemon/",
        "https://www.autohero.com.au/service/car-pre-purchase-inspection/wa/west-perth/",
        "https://paceautowerks.com.au/german-auto/pre-purchase-car-inspection/"
      ],
      "cited_domains": [
        "reddit.com",
        "perthprepurchaseinspection.com",
        "rac.com.au",
        "stateroads.com.au",
        "airtasker.com",
        "perthmobilemechanic.com.au",
        "autohero.com.au",
        "paceautowerks.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthprepurchaseinspection.com",
          "class": "brand-source"
        },
        {
          "domain": "rac.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stateroads.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airtasker.com",
          "class": "directory"
        },
        {
          "domain": "perthmobilemechanic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "autohero.com.au",
          "class": "brand-source"
        },
        {
          "domain": "paceautowerks.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mechanic-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B4",
      "prompt": "mechanic Perth for a pre purchase car inspection",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth car inspections",
        "Vehicle Inspection Perth",
        "Spot on Vehicle Inspections",
        "AAA Vehicle Inspections Perth/ Autospections",
        "AAC VEHICLE INSPECTIONS PERTH",
        "RedBook Inspect",
        "The Mobile Mechanic Perth",
        "Westmec Services Pty Ltd",
        "Pre inspection car mechanic",
        "Perth Auto Care",
        "AME Automotive",
        "Autorite Service Centre",
        "ANG Automotives",
        "Automotive Garage",
        "All Autos"
      ],
      "brands_recommended": [
        "Perth car inspections",
        "Vehicle Inspection Perth",
        "Spot on Vehicle Inspections",
        "AAA Vehicle Inspections Perth/ Autospections",
        "AAC VEHICLE INSPECTIONS PERTH",
        "RedBook Inspect",
        "The Mobile Mechanic Perth",
        "Westmec Services Pty Ltd",
        "Pre inspection car mechanic",
        "Perth Auto Care",
        "AME Automotive",
        "Autorite Service Centre",
        "ANG Automotives",
        "Automotive Garage",
        "All Autos"
      ],
      "brand_order": [
        "Perth car inspections",
        "Vehicle Inspection Perth",
        "Spot on Vehicle Inspections",
        "AAA Vehicle Inspections Perth/ Autospections",
        "AAC VEHICLE INSPECTIONS PERTH",
        "RedBook Inspect",
        "The Mobile Mechanic Perth",
        "Westmec Services Pty Ltd",
        "Pre inspection car mechanic",
        "Perth Auto Care",
        "AME Automotive",
        "Autorite Service Centre",
        "ANG Automotives",
        "Automotive Garage",
        "All Autos"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://vehicleinspectors.com.au/locations/perth/?utm_source=chatgpt.com",
        "https://perthmobilemechanic.com.au/pre-purchase/?utm_source=chatgpt.com",
        "https://perthcarinspections.com.au/?utm_source=chatgpt.com",
        "https://www.spotonvehicleinspections.com.au/?utm_source=chatgpt.com",
        "https://www.redbookinspect.com.au/prepurchase/pre-purchase-car-inspection-perth?utm_source=chatgpt.com",
        "https://perthprepurchaseinspection.com/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "vehicleinspectors.com.au",
        "perthmobilemechanic.com.au",
        "perthcarinspections.com.au",
        "spotonvehicleinspections.com.au",
        "redbookinspect.com.au",
        "perthprepurchaseinspection.com"
      ],
      "source_classes": [
        {
          "domain": "vehicleinspectors.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthmobilemechanic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthcarinspections.com.au",
          "class": "brand-source"
        },
        {
          "domain": "spotonvehicleinspections.com.au",
          "class": "brand-source"
        },
        {
          "domain": "redbookinspect.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthprepurchaseinspection.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mechanic-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B4",
      "prompt": "mechanic Perth for a pre purchase car inspection",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Spot on Vehicle Inspections",
        "Vehicle Inspection Perth",
        "Perth car inspections",
        "Ollies Automotive",
        "Perth Mech Mobile Mechanics",
        "King Of The Road Mobile Mechanic",
        "The Mobile Mechanic Perth",
        "Westmec Services Pty Ltd",
        "Greer's Garage Mobile Mechanic",
        "Auto Smart Mechanical & ECU Tuning",
        "Full mechanical inspection"
      ],
      "brands_recommended": [
        "Spot on Vehicle Inspections",
        "Vehicle Inspection Perth",
        "Perth car inspections",
        "Ollies Automotive",
        "Perth Mech Mobile Mechanics",
        "King Of The Road Mobile Mechanic",
        "The Mobile Mechanic Perth",
        "Westmec Services Pty Ltd",
        "Greer's Garage Mobile Mechanic",
        "Auto Smart Mechanical & ECU Tuning",
        "Full mechanical inspection"
      ],
      "brand_order": [
        "Spot on Vehicle Inspections",
        "Vehicle Inspection Perth",
        "Perth car inspections",
        "Ollies Automotive",
        "Perth Mech Mobile Mechanics",
        "King Of The Road Mobile Mechanic",
        "The Mobile Mechanic Perth",
        "Westmec Services Pty Ltd",
        "Greer's Garage Mobile Mechanic",
        "Auto Smart Mechanical & ECU Tuning",
        "Full mechanical inspection"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.spotonvehicleinspections.com.au/?utm_source=chatgpt.com",
        "https://www.olliesautomotive.com.au/?utm_source=chatgpt.com",
        "https://perthprepurchaseinspection.com/?utm_source=chatgpt.com",
        "https://perthprepurchaseinspection.com/contact?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "spotonvehicleinspections.com.au",
        "olliesautomotive.com.au",
        "perthprepurchaseinspection.com"
      ],
      "source_classes": [
        {
          "domain": "spotonvehicleinspections.com.au",
          "class": "brand-source"
        },
        {
          "domain": "olliesautomotive.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthprepurchaseinspection.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mechanic-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B4",
      "prompt": "mechanic Perth for a pre purchase car inspection",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Mobile Carr Doc (Mobile Mechanic)",
        "Spot on Vehicle Inspections",
        "Vehicle Inspection Perth",
        "Perth car inspections",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Ollies Automotive"
      ],
      "brands_recommended": [
        "Mobile Carr Doc (Mobile Mechanic)",
        "Spot on Vehicle Inspections",
        "Vehicle Inspection Perth",
        "Perth car inspections",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Ollies Automotive"
      ],
      "brand_order": [
        "Mobile Carr Doc (Mobile Mechanic)",
        "Spot on Vehicle Inspections",
        "Vehicle Inspection Perth",
        "Perth car inspections",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Ollies Automotive"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://mobilecarrdoc.com.au/services.php?utm_source=chatgpt.com",
        "https://www.spotonvehicleinspections.com.au/?utm_source=chatgpt.com",
        "https://www.olliesautomotive.com.au/?utm_source=chatgpt.com",
        "https://rac.com.au/car-motoring/car-servicing-and-repair/vehicle-inspections?utm_source=chatgpt.com",
        "https://perthprepurchaseinspection.com/?utm_source=chatgpt.com",
        "https://perthmobilemechanic.com.au/pre-purchase/?utm_source=chatgpt.com",
        "https://autovalogbook.com.au/pre-purchase-inspection?utm_source=chatgpt.com",
        "https://vehicleinspectors.com.au/locations/perth/?utm_source=chatgpt.com",
        "https://cmmautomotive.com/mobile-pre-purchase-vehicle-inspection-perth?utm_source=chatgpt.com",
        "https://www.motorinspect.com.au/?utm_source=chatgpt.com",
        "https://www.redbookinspect.com.au/prepurchase/pre-purchase-car-inspection-perth?utm_source=chatgpt.com",
        "https://www.olliesautomotive.com.au/pre-purchase-inspection-perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "mobilecarrdoc.com.au",
        "spotonvehicleinspections.com.au",
        "olliesautomotive.com.au",
        "rac.com.au",
        "perthprepurchaseinspection.com",
        "perthmobilemechanic.com.au",
        "autovalogbook.com.au",
        "vehicleinspectors.com.au",
        "cmmautomotive.com",
        "motorinspect.com.au",
        "redbookinspect.com.au"
      ],
      "source_classes": [
        {
          "domain": "mobilecarrdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "spotonvehicleinspections.com.au",
          "class": "brand-source"
        },
        {
          "domain": "olliesautomotive.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rac.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthprepurchaseinspection.com",
          "class": "brand-source"
        },
        {
          "domain": "perthmobilemechanic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "autovalogbook.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vehicleinspectors.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cmmautomotive.com",
          "class": "third-party"
        },
        {
          "domain": "motorinspect.com.au",
          "class": "brand-source"
        },
        {
          "domain": "redbookinspect.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mechanic-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B4",
      "prompt": "mechanic Perth for a pre purchase car inspection",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Carinspect Perth",
        "Pace Auto Werks",
        "Auto Masters Northbridge"
      ],
      "brands_recommended": [
        "Carinspect Perth",
        "Pace Auto Werks",
        "Auto Masters Northbridge"
      ],
      "brand_order": [
        "Carinspect Perth",
        "Pace Auto Werks",
        "Auto Masters Northbridge"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mechanic-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B4",
      "prompt": "mechanic Perth for a pre purchase car inspection",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Carinspect Perth",
        "Focuses on mechanical integrity",
        "Autorite Service Centre",
        "Vehicle Inspection Perth"
      ],
      "brands_recommended": [
        "Carinspect Perth",
        "Focuses on mechanical integrity",
        "Autorite Service Centre",
        "Vehicle Inspection Perth"
      ],
      "brand_order": [
        "Carinspect Perth",
        "Focuses on mechanical integrity",
        "Autorite Service Centre",
        "Vehicle Inspection Perth"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mechanic-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B4",
      "prompt": "mechanic Perth for a pre purchase car inspection",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mechanic-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B5",
      "prompt": "mobile mechanic Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Tips for Securing Same-Day Service"
      ],
      "brands_recommended": [
        "Tips for Securing Same-Day Service"
      ],
      "brand_order": [
        "Tips for Securing Same-Day Service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://mobilemechanicperthwa.net.au/",
        "https://perthmobilemechanic.com.au/mechanical-repairs/",
        "https://www.gumtree.com.au/s-automotive/perth/mobile+mechanic/k0c21159l3008303",
        "https://www.gumtree.com.au/s-mechanics-garages/perth/mobile+mechanic/k0c20009l3008303"
      ],
      "cited_domains": [
        "mobilemechanicperthwa.net.au",
        "perthmobilemechanic.com.au",
        "gumtree.com.au"
      ],
      "source_classes": [
        {
          "domain": "mobilemechanicperthwa.net.au",
          "class": "brand-source"
        },
        {
          "domain": "perthmobilemechanic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gumtree.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mechanic-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B5",
      "prompt": "mobile mechanic Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Mobile Mechanic Perth"
      ],
      "brands_recommended": [
        "The Mobile Mechanic Perth"
      ],
      "brand_order": [
        "The Mobile Mechanic Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://rac.com.au/car-motoring/car-servicing-and-repair/car-servicing/mobile-servicing",
        "https://www.lubemobile.com.au/mobile-mechanic/western-australia/perth",
        "https://mobilemechanicperthwa.net.au/"
      ],
      "cited_domains": [
        "rac.com.au",
        "lubemobile.com.au",
        "mobilemechanicperthwa.net.au"
      ],
      "source_classes": [
        {
          "domain": "rac.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lubemobile.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mobilemechanicperthwa.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mechanic-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B5",
      "prompt": "mobile mechanic Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Mobile Mechanic Perth all over",
        "The Mobile Mechanic Perth",
        "Mobile Car Mechanic Perth",
        "Mobile Mechanic Perth Official (Mechanic2u)",
        "Perth Mobile Auto Service",
        "Mobile Carr Doc (Mobile Mechanic)",
        "Churbo Mobile Mechanic Mandurah",
        "Mobile Fix & Tune",
        "Scrub - Mobile Mechanic and Detailing",
        "Harry's Autohaus Mobile Mechanic",
        "VCM Automotive Mobile Mechanics",
        "iAuto Care Mobile Mechanic",
        "Greer's Garage Mobile Mechanic",
        "JAA auto mobile mechanic",
        "Ambrosio Automotive - Perth Mobile Mechanic",
        "Spoon Auto Mobile Mechanics",
        "Maceri Mobile Mechanics",
        "The Perth Mobile Mechanics",
        "Mechanic on Wheels",
        "VCM Automotive",
        "Tips for Booking Same-Day Service"
      ],
      "brands_recommended": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Mobile Mechanic Perth all over",
        "The Mobile Mechanic Perth",
        "Mobile Car Mechanic Perth",
        "Mobile Mechanic Perth Official (Mechanic2u)",
        "Perth Mobile Auto Service",
        "Mobile Carr Doc (Mobile Mechanic)",
        "Churbo Mobile Mechanic Mandurah",
        "Mobile Fix & Tune",
        "Scrub - Mobile Mechanic and Detailing",
        "Harry's Autohaus Mobile Mechanic",
        "VCM Automotive Mobile Mechanics",
        "iAuto Care Mobile Mechanic",
        "Greer's Garage Mobile Mechanic",
        "JAA auto mobile mechanic",
        "Ambrosio Automotive - Perth Mobile Mechanic",
        "Spoon Auto Mobile Mechanics",
        "Maceri Mobile Mechanics",
        "The Perth Mobile Mechanics",
        "Mechanic on Wheels",
        "VCM Automotive",
        "Tips for Booking Same-Day Service"
      ],
      "brand_order": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Mobile Mechanic Perth all over",
        "The Mobile Mechanic Perth",
        "Mobile Car Mechanic Perth",
        "Mobile Mechanic Perth Official (Mechanic2u)",
        "Perth Mobile Auto Service",
        "Mobile Carr Doc (Mobile Mechanic)",
        "Churbo Mobile Mechanic Mandurah",
        "Mobile Fix & Tune",
        "Scrub - Mobile Mechanic and Detailing",
        "Harry's Autohaus Mobile Mechanic",
        "VCM Automotive Mobile Mechanics",
        "iAuto Care Mobile Mechanic",
        "Greer's Garage Mobile Mechanic",
        "JAA auto mobile mechanic",
        "Ambrosio Automotive - Perth Mobile Mechanic",
        "Spoon Auto Mobile Mechanics",
        "Maceri Mobile Mechanics",
        "The Perth Mobile Mechanics",
        "Mechanic on Wheels",
        "VCM Automotive",
        "Tips for Booking Same-Day Service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxblp6TndNMlJ1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4a2RtNXFNalF5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOM2NtdDJiRE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZk56QjZlWHBxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2MyeHhjM0puGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4dWRETmtiSGR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhnMmNYa3lOM296GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrNE5uWmpOV2MzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhObk9UTjJhbm93GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhacU5qTmtjM3BmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhseU4zaHRhSEV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0d1kySmpaR1l4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdneWNEZHNPRzUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMll6UTFibk16GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwMGNuWTVaemh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhreE1tYzVOMnAwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhseWN6ZHNjbTVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMk5uUnNiWFJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhONGQzUjJiWEp5GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mechanic-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B5",
      "prompt": "mobile mechanic Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mechanic-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B5",
      "prompt": "mobile mechanic Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Lube Mobile",
        "Same-Day Mobile Mechanics in Perth"
      ],
      "brands_recommended": [
        "Lube Mobile",
        "Same-Day Mobile Mechanics in Perth"
      ],
      "brand_order": [
        "Lube Mobile",
        "Same-Day Mobile Mechanics in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://rac.com.au/car-motoring/car-servicing-and-repair/car-servicing/mobile-servicing",
        "https://www.lubemobile.com.au/mobile-mechanic/western-australia/perth",
        "https://mobilemechanicperthwa.net.au/",
        "https://mechaniconwheels.com.au/",
        "https://www.autoguru.com.au/mechanics/wa/perth/mobile",
        "https://www.lubemobile.com.au/mobile-mechanic/western-australia/perth-north",
        "https://google.com.au/goto?url=CAESgwEB6zswFVNnEyAmgQDshxi3iC3A5pIBA-qlt9-tzeCYPytVrmJrHbF7fe5KcHIBIpX94byajBaAqJq6SindSoL9fEfSM99XB82qGVR6Gx9SYWjBC_wCXxZWqreemSku3zvpmIJ8GrDTXHNayDfNawYea9oEq86oGy4UI56RYgr4o65yCg",
        "https://mechaniconwheels.com.au/mechanic-near-me/",
        "https://westsidemobileservice.com.au/",
        "https://www.airtasker.com/au/services/mobile-mechanic/perth/",
        "https://www.airtasker.com/au/services/mobile-mechanic/north-east-perth/"
      ],
      "cited_domains": [
        "rac.com.au",
        "lubemobile.com.au",
        "mobilemechanicperthwa.net.au",
        "mechaniconwheels.com.au",
        "autoguru.com.au",
        "google.com.au",
        "westsidemobileservice.com.au",
        "airtasker.com"
      ],
      "source_classes": [
        {
          "domain": "rac.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lubemobile.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mobilemechanicperthwa.net.au",
          "class": "brand-source"
        },
        {
          "domain": "mechaniconwheels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com.au",
          "class": "platform-owned"
        },
        {
          "domain": "westsidemobileservice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airtasker.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mechanic-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B5",
      "prompt": "mobile mechanic Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Lube Mobile"
      ],
      "brands_recommended": [
        "Lube Mobile"
      ],
      "brand_order": [
        "Lube Mobile"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.lubemobile.com.au/mobile-mechanic/western-australia/perth",
        "https://www.autoguru.com.au/mechanics/wa/perth/mobile",
        "https://www.autoguru.com.au/car-advice/top-mechanics/the-best-mobile-mechanics-in-perth",
        "https://www.lubemobile.com.au/mobile-mechanic/western-australia/perth-north",
        "https://mobilecarrdoc.com.au/",
        "https://mechaniconwheels.com.au/mechanic-near-me/"
      ],
      "cited_domains": [
        "lubemobile.com.au",
        "autoguru.com.au",
        "mobilecarrdoc.com.au",
        "mechaniconwheels.com.au"
      ],
      "source_classes": [
        {
          "domain": "lubemobile.com.au",
          "class": "brand-source"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mobilecarrdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mechaniconwheels.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mechanic-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B5",
      "prompt": "mobile mechanic Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "The Mobile Mechanic Perth",
        "Tales Automotive Services",
        "Chargefox Charging Station",
        "Perth mobile mechanics offering same-day service"
      ],
      "brands_recommended": [
        "The Mobile Mechanic Perth",
        "Tales Automotive Services",
        "Chargefox Charging Station",
        "Perth mobile mechanics offering same-day service"
      ],
      "brand_order": [
        "The Mobile Mechanic Perth",
        "Tales Automotive Services",
        "Chargefox Charging Station",
        "Perth mobile mechanics offering same-day service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://mobilemechanicperth.com/?utm_source=chatgpt.com",
        "https://talesautomotiveservices.com/?utm_source=chatgpt.com",
        "https://rac.com.au/car-motoring/car-servicing-and-repair/car-servicing/mobile-services?utm_source=chatgpt.com",
        "https://www.lubemobile.com.au/mobile-mechanic/western-australia/perth?utm_source=chatgpt.com",
        "https://mobilecarrdoc.com.au/?utm_source=chatgpt.com",
        "https://idocmobilerepair.com/?utm_source=chatgpt.com",
        "https://mobilemechanicperth.com/services?utm_source=chatgpt.com",
        "https://rac.com.au/car-motoring/car-servicing-and-repair/car-servicing/mobile-servicing?utm_source=chatgpt.com",
        "https://www.olliesautomotive.com.au/?utm_source=chatgpt.com",
        "https://autovalogbook.com.au/?utm_source=chatgpt.com",
        "https://mmtp.au/mobile-tyres-perth-cbd?utm_source=chatgpt.com",
        "https://www.autoguru.com.au/mechanics/wa/perth/mobile?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "mobilemechanicperth.com",
        "talesautomotiveservices.com",
        "rac.com.au",
        "lubemobile.com.au",
        "mobilecarrdoc.com.au",
        "idocmobilerepair.com",
        "olliesautomotive.com.au",
        "autovalogbook.com.au",
        "mmtp.au",
        "autoguru.com.au"
      ],
      "source_classes": [
        {
          "domain": "mobilemechanicperth.com",
          "class": "brand-source"
        },
        {
          "domain": "talesautomotiveservices.com",
          "class": "third-party"
        },
        {
          "domain": "rac.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lubemobile.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mobilecarrdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "idocmobilerepair.com",
          "class": "third-party"
        },
        {
          "domain": "olliesautomotive.com.au",
          "class": "brand-source"
        },
        {
          "domain": "autovalogbook.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mmtp.au",
          "class": "brand-source"
        },
        {
          "domain": "autoguru.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mechanic-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B5",
      "prompt": "mobile mechanic Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Mobile Mechanic Perth all over",
        "Mobile Carr Doc (Mobile Mechanic)",
        "Mobile Mechanic Perth Official (Mechanic2u)",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Mechanic on Wheels"
      ],
      "brands_recommended": [
        "Mobile Mechanic Perth all over",
        "Mobile Carr Doc (Mobile Mechanic)",
        "Mobile Mechanic Perth Official (Mechanic2u)",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Mechanic on Wheels"
      ],
      "brand_order": [
        "Mobile Mechanic Perth all over",
        "Mobile Carr Doc (Mobile Mechanic)",
        "Mobile Mechanic Perth Official (Mechanic2u)",
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Mechanic on Wheels"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://mobilecarrdoc.com.au/?utm_source=chatgpt.com",
        "https://mobilemechanicperth.com/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "mobilecarrdoc.com.au",
        "mobilemechanicperth.com"
      ],
      "source_classes": [
        {
          "domain": "mobilecarrdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mobilemechanicperth.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mechanic-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B5",
      "prompt": "mobile mechanic Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Mobile Carr Doc (Mobile Mechanic)",
        "Perth Mech Mobile Mechanics",
        "Mobile Mechanic Perth all over",
        "Tales Automotive Services",
        "Mobile Mechanic Perth Official (Mechanic2u)"
      ],
      "brands_recommended": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Mobile Carr Doc (Mobile Mechanic)",
        "Perth Mech Mobile Mechanics",
        "Mobile Mechanic Perth all over",
        "Tales Automotive Services",
        "Mobile Mechanic Perth Official (Mechanic2u)"
      ],
      "brand_order": [
        "Mechanic On Wheels | Mobile Mechanic Perth",
        "Mobile Carr Doc (Mobile Mechanic)",
        "Perth Mech Mobile Mechanics",
        "Mobile Mechanic Perth all over",
        "Tales Automotive Services",
        "Mobile Mechanic Perth Official (Mechanic2u)"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://mobilecarrdoc.com.au/?utm_source=chatgpt.com",
        "https://talesautomotiveservices.com/?utm_source=chatgpt.com",
        "https://mobilemechanicperth.com/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "mobilecarrdoc.com.au",
        "talesautomotiveservices.com",
        "mobilemechanicperth.com"
      ],
      "source_classes": [
        {
          "domain": "mobilecarrdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "talesautomotiveservices.com",
          "class": "third-party"
        },
        {
          "domain": "mobilemechanicperth.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mechanic-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B5",
      "prompt": "mobile mechanic Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Major Mobile Mechanic Networks in Perth",
        "Independent & Local Mobile Mechanics"
      ],
      "brands_recommended": [
        "Major Mobile Mechanic Networks in Perth",
        "Independent & Local Mobile Mechanics"
      ],
      "brand_order": [
        "Major Mobile Mechanic Networks in Perth",
        "Independent & Local Mobile Mechanics"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mechanic-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B5",
      "prompt": "mobile mechanic Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mechanic-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mechanic-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mechanic-B5",
      "prompt": "mobile mechanic Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mechanic",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://mobilecarrdoc.com.au/?utm_source=gemini#:~:text=Learn%20more.%20*%20Car%20Battery%20%26%20Jump,-%20breakdowns%2C%20flat%20tyres%2C%20lockouts%2C%20jump%20starts.",
        "https://www.lubemobile.com.au/mobile-mechanic/western-australia/perth-north?utm_source=gemini",
        "https://mobilecarrdoc.com.au/?utm_source=gemini#:~:text=Need%20a%20mobile%20mechanic%20in%20Perth%3F%20Mobile,time.%20Call%200449%20284%20123%20Book%20Online.",
        "https://mechaniconwheels.com.au/mobile-car-mechanic-cannington/?utm_source=gemini#:~:text=Whether%20you%20need%20a%20battery%20replacement%2C%20brake,speak%20with%20a%20trusted%20Perth%20mobile%20mechanic.",
        "https://autosmartmechanical.com.au/?utm_source=gemini#:~:text=Our%20mobile%20mechanics%20will%20come%20to%20your,out%20more.%20Book%20a%20car%20repairs%20appointment"
      ],
      "cited_domains": [
        "mobilecarrdoc.com.au",
        "lubemobile.com.au",
        "mechaniconwheels.com.au",
        "autosmartmechanical.com.au"
      ],
      "source_classes": [
        {
          "domain": "mobilecarrdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lubemobile.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mechaniconwheels.com.au",
          "class": "brand-source"
        },
        {
          "domain": "autosmartmechanical.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mechanic-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A1",
      "prompt": "best mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Varlo Finance",
        "Top Mortgages",
        "Better Choice Mortgage Services",
        "Loan Market Bal & Associates",
        "CA LOANS",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Blackburne Mortgage Broking",
        "Probroker Mortgage & Finance Brokers",
        "Guru Mortgage Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "The Loan Company",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Black and White Finance",
        "TAG Finance",
        "FI Collective",
        "Unconditional Finance Mortgage Brokers Sydney",
        "Australian Financial & Mortgage Solutions",
        "Surrey Road Finance",
        "Luxe Finance Group",
        "First Choice Mortgage Brokers",
        "Orange Mortgage Brokers",
        "Mortgage Choice Perth"
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Varlo Finance",
        "Top Mortgages",
        "Better Choice Mortgage Services",
        "Loan Market Bal & Associates",
        "CA LOANS",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Blackburne Mortgage Broking",
        "Probroker Mortgage & Finance Brokers",
        "Guru Mortgage Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "The Loan Company",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Black and White Finance",
        "TAG Finance",
        "FI Collective",
        "Unconditional Finance Mortgage Brokers Sydney",
        "Australian Financial & Mortgage Solutions",
        "Surrey Road Finance",
        "Luxe Finance Group",
        "First Choice Mortgage Brokers",
        "Orange Mortgage Brokers",
        "Mortgage Choice Perth"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Varlo Finance",
        "Top Mortgages",
        "Better Choice Mortgage Services",
        "Loan Market Bal & Associates",
        "CA LOANS",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Blackburne Mortgage Broking",
        "Probroker Mortgage & Finance Brokers",
        "Guru Mortgage Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "The Loan Company",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Black and White Finance",
        "TAG Finance",
        "FI Collective",
        "Unconditional Finance Mortgage Brokers Sydney",
        "Australian Financial & Mortgage Solutions",
        "Surrey Road Finance",
        "Luxe Finance Group",
        "First Choice Mortgage Brokers",
        "Orange Mortgage Brokers",
        "Mortgage Choice Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.launchfinance.com.au/",
        "https://www.canstar.com.au/mortgage-brokers/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmFEWXdkblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FGOW1kakV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNME5USnJYM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2NIQXpjbWR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOMk0zRnhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJkZmJYaHVaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMWRHSmpabmcyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwd2RISnhhMnA2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaemVuUnVaR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMmN6VnNiamMyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRm9jM2hmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNGJuSTJZM1I1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwcWRGOXROMk5zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGJqaHllR3RxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGNVl6VmlOM0UwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGQyczFiRE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdabWJIUTFkakJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodVpqazNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMWFESnViamh1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zcDVhemhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkc05qQTNlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOck1UQjNPR3gzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdka2EyczRibTAyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxNU1HSXhOemc1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcwME4zWjBOM05vGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5YbDJZbm93GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSd09YTTJjQRgK"
      ],
      "cited_domains": [
        "launchfinance.com.au",
        "canstar.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mortgage_broker-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A1",
      "prompt": "best mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Varlo Finance",
        "Top Mortgages",
        "Better Choice Mortgage Services",
        "Loan Market Bal & Associates",
        "CA LOANS",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Blackburne Mortgage Broking",
        "Probroker Mortgage & Finance Brokers",
        "Guru Mortgage Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "The Loan Company",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Black and White Finance",
        "TAG Finance",
        "FI Collective",
        "Unconditional Finance Mortgage Brokers Sydney",
        "Australian Financial & Mortgage Solutions",
        "Surrey Road Finance",
        "Luxe Finance Group",
        "First Choice Mortgage Brokers",
        "Orange Mortgage Brokers",
        "Mortgage Choice Perth"
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Varlo Finance",
        "Top Mortgages",
        "Better Choice Mortgage Services",
        "Loan Market Bal & Associates",
        "CA LOANS",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Blackburne Mortgage Broking",
        "Probroker Mortgage & Finance Brokers",
        "Guru Mortgage Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "The Loan Company",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Black and White Finance",
        "TAG Finance",
        "FI Collective",
        "Unconditional Finance Mortgage Brokers Sydney",
        "Australian Financial & Mortgage Solutions",
        "Surrey Road Finance",
        "Luxe Finance Group",
        "First Choice Mortgage Brokers",
        "Orange Mortgage Brokers",
        "Mortgage Choice Perth"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Varlo Finance",
        "Top Mortgages",
        "Better Choice Mortgage Services",
        "Loan Market Bal & Associates",
        "CA LOANS",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Blackburne Mortgage Broking",
        "Probroker Mortgage & Finance Brokers",
        "Guru Mortgage Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "The Loan Company",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Black and White Finance",
        "TAG Finance",
        "FI Collective",
        "Unconditional Finance Mortgage Brokers Sydney",
        "Australian Financial & Mortgage Solutions",
        "Surrey Road Finance",
        "Luxe Finance Group",
        "First Choice Mortgage Brokers",
        "Orange Mortgage Brokers",
        "Mortgage Choice Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.launchfinance.com.au/",
        "https://www.canstar.com.au/mortgage-brokers/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmFEWXdkblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FGOW1kakV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNME5USnJYM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2NIQXpjbWR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOMk0zRnhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJkZmJYaHVaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMWRHSmpabmcyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwd2RISnhhMnA2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaemVuUnVaR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMmN6VnNiamMyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRm9jM2hmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNGJuSTJZM1I1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwcWRGOXROMk5zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGJqaHllR3RxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGNVl6VmlOM0UwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGQyczFiRE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdabWJIUTFkakJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodVpqazNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMWFESnViamh1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zcDVhemhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkc05qQTNlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOck1UQjNPR3gzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdka2EyczRibTAyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxNU1HSXhOemc1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcwME4zWjBOM05vGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5YbDJZbm93GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSd09YTTJjQRgK"
      ],
      "cited_domains": [
        "launchfinance.com.au",
        "canstar.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mortgage_broker-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A1",
      "prompt": "best mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Top Mortgages",
        "Varlo Finance",
        "Base Home Loans",
        "Loan Market Bal & Associates",
        "Better Choice Mortgage Services",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "CA LOANS",
        "Blackburne Mortgage Broking",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Probroker Mortgage & Finance Brokers",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Habitat Finance",
        "Guru Mortgage Brokers Perth",
        "Orange Mortgage Brokers",
        "Broker Comparison Matrix"
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Top Mortgages",
        "Varlo Finance",
        "Base Home Loans",
        "Loan Market Bal & Associates",
        "Better Choice Mortgage Services",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "CA LOANS",
        "Blackburne Mortgage Broking",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Probroker Mortgage & Finance Brokers",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Habitat Finance",
        "Guru Mortgage Brokers Perth",
        "Orange Mortgage Brokers",
        "Broker Comparison Matrix"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Top Mortgages",
        "Varlo Finance",
        "Base Home Loans",
        "Loan Market Bal & Associates",
        "Better Choice Mortgage Services",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "CA LOANS",
        "Blackburne Mortgage Broking",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Probroker Mortgage & Finance Brokers",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Habitat Finance",
        "Guru Mortgage Brokers Perth",
        "Orange Mortgage Brokers",
        "Broker Comparison Matrix"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmFEWXdkblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FGOW1kakV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNME5USnJYM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOMk0zRnhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2NIQXpjbWR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdabWJIUTFkakJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMWRHSmpabmcyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJkZmJYaHVaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaemVuUnVaR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMmN6VnNiamMyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwd2RISnhhMnA2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwcWRGOXROMk5zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRm9jM2hmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNGJuSTJZM1I1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGQyczFiRE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGJqaHllR3RxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMWFESnViamh1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG14M2RHNW9iQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGNVl6VmlOM0UwGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mortgage_broker-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A1",
      "prompt": "best mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mortgage_broker-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A1",
      "prompt": "best mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mortgage_broker-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A1",
      "prompt": "best mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mortgage_broker-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A1",
      "prompt": "best mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Ming Finance",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Harken Finance - Mortgage Brokers Perth",
        "Loanport",
        "Harken Finance"
      ],
      "brands_recommended": [
        "Ming Finance",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Harken Finance - Mortgage Brokers Perth",
        "Loanport",
        "Harken Finance"
      ],
      "brand_order": [
        "Ming Finance",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Harken Finance - Mortgage Brokers Perth",
        "Loanport",
        "Harken Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.comparebrokers.net.au/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mortgage-broker?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/west-perth/mortgage-broker?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/16947/mortgage-broker?utm_source=chatgpt.com",
        "https://www.ratemyagent.com.au/finance/western-australia/perth-wa/mortgage-brokers?utm_source=chatgpt.com",
        "https://www.ratemyagent.com.au/finance/perth-wa-6000/mortgage-brokers?utm_source=chatgpt.com",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mortgage-brokers/fremantle?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com",
        "https://brokerpages.com.au/suburb/perth-wa-6000/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/the-perth-mortgage-specialist-166874341022798?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "comparebrokers.net.au",
        "wordofmouth.com.au",
        "ratemyagent.com.au",
        "mortgagechoice.com.au",
        "starworks.com.au",
        "propertygo.com.au",
        "brokerpages.com.au",
        "reviews.birdeye.com"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "comparebrokers.net.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "ratemyagent.com.au",
          "class": "directory"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        },
        {
          "domain": "brokerpages.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mortgage_broker-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A1",
      "prompt": "best mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Ming Finance",
        "Orange Mortgage and Finance Brokers Perth",
        "Elite Finance Australia - Home Loans",
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Finance 365",
        "Mortgage Choice in Perth",
        "Strategic Mortgages Perth",
        "Loan + Finance Brokers",
        "Guru Mortgage Brokers Perth",
        "Optimum Homes Finance Group",
        "Zanda Wealth Mortgage Brokers",
        "Elite Finance Australia"
      ],
      "brands_recommended": [
        "Ming Finance",
        "Orange Mortgage and Finance Brokers Perth",
        "Elite Finance Australia - Home Loans",
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Finance 365",
        "Mortgage Choice in Perth",
        "Strategic Mortgages Perth",
        "Loan + Finance Brokers",
        "Guru Mortgage Brokers Perth",
        "Optimum Homes Finance Group",
        "Zanda Wealth Mortgage Brokers",
        "Elite Finance Australia"
      ],
      "brand_order": [
        "Ming Finance",
        "Orange Mortgage and Finance Brokers Perth",
        "Elite Finance Australia - Home Loans",
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Finance 365",
        "Mortgage Choice in Perth",
        "Strategic Mortgages Perth",
        "Loan + Finance Brokers",
        "Guru Mortgage Brokers Perth",
        "Optimum Homes Finance Group",
        "Zanda Wealth Mortgage Brokers",
        "Elite Finance Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mortgage-broker?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mortgage_broker-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A1",
      "prompt": "best mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Ming Finance",
        "Finance 365",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Blackburne Mortgage Broking",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Harken Finance - Mortgage Brokers Perth",
        "Compare A Broker Directory",
        "Mortgage Choice in Perth",
        "Guru Mortgage Brokers Perth",
        "Quick Smart Finance",
        "Strategic Mortgages Perth",
        "Pilbara Finance - Mortgage Broker Perth",
        "CA LOANS",
        "Oren Mortgages",
        "434 brokers",
        "Harken Finance",
        "Pilbara Finance"
      ],
      "brands_recommended": [
        "Ming Finance",
        "Finance 365",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Blackburne Mortgage Broking",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Harken Finance - Mortgage Brokers Perth",
        "Compare A Broker Directory",
        "Mortgage Choice in Perth",
        "Guru Mortgage Brokers Perth",
        "Quick Smart Finance",
        "Strategic Mortgages Perth",
        "Pilbara Finance - Mortgage Broker Perth",
        "CA LOANS",
        "Oren Mortgages",
        "434 brokers",
        "Harken Finance",
        "Pilbara Finance"
      ],
      "brand_order": [
        "Ming Finance",
        "Finance 365",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Blackburne Mortgage Broking",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Harken Finance - Mortgage Brokers Perth",
        "Compare A Broker Directory",
        "Mortgage Choice in Perth",
        "Guru Mortgage Brokers Perth",
        "Quick Smart Finance",
        "Strategic Mortgages Perth",
        "Pilbara Finance - Mortgage Broker Perth",
        "CA LOANS",
        "Oren Mortgages",
        "434 brokers",
        "Harken Finance",
        "Pilbara Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.comparebrokers.net.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "comparebrokers.net.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "comparebrokers.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mortgage_broker-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A1",
      "prompt": "best mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Infinity Group Australia"
      ],
      "brands_recommended": [
        "Infinity Group Australia"
      ],
      "brand_order": [
        "Infinity Group Australia"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mortgage_broker-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A1",
      "prompt": "best mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Mortgages Perth",
        "Habitat Finance",
        "Blackburne Mortgage Broking",
        "Orange Mortgage and Finance Brokers Perth"
      ],
      "brands_recommended": [
        "Strategic Mortgages Perth",
        "Habitat Finance",
        "Blackburne Mortgage Broking",
        "Orange Mortgage and Finance Brokers Perth"
      ],
      "brand_order": [
        "Strategic Mortgages Perth",
        "Habitat Finance",
        "Blackburne Mortgage Broking",
        "Orange Mortgage and Finance Brokers Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://best10mortgagebrokers.com.au/perth/#:~:text=Natloans%20is%20widely%20regarded%20as%20a%20top,mortgage%20broker%20Perth%20residents%20can%20rely%20on.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=Importantly%2C%20Natloans%20provides%20free%20ongoing%20annual%20home,44%20St%20Georges%20Terrace%2C%20Perth%2C%20WA%205000.",
        "https://www.strategicmortgagesperth.com.au/#:~:text=Trent%20Fleskens%20is%20the%20Managing%20Director%20of,experience%20in%20the%20Western%20Australian%20property%20market.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=They%20have%20been%20making%20a%20significant%20space,is%20WA's%20only%20full-service%20Mortgage%20Broking%20firm.",
        "https://habitatfinance.com.au/#:~:text=We're%20the%20brokers%20that%20will%20give%20it,they%20should%20have%20taught%20you%20in%20school.",
        "https://www.blackburnemortgagebroking.com.au/#:~:text=Mortgage%20Brokers%20Perth%20-%20Blackburne%20Mortgage%20Broking.,You%20Results%2C%20So%20You%20Can%20Enjoy%20Life.",
        "https://www.blackburnemortgagebroking.com.au/#:~:text=Mortgage%20Brokers%20Perth%20-%20Blackburne%20Mortgage%20Broking.,You%20Results%2C%20So%20You%20Can%20Enjoy%20Life."
      ],
      "cited_domains": [
        "best10mortgagebrokers.com.au",
        "strategicmortgagesperth.com.au",
        "habitatfinance.com.au",
        "blackburnemortgagebroking.com.au"
      ],
      "source_classes": [
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "habitatfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blackburnemortgagebroking.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mortgage_broker-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A1",
      "prompt": "best mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Mortgages Perth",
        "Blackburne Mortgage Broking",
        "Habitat Finance",
        "Highly-Rated Mortgage Brokerages in Perth",
        "Tips for Choosing the Right Broker"
      ],
      "brands_recommended": [
        "Strategic Mortgages Perth",
        "Blackburne Mortgage Broking",
        "Habitat Finance",
        "Highly-Rated Mortgage Brokerages in Perth",
        "Tips for Choosing the Right Broker"
      ],
      "brand_order": [
        "Strategic Mortgages Perth",
        "Blackburne Mortgage Broking",
        "Habitat Finance",
        "Highly-Rated Mortgage Brokerages in Perth",
        "Tips for Choosing the Right Broker"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://best10mortgagebrokers.com.au/perth/#:~:text=Natloans%20is%20widely%20regarded%20as%20a%20top,mortgage%20broker%20Perth%20residents%20can%20rely%20on.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=A%20key%20strength%20of%20Natloans%20is%20its,refinancing%2C%20investment%20property%20finance%20and%20SMSF%20lending.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=Importantly%2C%20Natloans%20provides%20free%20ongoing%20annual%20home,44%20St%20Georges%20Terrace%2C%20Perth%2C%20WA%205000.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=They%20have%20been%20making%20a%20significant%20space,is%20WA's%20only%20full-service%20Mortgage%20Broking%20firm.",
        "https://www.blackburnemortgagebroking.com.au/#:~:text=Mortgage%20Brokers%20Perth%20-%20Blackburne%20Mortgage%20Broking.,You%20Results%2C%20So%20You%20Can%20Enjoy%20Life.",
        "https://www.blackburnemortgagebroking.com.au/#:~:text=Mortgage%20Brokers%20Perth%20-%20Blackburne%20Mortgage%20Broking.,You%20Results%2C%20So%20You%20Can%20Enjoy%20Life.",
        "https://habitatfinance.com.au/#:~:text=What%20our%20customers%20say.%205.0%20stars%20from,once%20again%20I%20couldn't%20fault%20the%20experience."
      ],
      "cited_domains": [
        "best10mortgagebrokers.com.au",
        "blackburnemortgagebroking.com.au",
        "habitatfinance.com.au"
      ],
      "source_classes": [
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blackburnemortgagebroking.com.au",
          "class": "brand-source"
        },
        {
          "domain": "habitatfinance.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mortgage_broker-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A2",
      "prompt": "top mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Finance 365",
        "Varlo Finance",
        "CA LOANS",
        "Strategic Mortgages Perth",
        "Base Home Loans",
        "Mortgage Choice in Perth",
        "Ming Finance",
        "Luxe Finance Group",
        "Oren Mortgages",
        "Top Mortgages",
        "Loan + Finance Brokers",
        "Pilbara Finance - Mortgage Broker Perth",
        "In Mortgage & Finance Services",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "The Finance Agency",
        "Probroker Mortgage & Finance Brokers",
        "FI Collective",
        "Amplified Lending Solutions"
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Finance 365",
        "Varlo Finance",
        "CA LOANS",
        "Strategic Mortgages Perth",
        "Base Home Loans",
        "Mortgage Choice in Perth",
        "Ming Finance",
        "Luxe Finance Group",
        "Oren Mortgages",
        "Top Mortgages",
        "Loan + Finance Brokers",
        "Pilbara Finance - Mortgage Broker Perth",
        "In Mortgage & Finance Services",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "The Finance Agency",
        "Probroker Mortgage & Finance Brokers",
        "FI Collective",
        "Amplified Lending Solutions"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Finance 365",
        "Varlo Finance",
        "CA LOANS",
        "Strategic Mortgages Perth",
        "Base Home Loans",
        "Mortgage Choice in Perth",
        "Ming Finance",
        "Luxe Finance Group",
        "Oren Mortgages",
        "Top Mortgages",
        "Loan + Finance Brokers",
        "Pilbara Finance - Mortgage Broker Perth",
        "In Mortgage & Finance Services",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "The Finance Agency",
        "Probroker Mortgage & Finance Brokers",
        "FI Collective",
        "Amplified Lending Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmFEWXdkblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRm9jM2hmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2NIQXpjbWR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwd2RISnhhMnA2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaemVuUnVaR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdabWJIUTFkakJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNME5USnJYM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FGOW1kakV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5YbDJZbm93GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd1ltWm1jbmh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOMk0zRnhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHUmtlVFJqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4eWVtdzFhelIwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFozRTFlURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGQyczFiRE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGNWNIcHdhamN5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGJqaHllR3RxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOck1UQjNPR3gzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9IUm1aR3gyGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mortgage_broker-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A2",
      "prompt": "top mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Perth Mortgage Specialist",
        "Orange Mortgage and Finance Brokers Perth",
        "Mortgage Choice in Perth",
        "Varlo Finance",
        "Strategic Mortgages Perth",
        "Base Home Loans",
        "Finance 365",
        "Ming Finance",
        "CA LOANS",
        "Luxe Finance Group",
        "Loan + Finance Brokers",
        "Oren Mortgages",
        "Amplified Lending Solutions",
        "Inca Mortgage Solutions - Amy Ferguson",
        "In Mortgage & Finance Services",
        "Habitat Finance",
        "The Loan Company",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "FI Collective",
        "Probroker Mortgage & Finance Brokers",
        "Inca Mortgage Solutions",
        "Highly-Rated Mortgage Brokerages in Perth"
      ],
      "brands_recommended": [
        "The Perth Mortgage Specialist",
        "Orange Mortgage and Finance Brokers Perth",
        "Mortgage Choice in Perth",
        "Varlo Finance",
        "Strategic Mortgages Perth",
        "Base Home Loans",
        "Finance 365",
        "Ming Finance",
        "CA LOANS",
        "Luxe Finance Group",
        "Loan + Finance Brokers",
        "Oren Mortgages",
        "Amplified Lending Solutions",
        "Inca Mortgage Solutions - Amy Ferguson",
        "In Mortgage & Finance Services",
        "Habitat Finance",
        "The Loan Company",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "FI Collective",
        "Probroker Mortgage & Finance Brokers",
        "Inca Mortgage Solutions",
        "Highly-Rated Mortgage Brokerages in Perth"
      ],
      "brand_order": [
        "The Perth Mortgage Specialist",
        "Orange Mortgage and Finance Brokers Perth",
        "Mortgage Choice in Perth",
        "Varlo Finance",
        "Strategic Mortgages Perth",
        "Base Home Loans",
        "Finance 365",
        "Ming Finance",
        "CA LOANS",
        "Luxe Finance Group",
        "Loan + Finance Brokers",
        "Oren Mortgages",
        "Amplified Lending Solutions",
        "Inca Mortgage Solutions - Amy Ferguson",
        "In Mortgage & Finance Services",
        "Habitat Finance",
        "The Loan Company",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "FI Collective",
        "Probroker Mortgage & Finance Brokers",
        "Inca Mortgage Solutions",
        "Highly-Rated Mortgage Brokerages in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmFEWXdkblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNME5USnJYM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2NIQXpjbWR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaemVuUnVaR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdabWJIUTFkakJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRm9jM2hmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FGOW1kakV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwd2RISnhhMnA2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5YbDJZbm93GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHUmtlVFJqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd1ltWm1jbmh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9IUm1aR3gyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMWFESnViamh1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFozRTFlURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG14M2RHNW9iQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodVpqazNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGQyczFiRE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOck1UQjNPR3gzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGJqaHllR3RxGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mortgage_broker-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A2",
      "prompt": "top mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Ming Finance",
        "CA LOANS",
        "Mortgage Choice in Perth",
        "Luxe Finance Group",
        "Pilbara Finance - Mortgage Broker Perth",
        "Varlo Finance",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Finance 365",
        "Oren Mortgages",
        "Strategic Mortgages Perth",
        "Tusk Finance",
        "Chesswork Finance",
        "Aussie Home Loans - Gary Zhang",
        "Mortgage Choice Beulah Kufa",
        "Loan + Finance Brokers",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "The Loan Company"
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Ming Finance",
        "CA LOANS",
        "Mortgage Choice in Perth",
        "Luxe Finance Group",
        "Pilbara Finance - Mortgage Broker Perth",
        "Varlo Finance",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Finance 365",
        "Oren Mortgages",
        "Strategic Mortgages Perth",
        "Tusk Finance",
        "Chesswork Finance",
        "Aussie Home Loans - Gary Zhang",
        "Mortgage Choice Beulah Kufa",
        "Loan + Finance Brokers",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "The Loan Company"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Ming Finance",
        "CA LOANS",
        "Mortgage Choice in Perth",
        "Luxe Finance Group",
        "Pilbara Finance - Mortgage Broker Perth",
        "Varlo Finance",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Finance 365",
        "Oren Mortgages",
        "Strategic Mortgages Perth",
        "Tusk Finance",
        "Chesswork Finance",
        "Aussie Home Loans - Gary Zhang",
        "Mortgage Choice Beulah Kufa",
        "Loan + Finance Brokers",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "The Loan Company"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mfaa.com.au/news/western-australias-finest-honoured-at-the-2025-mfaa-excellence-awards",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmFEWXdkblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdabWJIUTFkakJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FGOW1kakV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwd2RISnhhMnA2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNME5USnJYM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5YbDJZbm93GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4eWVtdzFhelIwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2NIQXpjbWR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMWFESnViamh1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRm9jM2hmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd1ltWm1jbmh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaemVuUnVaR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2RtczBhMkkxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVltMWliWGt6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac1l6UnJaR3R0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMGFqZHdjWGh6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHUmtlVFJqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGQyczFiRE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodVpqazNkZxgK"
      ],
      "cited_domains": [
        "mfaa.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "mfaa.com.au",
          "class": "third-party"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mortgage_broker-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A2",
      "prompt": "top mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mortgage_broker-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A2",
      "prompt": "top mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mortgage_broker-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A2",
      "prompt": "top mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mortgage_broker-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A2",
      "prompt": "top mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Ming Finance",
        "Better Choice Mortgage Services",
        "The Loan Company",
        "Finance 365",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist"
      ],
      "brands_recommended": [
        "Ming Finance",
        "Better Choice Mortgage Services",
        "The Loan Company",
        "Finance 365",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist"
      ],
      "brand_order": [
        "Ming Finance",
        "Better Choice Mortgage Services",
        "The Loan Company",
        "Finance 365",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.comparebrokers.net.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "comparebrokers.net.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "comparebrokers.net.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mortgage_broker-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A2",
      "prompt": "top mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Perth Mortgage Specialist",
        "Blackburne Mortgage Broking",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Elite Finance Australia - Home Loans",
        "Harrisdale, WA, Australia | 21 Cheltenham Approach, Harrisdale WA 6112",
        "Base Home Loans",
        "Probroker Mortgage & Finance Brokers",
        "Compare A Broker Directory",
        "CA LOANS",
        "Mortgage Choice in Perth",
        "Strategic Mortgages Perth",
        "Loan + Finance Brokers",
        "434 brokers",
        "Achievement Finance",
        "Elite Finance Australia"
      ],
      "brands_recommended": [
        "The Perth Mortgage Specialist",
        "Blackburne Mortgage Broking",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Elite Finance Australia - Home Loans",
        "Harrisdale, WA, Australia | 21 Cheltenham Approach, Harrisdale WA 6112",
        "Base Home Loans",
        "Probroker Mortgage & Finance Brokers",
        "Compare A Broker Directory",
        "CA LOANS",
        "Mortgage Choice in Perth",
        "Strategic Mortgages Perth",
        "Loan + Finance Brokers",
        "434 brokers",
        "Achievement Finance",
        "Elite Finance Australia"
      ],
      "brand_order": [
        "The Perth Mortgage Specialist",
        "Blackburne Mortgage Broking",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Elite Finance Australia - Home Loans",
        "Harrisdale, WA, Australia | 21 Cheltenham Approach, Harrisdale WA 6112",
        "Base Home Loans",
        "Probroker Mortgage & Finance Brokers",
        "Compare A Broker Directory",
        "CA LOANS",
        "Mortgage Choice in Perth",
        "Strategic Mortgages Perth",
        "Loan + Finance Brokers",
        "434 brokers",
        "Achievement Finance",
        "Elite Finance Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.comparebrokers.net.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "comparebrokers.net.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "comparebrokers.net.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mortgage_broker-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A2",
      "prompt": "top mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Ming Finance",
        "Better Choice Mortgage Services",
        "Jagdish Karnavat - Reliance Home Loans Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Blackburne Mortgage Broking",
        "The Perth Mortgage Specialist",
        "Harken Finance - Mortgage Brokers Perth",
        "Amol Agrawal of Juice Finance"
      ],
      "brands_recommended": [
        "Ming Finance",
        "Better Choice Mortgage Services",
        "Jagdish Karnavat - Reliance Home Loans Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Blackburne Mortgage Broking",
        "The Perth Mortgage Specialist",
        "Harken Finance - Mortgage Brokers Perth",
        "Amol Agrawal of Juice Finance"
      ],
      "brand_order": [
        "Ming Finance",
        "Better Choice Mortgage Services",
        "Jagdish Karnavat - Reliance Home Loans Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Blackburne Mortgage Broking",
        "The Perth Mortgage Specialist",
        "Harken Finance - Mortgage Brokers Perth",
        "Amol Agrawal of Juice Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://mfaa.eventsair.com/2024-mfaa-excellence-awards/wa?utm_source=chatgpt.com",
        "https://mfaa.eventsair.com/2021-mfaa-excellence-awards-submissions/wa?utm_source=chatgpt.com",
        "https://www.mfaa.com.au/news/western-australia-winners-announced-at-the-2026-mfaa-excellence-awards?utm_source=chatgpt.com",
        "https://mfaa.eventsair.com/2025-mfaa-excellence-awards/wa?utm_source=chatgpt.com",
        "https://mfaa.eventsair.com/2024-mfaa-excellence-awards/2021-winners?utm_source=chatgpt.com",
        "https://mfaa.eventsair.com/2024-mfaa-excellence-awards/2023-winners?utm_source=chatgpt.com",
        "https://mfaa.eventsair.com/2022-mfaa-excellence-awards-submissions/2021-winners?utm_source=chatgpt.com",
        "https://www.linkedin.com/posts/mortgage-finance-association-of-australia-mfaa-_mfaa-mortgagebrokers-financebrokers-activity-7485864678682923008-ykz5?utm_source=chatgpt.com",
        "https://www.mfaa.com.au/news/western-australias-finest-honoured-at-the-2025-mfaa-excellence-awards?utm_source=chatgpt.com",
        "https://www.mfaa.com.au/news/mfaa-national-excellence-awards-winners-for-2025-revealed?utm_source=chatgpt.com",
        "https://www.mfaa.com.au/news/western-australian-mfaa-excellence-award-winners-announced?utm_source=chatgpt.com",
        "https://www.mpamag.com/au/news/general/mfaa-excellence-awards-2026-wa-mortgage-professionals-take-home-18-honours/578700?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mortgage-broker?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/16947/mortgage-broker?utm_source=chatgpt.com",
        "https://www.comparebrokers.net.au/?utm_source=chatgpt.com",
        "https://www.ratemyagent.com.au/finance/western-australia/perth-wa/mortgage-brokers?utm_source=chatgpt.com",
        "https://www.ratemyagent.com.au/finance/perth-wa-6000/mortgage-brokers?utm_source=chatgpt.com",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/?utm_source=chatgpt.com",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth-wa-6000/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mortgage-brokers/fremantle?utm_source=chatgpt.com",
        "https://brokerpages.com.au/suburb/perth-wa-6000/?utm_source=chatgpt.com",
        "https://www.finder.com.au/mortgage-brokers/mortgage-brokers-perth?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "mfaa.eventsair.com",
        "mfaa.com.au",
        "linkedin.com",
        "mpamag.com",
        "wordofmouth.com.au",
        "comparebrokers.net.au",
        "ratemyagent.com.au",
        "mortgagechoice.com.au",
        "productreview.com.au",
        "starworks.com.au",
        "brokerpages.com.au",
        "finder.com.au",
        "propertygo.com.au"
      ],
      "source_classes": [
        {
          "domain": "mfaa.eventsair.com",
          "class": "third-party"
        },
        {
          "domain": "mfaa.com.au",
          "class": "third-party"
        },
        {
          "domain": "linkedin.com",
          "class": "ugc"
        },
        {
          "domain": "mpamag.com",
          "class": "third-party"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "comparebrokers.net.au",
          "class": "brand-source"
        },
        {
          "domain": "ratemyagent.com.au",
          "class": "directory"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "brokerpages.com.au",
          "class": "brand-source"
        },
        {
          "domain": "finder.com.au",
          "class": "directory"
        },
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mortgage_broker-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A2",
      "prompt": "top mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "TAG Financial Group",
        "Strategic Mortgages Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Zanda Wealth Mortgage Brokers"
      ],
      "brands_recommended": [
        "TAG Financial Group",
        "Strategic Mortgages Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Zanda Wealth Mortgage Brokers"
      ],
      "brand_order": [
        "TAG Financial Group",
        "Strategic Mortgages Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Zanda Wealth Mortgage Brokers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://best10mortgagebrokers.com.au/perth/#:~:text=Importantly%2C%20Natloans%20provides%20free%20ongoing%20annual%20home,44%20St%20Georges%20Terrace%2C%20Perth%2C%20WA%205000.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=With%20more%20than%20800%20five-star%20Google%20reviews%2C,interest%20rates%2C%20loan%20features%20and%20lending%20policies.",
        "https://www.taggroup.com.au/#:~:text=Four%20steps%2C%20about%20one%20hour%20of%20your,alert%20you%20when%20a%20better%20deal%20appears.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=They%20have%20been%20making%20a%20significant%20space,is%20WA's%20only%20full-service%20Mortgage%20Broking%20firm.",
        "https://trackmytrail.com.au/best-mortgage-brokers-perth/#:~:text=Orange%20Mortgage%20and%20Finance%20Brokers.%20Orange%20Mortgage,the%20home%20loan%20process%20for%20its%20clients.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=Austin%20and%20Zanda%20Wealth%20Mortgage%20Brokers%20operate,on%20providing%20quality%20information%20to%20his%20clients.",
        "https://www.taggroup.com.au/#:~:text=5%25%20Deposit%20Scheme%20property%20cap%20%E2%80%94%20Perth.,%E2%80%94%202026-27%20Housing%20Taxation%20Package%2C%20updated%2019%2F07%2F2026.",
        "https://www.taggroup.com.au/#:~:text=TAG%20Financial%20Group%20-%20Perth's%20Most%20Awarded,*%20Same-day%20response.%20*%20Best%20Interests%20Duty."
      ],
      "cited_domains": [
        "best10mortgagebrokers.com.au",
        "taggroup.com.au",
        "trackmytrail.com.au"
      ],
      "source_classes": [
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "taggroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trackmytrail.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mortgage_broker-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A2",
      "prompt": "top mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "TAG Financial Group",
        "Strategic Mortgages Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Highly-Rated Mortgage Brokerages in Perth"
      ],
      "brands_recommended": [
        "TAG Financial Group",
        "Strategic Mortgages Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Highly-Rated Mortgage Brokerages in Perth"
      ],
      "brand_order": [
        "TAG Financial Group",
        "Strategic Mortgages Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Highly-Rated Mortgage Brokerages in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.ratemyagent.com.au/finance/western-australia/perth-wa/mortgage-brokers#:~:text=Mortgage%20brokers%20in%20Perth.%20Sorted%20by%20most,loans%2051.%20*%20monetization_on%20Loans%20refinanced%2012.",
        "https://www.taggroup.com.au/#:~:text=TAG%20Financial%20Group%20-%20Perth's%20Most%20Awarded,*%20Same-day%20response.%20*%20Best%20Interests%20Duty.",
        "https://www.taggroup.com.au/#:~:text=Four%20steps%2C%20about%20one%20hour%20of%20your,alert%20you%20when%20a%20better%20deal%20appears.",
        "https://www.strategicmortgagesperth.com.au/#:~:text=Trent%20Fleskens%20is%20the%20Managing%20Director%20of,experience%20in%20the%20Western%20Australian%20property%20market.",
        "https://www.strategicmortgagesperth.com.au/#:~:text=As%20one%20of%20Perth's%20most%20trusted%20mortgage,specialised%20mortgage%20guidance%20for%20Perth%20home%20buyers.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=The%20team%20brings%20over%20100%20years%20of,multiple%20market%20cycles%20and%20changing%20lending%20conditions.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=A%20key%20strength%20of%20Natloans%20is%20its,refinancing%2C%20investment%20property%20finance%20and%20SMSF%20lending.",
        "https://trackmytrail.com.au/best-mortgage-brokers-perth/#:~:text=Orange%20Mortgage%20and%20Finance%20Brokers.%20Orange%20Mortgage,the%20home%20loan%20process%20for%20its%20clients.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=%E2%80%9COrange%20Finance%20has%20never%20been%20part%20of,ability%20to%20give%20tailored%20and%20thoughtful%20advice.",
        "https://trackmytrail.com.au/best-mortgage-brokers-perth/#:~:text=The%20company%20operates%20with%20the%20principle%20that,navigate%20the%20complexities%20of%20finance%20with%20ease.",
        "https://trackmytrail.com.au/best-mortgage-brokers-perth/#:~:text=Whether%20you're%20buying%20your%20first%20home%2C%20refinancing%2C,to%20offer%20tailored%20solutions%20and%20competitive%20rates."
      ],
      "cited_domains": [
        "ratemyagent.com.au",
        "taggroup.com.au",
        "strategicmortgagesperth.com.au",
        "best10mortgagebrokers.com.au",
        "trackmytrail.com.au"
      ],
      "source_classes": [
        {
          "domain": "ratemyagent.com.au",
          "class": "directory"
        },
        {
          "domain": "taggroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trackmytrail.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mortgage_broker-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A2",
      "prompt": "top mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Blackburne Mortgage Broking",
        "Strategic Mortgages Perth",
        "Mortgage & Finance Association of Australia"
      ],
      "brands_recommended": [
        "Blackburne Mortgage Broking",
        "Strategic Mortgages Perth",
        "Mortgage & Finance Association of Australia"
      ],
      "brand_order": [
        "Blackburne Mortgage Broking",
        "Strategic Mortgages Perth",
        "Mortgage & Finance Association of Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.blackburnemortgagebroking.com.au/#:~:text=Mortgage%20Brokers%20Perth%20-%20Blackburne%20Mortgage%20Broking.,You%20Results%2C%20So%20You%20Can%20Enjoy%20Life.",
        "https://www.blackburnemortgagebroking.com.au/#:~:text=Mortgage%20Brokers%20Perth%20-%20Blackburne%20Mortgage%20Broking.,You%20Results%2C%20So%20You%20Can%20Enjoy%20Life.",
        "https://www.strategicmortgagesperth.com.au/",
        "https://www.strategicmortgagesperth.com.au/#:~:text=We%20structure%20mortgages%20to%20maximise%20returns%20and,mortgage%20broking%20team%20provides%20personalised%20loan%20strategies.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=With%20more%20than%20800%20five-star%20Google%20reviews%2C,interest%20rates%2C%20loan%20features%20and%20lending%20policies.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=Importantly%2C%20Natloans%20provides%20free%20ongoing%20annual%20home,experience%2C%20lender%20choice%20and%20long-term%20client%20support.",
        "https://www.theloanco.com.au/#:~:text=Mortgage%20Brokers%20Perth%20%7C%20The%20Loan%20Company.,panel1%20*%20%245%20Billion.%20of%20loans%20underwritten.",
        "https://www.theloanco.com.au/#:~:text=Mortgage%20Brokers%20Perth%20%7C%20The%20Loan%20Company.,panel1%20*%20%245%20Billion.%20of%20loans%20underwritten.",
        "https://broker.loanmarket.com.au/bal-and-associates/about/awardwinning-mortgage-and-finance-brokers-in-perth/#:~:text=Why%20choose%20us%20to%20be%20your%20mortgage,Residential%20Broker%202020%20-%20Balpreet%20Singh%20Bal."
      ],
      "cited_domains": [
        "blackburnemortgagebroking.com.au",
        "strategicmortgagesperth.com.au",
        "best10mortgagebrokers.com.au",
        "theloanco.com.au",
        "broker.loanmarket.com.au"
      ],
      "source_classes": [
        {
          "domain": "blackburnemortgagebroking.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "theloanco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "broker.loanmarket.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mortgage_broker-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A3",
      "prompt": "recommended mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "FinanceCorp Consultation Booking",
        "Tredi Finance Initial Consultation Calendar",
        "Mortgage Choice in Perth",
        "FinanceCorp",
        "Tredi Finance"
      ],
      "brands_recommended": [
        "FinanceCorp Consultation Booking",
        "Tredi Finance Initial Consultation Calendar",
        "Mortgage Choice in Perth",
        "FinanceCorp",
        "Tredi Finance"
      ],
      "brand_order": [
        "FinanceCorp Consultation Booking",
        "Tredi Finance Initial Consultation Calendar",
        "Mortgage Choice in Perth",
        "FinanceCorp",
        "Tredi Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://best10mortgagebrokers.com.au/perth/",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/",
        "https://www.kntcrm.com/widget/booking/2xA1jOMEPfUgz6zr8nNF",
        "https://www.tredifinance.com/booking-calendar/initial-consultation?utm_source=google&utm_medium=book_button&utm_campaign=Initial+Consultation"
      ],
      "cited_domains": [
        "best10mortgagebrokers.com.au",
        "mortgagechoice.com.au",
        "kntcrm.com",
        "tredifinance.com"
      ],
      "source_classes": [
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "directory"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kntcrm.com",
          "class": "brand-source"
        },
        {
          "domain": "tredifinance.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mortgage_broker-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A3",
      "prompt": "recommended mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Tredi Finance"
      ],
      "brands_recommended": [
        "Tredi Finance"
      ],
      "brand_order": [
        "Tredi Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://best10mortgagebrokers.com.au/perth/",
        "https://broker.loanmarket.com.au/bal-and-associates/about/awardwinning-mortgage-and-finance-brokers-in-perth/",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth-wa-6000/",
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://www.kntcrm.com/widget/booking/2xA1jOMEPfUgz6zr8nNF",
        "https://www.tredifinance.com/booking-calendar/initial-consultation?utm_source=google&utm_medium=book_button&utm_campaign=Initial+Consultation"
      ],
      "cited_domains": [
        "best10mortgagebrokers.com.au",
        "broker.loanmarket.com.au",
        "mortgagechoice.com.au",
        "reddit.com",
        "kntcrm.com",
        "tredifinance.com"
      ],
      "source_classes": [
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "broker.loanmarket.com.au",
          "class": "directory"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "kntcrm.com",
          "class": "brand-source"
        },
        {
          "domain": "tredifinance.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mortgage_broker-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A3",
      "prompt": "recommended mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "CA LOANS",
        "Varlo Finance",
        "Strategic Mortgages Perth",
        "Finance 365",
        "Mortgage Choice in Perth",
        "Base Home Loans",
        "In Mortgage & Finance Services",
        "Oren Mortgages",
        "Ming Finance",
        "Loan + Finance Brokers",
        "Pilbara Finance - Mortgage Broker Perth",
        "Luxe Finance Group",
        "Mortgage Choice Beulah Kufa",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Probroker Mortgage & Finance Brokers",
        "FI Collective",
        "Mortgage Choice in North Perth",
        "The Loan Company"
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "CA LOANS",
        "Varlo Finance",
        "Strategic Mortgages Perth",
        "Finance 365",
        "Mortgage Choice in Perth",
        "Base Home Loans",
        "In Mortgage & Finance Services",
        "Oren Mortgages",
        "Ming Finance",
        "Loan + Finance Brokers",
        "Pilbara Finance - Mortgage Broker Perth",
        "Luxe Finance Group",
        "Mortgage Choice Beulah Kufa",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Probroker Mortgage & Finance Brokers",
        "FI Collective",
        "Mortgage Choice in North Perth",
        "The Loan Company"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "CA LOANS",
        "Varlo Finance",
        "Strategic Mortgages Perth",
        "Finance 365",
        "Mortgage Choice in Perth",
        "Base Home Loans",
        "In Mortgage & Finance Services",
        "Oren Mortgages",
        "Ming Finance",
        "Loan + Finance Brokers",
        "Pilbara Finance - Mortgage Broker Perth",
        "Luxe Finance Group",
        "Mortgage Choice Beulah Kufa",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Probroker Mortgage & Finance Brokers",
        "FI Collective",
        "Mortgage Choice in North Perth",
        "The Loan Company"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://best10mortgagebrokers.com.au/perth/",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmFEWXdkblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwd2RISnhhMnA2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2NIQXpjbWR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaemVuUnVaR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRm9jM2hmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNME5USnJYM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdabWJIUTFkakJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFozRTFlURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd1ltWm1jbmh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FGOW1kakV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHUmtlVFJqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4eWVtdzFhelIwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5YbDJZbm93GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMGFqZHdjWGh6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGQyczFiRE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGJqaHllR3RxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOck1UQjNPR3gzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNM1l6Vm5lbmcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodVpqazNkZxgK"
      ],
      "cited_domains": [
        "best10mortgagebrokers.com.au",
        "mortgagechoice.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mortgage_broker-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A3",
      "prompt": "recommended mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly Recommended Perth Brokers"
      ],
      "brands_recommended": [
        "Highly Recommended Perth Brokers"
      ],
      "brand_order": [
        "Highly Recommended Perth Brokers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.orangefinance.net.au/",
        "https://best10mortgagebrokers.com.au/perth/",
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://www.reddit.com/r/perth/comments/1qufjni/mortgage_broker_recommendations/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmFEWXdkblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdabWJIUTFkakJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5YbDJZbm93GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FGOW1kakV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4eWVtdzFhelIwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNME5USnJYM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVltMWliWGt6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwd2RISnhhMnA2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMWFESnViamh1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRm9jM2hmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaemVuUnVaR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2NIQXpjbWR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodE1ISmlOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdab2RtczBhMkkxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2VXeDZjV013GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMmN6VnNiamMyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGNWNIcHdhamN5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd1ltWm1jbmh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGQyczFiRE5yGAo"
      ],
      "cited_domains": [
        "orangefinance.net.au",
        "best10mortgagebrokers.com.au",
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "orangefinance.net.au",
          "class": "brand-source"
        },
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "directory"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mortgage_broker-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A3",
      "prompt": "recommended mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Launch Finance – self-employed home loans",
        "Recommended Brokerage Services & Local Mentions"
      ],
      "brands_recommended": [
        "Launch Finance – self-employed home loans",
        "Recommended Brokerage Services & Local Mentions"
      ],
      "brand_order": [
        "Launch Finance – self-employed home loans",
        "Recommended Brokerage Services & Local Mentions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://www.canstar.com.au/mortgage-brokers/perth/",
        "https://broker.loanmarket.com.au/bal-and-associates/about/awardwinning-mortgage-and-finance-brokers-in-perth/",
        "https://best10mortgagebrokers.com.au/perth/",
        "https://strawberryfinance.com.au/the-best-mortgage-broker-in-perth/",
        "https://www.launchfinance.com.au/best-mortgage-brokers-perth"
      ],
      "cited_domains": [
        "reddit.com",
        "canstar.com.au",
        "broker.loanmarket.com.au",
        "best10mortgagebrokers.com.au",
        "strawberryfinance.com.au",
        "launchfinance.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "broker.loanmarket.com.au",
          "class": "directory"
        },
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mortgage_broker-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A3",
      "prompt": "recommended mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly Recommended Brokers in Perth"
      ],
      "brands_recommended": [
        "Highly Recommended Brokers in Perth"
      ],
      "brand_order": [
        "Highly Recommended Brokers in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://www.canstar.com.au/mortgage-brokers/perth/",
        "https://broker.loanmarket.com.au/bal-and-associates/about/awardwinning-mortgage-and-finance-brokers-in-perth/",
        "https://best10mortgagebrokers.com.au/perth/",
        "https://www.mortgagechoice.com.au/peter.keenan/",
        "https://www.launchfinance.com.au/best-mortgage-brokers-perth"
      ],
      "cited_domains": [
        "reddit.com",
        "canstar.com.au",
        "broker.loanmarket.com.au",
        "best10mortgagebrokers.com.au",
        "mortgagechoice.com.au",
        "launchfinance.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "broker.loanmarket.com.au",
          "class": "directory"
        },
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mortgage_broker-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A3",
      "prompt": "recommended mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Ming Finance",
        "Surrey Road Finance",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Harken Finance - Mortgage Brokers Perth",
        "Base Home Loans",
        "Harken Finance"
      ],
      "brands_recommended": [
        "Ming Finance",
        "Surrey Road Finance",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Harken Finance - Mortgage Brokers Perth",
        "Base Home Loans",
        "Harken Finance"
      ],
      "brand_order": [
        "Ming Finance",
        "Surrey Road Finance",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Harken Finance - Mortgage Brokers Perth",
        "Base Home Loans",
        "Harken Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.ratemyagent.com.au/finance/western-australia/perth-wa/mortgage-brokers?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mortgage-broker?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/west-perth/mortgage-broker?utm_source=chatgpt.com",
        "https://www.comparebrokers.net.au/?utm_source=chatgpt.com",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/?utm_source=chatgpt.com",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth-wa-6000/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/home-loans/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.ratemyagent.com.au/finance/perth-wa-6000/mortgage-brokers?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/the-perth-mortgage-specialist-166874341022798?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mortgage-brokers/fremantle?utm_source=chatgpt.com",
        "https://brokerpages.com.au/suburb/perth-wa-6000/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "ratemyagent.com.au",
        "wordofmouth.com.au",
        "comparebrokers.net.au",
        "mortgagechoice.com.au",
        "reviews.birdeye.com",
        "starworks.com.au",
        "brokerpages.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "ratemyagent.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "comparebrokers.net.au",
          "class": "directory"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "brokerpages.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mortgage_broker-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A3",
      "prompt": "recommended mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mortgage_broker-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A3",
      "prompt": "recommended mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "The Loan Company",
        "Mortgage Choice in Perth",
        "Blackburne Mortgage Broking",
        "Probroker Mortgage & Finance Brokers",
        "Finance 365",
        "434 brokers"
      ],
      "brands_recommended": [
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "The Loan Company",
        "Mortgage Choice in Perth",
        "Blackburne Mortgage Broking",
        "Probroker Mortgage & Finance Brokers",
        "Finance 365",
        "434 brokers"
      ],
      "brand_order": [
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "The Loan Company",
        "Mortgage Choice in Perth",
        "Blackburne Mortgage Broking",
        "Probroker Mortgage & Finance Brokers",
        "Finance 365",
        "434 brokers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth-wa-6000/?utm_source=chatgpt.com",
        "https://www.comparebrokers.net.au/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mortgage-broker?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/16947/mortgage-broker?utm_source=chatgpt.com",
        "https://www.ratemyagent.com.au/finance/western-australia/perth-wa/mortgage-brokers?utm_source=chatgpt.com",
        "https://www.ratemyagent.com.au/finance/perth-wa-6000/mortgage-brokers?utm_source=chatgpt.com",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/?utm_source=chatgpt.com",
        "https://www.finder.com.au/mortgage-brokers/mortgage-brokers-perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/mortgage-brokers/fremantle?utm_source=chatgpt.com",
        "https://brokerpages.com.au/suburb/perth-wa-6000/?utm_source=chatgpt.com",
        "https://propertygo.com.au/buyer-agents/in/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "mortgagechoice.com.au",
        "comparebrokers.net.au",
        "wordofmouth.com.au",
        "ratemyagent.com.au",
        "finder.com.au",
        "starworks.com.au",
        "brokerpages.com.au",
        "propertygo.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "comparebrokers.net.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "ratemyagent.com.au",
          "class": "directory"
        },
        {
          "domain": "finder.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "brokerpages.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertygo.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mortgage_broker-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A3",
      "prompt": "recommended mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.taggroup.com.au/#:~:text=TAG%20Financial%20Group%20-%20Perth's%20Most%20Awarded,*%20Same-day%20response.%20*%20Best%20Interests%20Duty.",
        "https://www.taggroup.com.au/#:~:text=Four%20steps%2C%20about%20one%20hour%20of%20your,alert%20you%20when%20a%20better%20deal%20appears.",
        "https://www.taggroup.com.au/#:~:text=You%20see%20the%20shortlist%20and%20the%20numbers,430%2B%20reviews.%20Zero%20scripts.%20Hover%20to%20pause.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=They%20have%20been%20making%20a%20significant%20space,is%20WA's%20only%20full-service%20Mortgage%20Broking%20firm.",
        "https://www.strategicmortgagesperth.com.au/#:~:text=*%20Mortgage%20Refinancing.",
        "https://www.blackburnemortgagebroking.com.au/#:~:text=Mortgage%20Brokers%20Perth%20-%20Blackburne%20Mortgage%20Broking.,You%20Results%2C%20So%20You%20Can%20Enjoy%20Life.",
        "https://www.blackburnemortgagebroking.com.au/#:~:text=Mortgage%20Brokers%20Perth%20-%20Blackburne%20Mortgage%20Broking.,You%20Results%2C%20So%20You%20Can%20Enjoy%20Life.",
        "https://www.blackburnemortgagebroking.com.au/#:~:text=We%20compare%20hundreds%20of%20home%20loan%20in,your%20home%20loan%2C%20we've%20got%20you%20covered.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=The%20team%20brings%20over%20100%20years%20of,multiple%20market%20cycles%20and%20changing%20lending%20conditions.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=A%20key%20strength%20of%20Natloans%20is%20its,refinancing%2C%20investment%20property%20finance%20and%20SMSF%20lending.",
        "https://broker.loanmarket.com.au/bal-and-associates/about/awardwinning-mortgage-and-finance-brokers-in-perth/",
        "https://www.blackburnemortgagebroking.com.au/#:~:text=Mortgage%20Brokers%20Perth%20-%20Blackburne%20Mortgage%20Broking.,You%20Results%2C%20So%20You%20Can%20Enjoy%20Life.",
        "https://www.taggroup.com.au/#:~:text=5%25%20Deposit%20Scheme%20property%20cap%20%E2%80%94%20Perth.,%E2%80%94%202026-27%20Housing%20Taxation%20Package%2C%20updated%2019%2F07%2F2026."
      ],
      "cited_domains": [
        "taggroup.com.au",
        "best10mortgagebrokers.com.au",
        "strategicmortgagesperth.com.au",
        "blackburnemortgagebroking.com.au",
        "broker.loanmarket.com.au"
      ],
      "source_classes": [
        {
          "domain": "taggroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blackburnemortgagebroking.com.au",
          "class": "brand-source"
        },
        {
          "domain": "broker.loanmarket.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mortgage_broker-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A3",
      "prompt": "recommended mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth"
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://best10mortgagebrokers.com.au/perth/#:~:text=A%20key%20strength%20of%20Natloans%20is%20its,refinancing%2C%20investment%20property%20finance%20and%20SMSF%20lending.",
        "https://www.orangefinance.net.au/#:~:text=When%20you're%20in%20search%20of%20a%20local,easy%20with%20our%20well-crafted%20approach%20and%20advice.",
        "https://topmortgages.com.au/#:~:text=We%20appreciate%20our%20awards.%20Top%20Mortgages%20always,with%20no%20charge%20to%20you.%20Loan%20options.",
        "https://perthmortgagespecialist.com.au/#:~:text=*%2010%20Reasons%20To%20Use%20Me%20As,Large%20Lender%20Panel.%20Post-Settlement%20Service.%20Confidentiality%20Assured."
      ],
      "cited_domains": [
        "best10mortgagebrokers.com.au",
        "orangefinance.net.au",
        "topmortgages.com.au",
        "perthmortgagespecialist.com.au"
      ],
      "source_classes": [
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "orangefinance.net.au",
          "class": "brand-source"
        },
        {
          "domain": "topmortgages.com.au",
          "class": "directory"
        },
        {
          "domain": "perthmortgagespecialist.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mortgage_broker-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A3",
      "prompt": "recommended mortgage broker Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Mortgage Choice in Perth",
        "Blackburne Mortgage Broking"
      ],
      "brands_recommended": [
        "Mortgage Choice in Perth",
        "Blackburne Mortgage Broking"
      ],
      "brand_order": [
        "Mortgage Choice in Perth",
        "Blackburne Mortgage Broking"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mortgage_broker-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A4",
      "prompt": "who is the best mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Varlo Finance",
        "Top Mortgages",
        "Better Choice Mortgage Services",
        "Loan Market Bal & Associates",
        "CA LOANS",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Blackburne Mortgage Broking",
        "Probroker Mortgage & Finance Brokers",
        "Guru Mortgage Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "The Loan Company",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Black and White Finance",
        "TAG Finance",
        "FI Collective",
        "Unconditional Finance Mortgage Brokers Sydney",
        "Australian Financial & Mortgage Solutions",
        "Surrey Road Finance",
        "Luxe Finance Group",
        "First Choice Mortgage Brokers",
        "Orange Mortgage Brokers",
        "Mortgage Choice Perth"
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Varlo Finance",
        "Top Mortgages",
        "Better Choice Mortgage Services",
        "Loan Market Bal & Associates",
        "CA LOANS",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Blackburne Mortgage Broking",
        "Probroker Mortgage & Finance Brokers",
        "Guru Mortgage Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "The Loan Company",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Black and White Finance",
        "TAG Finance",
        "FI Collective",
        "Unconditional Finance Mortgage Brokers Sydney",
        "Australian Financial & Mortgage Solutions",
        "Surrey Road Finance",
        "Luxe Finance Group",
        "First Choice Mortgage Brokers",
        "Orange Mortgage Brokers",
        "Mortgage Choice Perth"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Varlo Finance",
        "Top Mortgages",
        "Better Choice Mortgage Services",
        "Loan Market Bal & Associates",
        "CA LOANS",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Blackburne Mortgage Broking",
        "Probroker Mortgage & Finance Brokers",
        "Guru Mortgage Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "The Loan Company",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Black and White Finance",
        "TAG Finance",
        "FI Collective",
        "Unconditional Finance Mortgage Brokers Sydney",
        "Australian Financial & Mortgage Solutions",
        "Surrey Road Finance",
        "Luxe Finance Group",
        "First Choice Mortgage Brokers",
        "Orange Mortgage Brokers",
        "Mortgage Choice Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.launchfinance.com.au/",
        "https://www.canstar.com.au/mortgage-brokers/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmFEWXdkblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FGOW1kakV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNME5USnJYM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2NIQXpjbWR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOMk0zRnhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJkZmJYaHVaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMWRHSmpabmcyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwd2RISnhhMnA2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaemVuUnVaR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMmN6VnNiamMyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRm9jM2hmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNGJuSTJZM1I1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwcWRGOXROMk5zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGJqaHllR3RxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGNVl6VmlOM0UwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGQyczFiRE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdabWJIUTFkakJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodVpqazNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMWFESnViamh1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zcDVhemhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkc05qQTNlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOck1UQjNPR3gzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdka2EyczRibTAyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxNU1HSXhOemc1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcwME4zWjBOM05vGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5YbDJZbm93GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSd09YTTJjQRgK"
      ],
      "cited_domains": [
        "launchfinance.com.au",
        "canstar.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mortgage_broker-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A4",
      "prompt": "who is the best mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Varlo Finance",
        "Top Mortgages",
        "Better Choice Mortgage Services",
        "Loan Market Bal & Associates",
        "CA LOANS",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Blackburne Mortgage Broking",
        "Probroker Mortgage & Finance Brokers",
        "Guru Mortgage Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "The Loan Company",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Black and White Finance",
        "TAG Finance",
        "FI Collective",
        "Unconditional Finance Mortgage Brokers Sydney",
        "Australian Financial & Mortgage Solutions",
        "Surrey Road Finance",
        "Luxe Finance Group",
        "First Choice Mortgage Brokers",
        "Orange Mortgage Brokers",
        "Mortgage Choice Perth"
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Varlo Finance",
        "Top Mortgages",
        "Better Choice Mortgage Services",
        "Loan Market Bal & Associates",
        "CA LOANS",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Blackburne Mortgage Broking",
        "Probroker Mortgage & Finance Brokers",
        "Guru Mortgage Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "The Loan Company",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Black and White Finance",
        "TAG Finance",
        "FI Collective",
        "Unconditional Finance Mortgage Brokers Sydney",
        "Australian Financial & Mortgage Solutions",
        "Surrey Road Finance",
        "Luxe Finance Group",
        "First Choice Mortgage Brokers",
        "Orange Mortgage Brokers",
        "Mortgage Choice Perth"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Varlo Finance",
        "Top Mortgages",
        "Better Choice Mortgage Services",
        "Loan Market Bal & Associates",
        "CA LOANS",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Blackburne Mortgage Broking",
        "Probroker Mortgage & Finance Brokers",
        "Guru Mortgage Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "The Loan Company",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Black and White Finance",
        "TAG Finance",
        "FI Collective",
        "Unconditional Finance Mortgage Brokers Sydney",
        "Australian Financial & Mortgage Solutions",
        "Surrey Road Finance",
        "Luxe Finance Group",
        "First Choice Mortgage Brokers",
        "Orange Mortgage Brokers",
        "Mortgage Choice Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.launchfinance.com.au/",
        "https://www.canstar.com.au/mortgage-brokers/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmFEWXdkblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FGOW1kakV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNME5USnJYM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2NIQXpjbWR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOMk0zRnhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJkZmJYaHVaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMWRHSmpabmcyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwd2RISnhhMnA2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaemVuUnVaR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMmN6VnNiamMyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRm9jM2hmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNGJuSTJZM1I1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwcWRGOXROMk5zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGJqaHllR3RxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGNVl6VmlOM0UwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGQyczFiRE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdabWJIUTFkakJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodVpqazNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMWFESnViamh1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNek4zcDVhemhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkc05qQTNlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOck1UQjNPR3gzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdka2EyczRibTAyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxNU1HSXhOemc1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcwME4zWjBOM05vGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5YbDJZbm93GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSd09YTTJjQRgK"
      ],
      "cited_domains": [
        "launchfinance.com.au",
        "canstar.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mortgage_broker-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A4",
      "prompt": "who is the best mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Top Mortgages",
        "Varlo Finance",
        "Base Home Loans",
        "Loan Market Bal & Associates",
        "Better Choice Mortgage Services",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "CA LOANS",
        "Blackburne Mortgage Broking",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Probroker Mortgage & Finance Brokers",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Habitat Finance",
        "Guru Mortgage Brokers Perth",
        "Orange Mortgage Brokers",
        "Broker Comparison Matrix"
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Top Mortgages",
        "Varlo Finance",
        "Base Home Loans",
        "Loan Market Bal & Associates",
        "Better Choice Mortgage Services",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "CA LOANS",
        "Blackburne Mortgage Broking",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Probroker Mortgage & Finance Brokers",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Habitat Finance",
        "Guru Mortgage Brokers Perth",
        "Orange Mortgage Brokers",
        "Broker Comparison Matrix"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Ming Finance",
        "Mortgage Choice in Perth",
        "Top Mortgages",
        "Varlo Finance",
        "Base Home Loans",
        "Loan Market Bal & Associates",
        "Better Choice Mortgage Services",
        "Strategic Mortgages Perth",
        "Elite Finance Australia - Home Loans",
        "CA LOANS",
        "Blackburne Mortgage Broking",
        "Finance 365",
        "Mortgage Broker Sydney",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Probroker Mortgage & Finance Brokers",
        "Inca Mortgage Solutions - Amy Ferguson",
        "Habitat Finance",
        "Guru Mortgage Brokers Perth",
        "Orange Mortgage Brokers",
        "Broker Comparison Matrix"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmFEWXdkblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FGOW1kakV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNME5USnJYM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOMk0zRnhOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2NIQXpjbWR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdabWJIUTFkakJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMWRHSmpabmcyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDJkZmJYaHVaZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaemVuUnVaR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMmN6VnNiamMyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwd2RISnhhMnA2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwcWRGOXROMk5zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRm9jM2hmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNGJuSTJZM1I1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGQyczFiRE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGJqaHllR3RxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMWFESnViamh1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG14M2RHNW9iQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGNVl6VmlOM0UwGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mortgage_broker-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A4",
      "prompt": "who is the best mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mortgage_broker-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A4",
      "prompt": "who is the best mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Launch Finance – self-employed home loans",
        "Mortgage Choice in Perth"
      ],
      "brands_recommended": [
        "Launch Finance – self-employed home loans",
        "Mortgage Choice in Perth"
      ],
      "brand_order": [
        "Launch Finance – self-employed home loans",
        "Mortgage Choice in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/",
        "https://www.canstar.com.au/mortgage-brokers/perth/",
        "https://www.strategicmortgagesperth.com.au/",
        "https://strawberryfinance.com.au/the-best-mortgage-broker-in-perth/",
        "https://www.blackburnemortgagebroking.com.au/",
        "https://www.launchfinance.com.au/best-mortgage-brokers-perth",
        "https://www.strategicmortgagesperth.com.au/best-mortgage-broker-perth/"
      ],
      "cited_domains": [
        "reddit.com",
        "mortgagechoice.com.au",
        "canstar.com.au",
        "strategicmortgagesperth.com.au",
        "strawberryfinance.com.au",
        "blackburnemortgagebroking.com.au",
        "launchfinance.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blackburnemortgagebroking.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mortgage_broker-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A4",
      "prompt": "who is the best mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Launch Finance – self-employed home loans",
        "Capita Finance",
        "Todd at Shoreline Financial in Fremantle"
      ],
      "brands_recommended": [
        "Launch Finance – self-employed home loans",
        "Capita Finance"
      ],
      "brand_order": [
        "Launch Finance – self-employed home loans",
        "Capita Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://www.canstar.com.au/mortgage-brokers/perth/",
        "https://best10mortgagebrokers.com.au/perth/",
        "https://broker.loanmarket.com.au/bal-and-associates/about/awardwinning-mortgage-and-finance-brokers-in-perth/",
        "https://www.strategicmortgagesperth.com.au/",
        "https://www.blackburnemortgagebroking.com.au/",
        "https://www.launchfinance.com.au/best-mortgage-brokers-perth",
        "https://www.strategicmortgagesperth.com.au/best-mortgage-broker-perth/"
      ],
      "cited_domains": [
        "reddit.com",
        "canstar.com.au",
        "best10mortgagebrokers.com.au",
        "broker.loanmarket.com.au",
        "strategicmortgagesperth.com.au",
        "blackburnemortgagebroking.com.au",
        "launchfinance.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "broker.loanmarket.com.au",
          "class": "directory"
        },
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blackburnemortgagebroking.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mortgage_broker-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A4",
      "prompt": "who is the best mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Ming Finance",
        "Better Choice Mortgage Services",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Zanda Wealth Mortgage Brokers",
        "Achievement Finance"
      ],
      "brands_recommended": [
        "Ming Finance",
        "Better Choice Mortgage Services",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Zanda Wealth Mortgage Brokers",
        "Achievement Finance"
      ],
      "brand_order": [
        "Ming Finance",
        "Better Choice Mortgage Services",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Zanda Wealth Mortgage Brokers",
        "Achievement Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mortgage-broker?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mortgage_broker-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A4",
      "prompt": "who is the best mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Ming Finance",
        "Finance 365",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Blackburne Mortgage Broking",
        "Harken Finance - Mortgage Brokers Perth",
        "Compare A Broker Directory",
        "Mortgage Choice in Perth",
        "Better Choice Mortgage Services",
        "Guru Mortgage Brokers Perth",
        "Strategic Mortgages Perth",
        "Pilbara Finance - Mortgage Broker Perth",
        "CA LOANS",
        "Probroker Mortgage & Finance Brokers",
        "Ming Finance would be my first",
        "Harken Finance",
        "Pilbara Finance"
      ],
      "brands_recommended": [
        "Ming Finance",
        "Finance 365",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Blackburne Mortgage Broking",
        "Harken Finance - Mortgage Brokers Perth",
        "Compare A Broker Directory",
        "Mortgage Choice in Perth",
        "Better Choice Mortgage Services",
        "Guru Mortgage Brokers Perth",
        "Strategic Mortgages Perth",
        "Pilbara Finance - Mortgage Broker Perth",
        "CA LOANS",
        "Probroker Mortgage & Finance Brokers",
        "Ming Finance would be my first",
        "Harken Finance",
        "Pilbara Finance"
      ],
      "brand_order": [
        "Ming Finance",
        "Finance 365",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Blackburne Mortgage Broking",
        "Harken Finance - Mortgage Brokers Perth",
        "Compare A Broker Directory",
        "Mortgage Choice in Perth",
        "Better Choice Mortgage Services",
        "Guru Mortgage Brokers Perth",
        "Strategic Mortgages Perth",
        "Pilbara Finance - Mortgage Broker Perth",
        "CA LOANS",
        "Probroker Mortgage & Finance Brokers",
        "Ming Finance would be my first",
        "Harken Finance",
        "Pilbara Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.comparebrokers.net.au/?utm_source=chatgpt.com",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "comparebrokers.net.au",
        "mortgagechoice.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "comparebrokers.net.au",
          "class": "brand-source"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mortgage_broker-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A4",
      "prompt": "who is the best mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Ming Finance",
        "The Perth Mortgage Specialist",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Diversifi",
        "Orange Mortgage and Finance Brokers Perth",
        "The Loan Company",
        "Australian Mortgage Broking",
        "Mortgage Choice in Perth",
        "Fox Mortgage Services",
        "Strategic Mortgages Perth",
        "Guru Mortgage Brokers Perth",
        "Finance 365",
        "CA LOANS",
        "Probroker Mortgage & Finance Brokers",
        "Construction loan"
      ],
      "brands_recommended": [
        "Ming Finance",
        "The Perth Mortgage Specialist",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Diversifi",
        "Orange Mortgage and Finance Brokers Perth",
        "The Loan Company",
        "Australian Mortgage Broking",
        "Mortgage Choice in Perth",
        "Fox Mortgage Services",
        "Strategic Mortgages Perth",
        "Guru Mortgage Brokers Perth",
        "Finance 365",
        "CA LOANS",
        "Probroker Mortgage & Finance Brokers",
        "Construction loan"
      ],
      "brand_order": [
        "Ming Finance",
        "The Perth Mortgage Specialist",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Diversifi",
        "Orange Mortgage and Finance Brokers Perth",
        "The Loan Company",
        "Australian Mortgage Broking",
        "Mortgage Choice in Perth",
        "Fox Mortgage Services",
        "Strategic Mortgages Perth",
        "Guru Mortgage Brokers Perth",
        "Finance 365",
        "CA LOANS",
        "Probroker Mortgage & Finance Brokers",
        "Construction loan"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://mfaa.eventsair.com/2024-mfaa-excellence-awards/wa?utm_source=chatgpt.com",
        "https://mfaa.eventsair.com/2021-mfaa-excellence-awards-submissions/wa?utm_source=chatgpt.com",
        "https://www.mfaa.com.au/news/western-australias-finest-honoured-at-the-2025-mfaa-excellence-awards?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "mfaa.eventsair.com",
        "mfaa.com.au"
      ],
      "source_classes": [
        {
          "domain": "mfaa.eventsair.com",
          "class": "third-party"
        },
        {
          "domain": "mfaa.com.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mortgage_broker-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A4",
      "prompt": "who is the best mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Mortgage Choice Perth",
        "Highly-Rated Mortgage Brokerages in Perth"
      ],
      "brands_recommended": [
        "Mortgage Choice Perth",
        "Highly-Rated Mortgage Brokerages in Perth"
      ],
      "brand_order": [
        "Mortgage Choice Perth",
        "Highly-Rated Mortgage Brokerages in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://foxmortgages.com.au/#:~:text=Navigating%20through%20the%20choice%20of%20lenders%20and,choice%20of%20products%20to%20meet%20your%20needs.",
        "https://www.orangefinance.net.au/#:~:text=When%20you're%20in%20search%20of%20a%20local,easy%20with%20our%20well-crafted%20approach%20and%20advice.",
        "https://www.osinskifinance.com.au/#:~:text=Pool%20Loans.%20OSINSKI%20FINANCE.%20FULLY%20ACCREDITED%20MORTGAGE,work%20exclusively%20for%20you%2C%20not%20the%20banks.",
        "https://foxmortgages.com.au/#:~:text=Whether%20you're%20searching%20for%20a%20%E2%80%9Cmortgage%20broker,an%20experienced%20local%20team%20on%20your%20side."
      ],
      "cited_domains": [
        "foxmortgages.com.au",
        "orangefinance.net.au",
        "osinskifinance.com.au"
      ],
      "source_classes": [
        {
          "domain": "foxmortgages.com.au",
          "class": "brand-source"
        },
        {
          "domain": "orangefinance.net.au",
          "class": "brand-source"
        },
        {
          "domain": "osinskifinance.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mortgage_broker-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A4",
      "prompt": "who is the best mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Mortgage Choice Perth"
      ],
      "brands_recommended": [
        "Mortgage Choice Perth"
      ],
      "brand_order": [
        "Mortgage Choice Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://foxmortgages.com.au/#:~:text=Fox%20Mortgage%20Services%20is%20a%20team%20of,they%20have%20can%20be%20confusing%20and%20time-consuming.",
        "https://www.orangefinance.net.au/#:~:text=When%20you're%20in%20search%20of%20a%20local,easy%20with%20our%20well-crafted%20approach%20and%20advice.",
        "https://www.osinskifinance.com.au/#:~:text=Perth%20clients%20are%20at%20ease%20with%20us,Years%20Combined%20Experience%20in%20Banking%20and%20Finance.",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth-wa-6000/#:~:text=To%20navigate%20the%20map%20with%20touch%20gestures,team%20Showing%203%20of%203%20team%20members.",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth-wa-6000/#:~:text=Unit%209%2C%208%20Welshpool%20Road%20East%20Victoria,Matthew%20Austin.%20WA%206000%20-%20Mobile%20broker.",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth-wa-6000/#:~:text=5.0%20(392%20reviews)%20Specialising%20in%3A%20Business%20lending,Shan%20Bott.%20Todd%20Kahane.%20*%20Gavin%20Rushack.",
        "https://foxmortgages.com.au/#:~:text=*%20Access%20to%20over%2030%20lenders.%20We've,available%20for%20your%20situation.%20*%20Flexible%20appointments."
      ],
      "cited_domains": [
        "foxmortgages.com.au",
        "orangefinance.net.au",
        "osinskifinance.com.au",
        "mortgagechoice.com.au"
      ],
      "source_classes": [
        {
          "domain": "foxmortgages.com.au",
          "class": "brand-source"
        },
        {
          "domain": "orangefinance.net.au",
          "class": "brand-source"
        },
        {
          "domain": "osinskifinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mortgage_broker-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A4",
      "prompt": "who is the best mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.mortgagechoice.com.au/peter.keenan/#:~:text=We're%20the%20best%20of%20the%20best%20when,sooner.%20*%20Refinancing%20Solutions%20%26%20Debt%20Consolidation.",
        "https://www.launchfinance.com.au/#:~:text=Mortgage%20Brokers%20Perth%20WA%20%7C%20Launch%20Finance.,advice%20and%20the%20right%20loan%20for%20you.",
        "https://www.launchfinance.com.au/#:~:text=Awards%20and%20tenure%20are%20not%20everything%20but,home%2C%20business%2C%20investment%2C%20SMSF%20and%20specialist%20lending.",
        "https://www.launchfinance.com.au/#:~:text=Launch%20Finance%20operates%20under%20the%20Loan%20Market,a%20panel%20of%2060%2B%20banks%20and%20lenders.",
        "https://www.theloanco.com.au/#:~:text=Mortgage%20Brokers%20Perth%20%7C%20The%20Loan%20Company.,panel1%20*%20%245%20Billion.%20of%20loans%20underwritten.",
        "https://www.theloanco.com.au/#:~:text=Mortgage%20Brokers%20Perth%20%7C%20The%20Loan%20Company.,panel1%20*%20%245%20Billion.%20of%20loans%20underwritten.",
        "https://www.blackburnemortgagebroking.com.au/#:~:text=At%20Blackburne%20Mortgage%20Broking%2C%20we%20think%20your,Find%20the%20loan%20that%20works%20for%20you.",
        "https://www.blackburnemortgagebroking.com.au/#:~:text=Mortgage%20Brokers%20Perth%20-%20Blackburne%20Mortgage%20Broking.,You%20Results%2C%20So%20You%20Can%20Enjoy%20Life."
      ],
      "cited_domains": [
        "mortgagechoice.com.au",
        "launchfinance.com.au",
        "theloanco.com.au",
        "blackburnemortgagebroking.com.au"
      ],
      "source_classes": [
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "theloanco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blackburnemortgagebroking.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mortgage_broker-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A5",
      "prompt": "recommend a good mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Varlo Finance",
        "CA LOANS",
        "Finance 365",
        "Base Home Loans",
        "Mortgage Choice in Perth",
        "Ming Finance",
        "Strategic Mortgages Perth",
        "In Mortgage & Finance Services",
        "Loan + Finance Brokers",
        "Oren Mortgages",
        "Luxe Finance Group",
        "Probroker Mortgage & Finance Brokers",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "FI Collective",
        "Pilbara Finance - Mortgage Broker Perth",
        "Elite Finance Australia - Home Loans",
        "The Loan Company",
        "The Finance Agency"
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Varlo Finance",
        "CA LOANS",
        "Finance 365",
        "Base Home Loans",
        "Mortgage Choice in Perth",
        "Ming Finance",
        "Strategic Mortgages Perth",
        "In Mortgage & Finance Services",
        "Loan + Finance Brokers",
        "Oren Mortgages",
        "Luxe Finance Group",
        "Probroker Mortgage & Finance Brokers",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "FI Collective",
        "Pilbara Finance - Mortgage Broker Perth",
        "Elite Finance Australia - Home Loans",
        "The Loan Company",
        "The Finance Agency"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Varlo Finance",
        "CA LOANS",
        "Finance 365",
        "Base Home Loans",
        "Mortgage Choice in Perth",
        "Ming Finance",
        "Strategic Mortgages Perth",
        "In Mortgage & Finance Services",
        "Loan + Finance Brokers",
        "Oren Mortgages",
        "Luxe Finance Group",
        "Probroker Mortgage & Finance Brokers",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "FI Collective",
        "Pilbara Finance - Mortgage Broker Perth",
        "Elite Finance Australia - Home Loans",
        "The Loan Company",
        "The Finance Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmFEWXdkblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2NIQXpjbWR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwd2RISnhhMnA2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRm9jM2hmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdabWJIUTFkakJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNME5USnJYM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FGOW1kakV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaemVuUnVaR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFozRTFlURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHUmtlVFJqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd1ltWm1jbmh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5YbDJZbm93GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGJqaHllR3RxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGQyczFiRE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOck1UQjNPR3gzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4eWVtdzFhelIwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMmN6VnNiamMyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodVpqazNkZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGNWNIcHdhamN5GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mortgage_broker-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A5",
      "prompt": "recommend a good mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Finance 365",
        "Varlo Finance",
        "Mortgage Choice in Perth",
        "Luxe Finance Group",
        "Ming Finance",
        "Base Home Loans",
        "Strategic Mortgages Perth",
        "Oren Mortgages",
        "In Mortgage & Finance Services",
        "CA LOANS",
        "Pilbara Finance - Mortgage Broker Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Loan + Finance Brokers",
        "Probroker Mortgage & Finance Brokers",
        "Habitat Finance",
        "The Finance Agency",
        "Amplified Lending Solutions",
        "The Loan Company",
        "Pilbara Finance",
        "Highly Rated Mortgage Brokers in Perth"
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Finance 365",
        "Varlo Finance",
        "Mortgage Choice in Perth",
        "Luxe Finance Group",
        "Ming Finance",
        "Base Home Loans",
        "Strategic Mortgages Perth",
        "Oren Mortgages",
        "In Mortgage & Finance Services",
        "CA LOANS",
        "Pilbara Finance - Mortgage Broker Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Loan + Finance Brokers",
        "Probroker Mortgage & Finance Brokers",
        "Habitat Finance",
        "The Finance Agency",
        "Amplified Lending Solutions",
        "The Loan Company",
        "Pilbara Finance",
        "Highly Rated Mortgage Brokers in Perth"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Finance 365",
        "Varlo Finance",
        "Mortgage Choice in Perth",
        "Luxe Finance Group",
        "Ming Finance",
        "Base Home Loans",
        "Strategic Mortgages Perth",
        "Oren Mortgages",
        "In Mortgage & Finance Services",
        "CA LOANS",
        "Pilbara Finance - Mortgage Broker Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Loan + Finance Brokers",
        "Probroker Mortgage & Finance Brokers",
        "Habitat Finance",
        "The Finance Agency",
        "Amplified Lending Solutions",
        "The Loan Company",
        "Pilbara Finance",
        "Highly Rated Mortgage Brokers in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmFEWXdkblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRm9jM2hmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2NIQXpjbWR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNME5USnJYM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5YbDJZbm93GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FGOW1kakV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdabWJIUTFkakJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaemVuUnVaR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd1ltWm1jbmh0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFozRTFlURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwd2RISnhhMnA2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4eWVtdzFhelIwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGQyczFiRE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHUmtlVFJqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGJqaHllR3RxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG14M2RHNW9iQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGNWNIcHdhamN5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdU9IUm1aR3gyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodVpqazNkZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mortgage_broker-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A5",
      "prompt": "recommend a good mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Shoreline Financial"
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Shoreline Financial"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Shoreline Financial"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1qufjni/mortgage_broker_recommendations/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmFEWXdkblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mortgage_broker-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A5",
      "prompt": "recommend a good mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmFEWXdkblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5YbDJZbm93GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FGOW1kakV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdabWJIUTFkakJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwd2RISnhhMnA2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4eWVtdzFhelIwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRm9jM2hmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2NIQXpjbWR6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVltMWliWGt6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMWFESnViamh1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMmN6VnNiamMyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodE1ISmlOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNME5USnJYM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaemVuUnVaR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME56ZDRialJ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGNWNIcHdhamN5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGQyczFiRE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2VXeDZjV013GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0NVkzUm5aRFo2GAo"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mortgage_broker-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A5",
      "prompt": "recommend a good mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Capita Finance",
        "Highly Recommended Perth Brokers"
      ],
      "brands_recommended": [
        "Capita Finance",
        "Highly Recommended Perth Brokers"
      ],
      "brand_order": [
        "Capita Finance",
        "Highly Recommended Perth Brokers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/",
        "https://strawberryfinance.com.au/the-best-mortgage-broker-in-perth/",
        "https://www.strategicmortgagesperth.com.au/",
        "https://foxmortgages.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "mortgagechoice.com.au",
        "strawberryfinance.com.au",
        "strategicmortgagesperth.com.au",
        "foxmortgages.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "foxmortgages.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mortgage_broker-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A5",
      "prompt": "recommend a good mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Mortgage Choice in Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Highly Recommended Perth Brokers"
      ],
      "brands_recommended": [
        "Mortgage Choice in Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Highly Recommended Perth Brokers"
      ],
      "brand_order": [
        "Mortgage Choice in Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Highly Recommended Perth Brokers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://www.reddit.com/r/perth/comments/1qufjni/mortgage_broker_recommendations/",
        "https://www.orangefinance.net.au/",
        "https://www.canstar.com.au/mortgage-brokers/perth/",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/",
        "https://perthmortgagespecialist.com.au/",
        "https://strawberryfinance.com.au/the-best-mortgage-broker-in-perth/",
        "https://www.moneysavingexpert.com/mortgages/best-mortgages-cashback/"
      ],
      "cited_domains": [
        "reddit.com",
        "orangefinance.net.au",
        "canstar.com.au",
        "mortgagechoice.com.au",
        "perthmortgagespecialist.com.au",
        "strawberryfinance.com.au",
        "moneysavingexpert.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "orangefinance.net.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthmortgagespecialist.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "moneysavingexpert.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mortgage_broker-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A5",
      "prompt": "recommend a good mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Subiaco, WA, Australia",
        "Recommended Perth mortgage brokers to consider"
      ],
      "brands_recommended": [
        "Subiaco, WA, Australia",
        "Recommended Perth mortgage brokers to consider"
      ],
      "brand_order": [
        "Subiaco, WA, Australia",
        "Recommended Perth mortgage brokers to consider"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/mortgage-broker?utm_source=chatgpt.com",
        "https://www.ratemyagent.com.au/finance/western-australia/perth-wa/mortgage-brokers?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.mortgagebrokers.com.au/perth?utm_source=chatgpt.com",
        "https://www.comparebrokers.net.au/?utm_source=chatgpt.com",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/?utm_source=chatgpt.com",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth-wa-6000/?utm_source=chatgpt.com",
        "https://www.ratemyagent.com.au/finance/perth-wa-6000/mortgage-brokers?utm_source=chatgpt.com",
        "https://www.finder.com.au/mortgage-brokers/mortgage-brokers-perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/16947/mortgage-broker?utm_source=chatgpt.com",
        "https://brokerpages.com.au/suburb/perth-wa-6000/?utm_source=chatgpt.com",
        "https://trustedmortgagebrokers.com.au/locations/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wordofmouth.com.au",
        "ratemyagent.com.au",
        "productreview.com.au",
        "mortgagebrokers.com.au",
        "comparebrokers.net.au",
        "mortgagechoice.com.au",
        "finder.com.au",
        "brokerpages.com.au",
        "trustedmortgagebrokers.com.au"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "ratemyagent.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "comparebrokers.net.au",
          "class": "directory"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "finder.com.au",
          "class": "directory"
        },
        {
          "domain": "brokerpages.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trustedmortgagebrokers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mortgage_broker-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A5",
      "prompt": "recommend a good mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Ming Finance",
        "Finance 365",
        "Orange Mortgage and Finance Brokers Perth",
        "Base Home Loans",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Mortgage Choice in Perth",
        "Guru Mortgage Brokers Perth",
        "Loan + Finance Brokers",
        "Strategic Mortgages Perth",
        "Optimum Homes Finance Group",
        "Pilbara Finance - Mortgage Broker Perth",
        "CA LOANS",
        "MFAA Accredited Broker",
        "Pilbara Finance"
      ],
      "brands_recommended": [
        "Ming Finance",
        "Finance 365",
        "Orange Mortgage and Finance Brokers Perth",
        "Base Home Loans",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Mortgage Choice in Perth",
        "Guru Mortgage Brokers Perth",
        "Loan + Finance Brokers",
        "Strategic Mortgages Perth",
        "Optimum Homes Finance Group",
        "Pilbara Finance - Mortgage Broker Perth",
        "CA LOANS",
        "MFAA Accredited Broker",
        "Pilbara Finance"
      ],
      "brand_order": [
        "Ming Finance",
        "Finance 365",
        "Orange Mortgage and Finance Brokers Perth",
        "Base Home Loans",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Mortgage Choice in Perth",
        "Guru Mortgage Brokers Perth",
        "Loan + Finance Brokers",
        "Strategic Mortgages Perth",
        "Optimum Homes Finance Group",
        "Pilbara Finance - Mortgage Broker Perth",
        "CA LOANS",
        "MFAA Accredited Broker",
        "Pilbara Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://findabroker.mfaa.com.au/?utm_source=chatgpt.com",
        "https://findabroker.mfaa.com.au/buying-your-home/?utm_source=chatgpt.com",
        "https://www.mfaa.com.au/news/western-australia-winners-announced-at-the-2026-mfaa-excellence-awards?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "findabroker.mfaa.com.au",
        "mfaa.com.au"
      ],
      "source_classes": [
        {
          "domain": "findabroker.mfaa.com.au",
          "class": "third-party"
        },
        {
          "domain": "mfaa.com.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mortgage_broker-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A5",
      "prompt": "recommend a good mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Ming Finance",
        "Finance 365",
        "Mortgage Choice in Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Harken Finance - Mortgage Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "Guru Mortgage Brokers Perth",
        "Loan + Finance Brokers",
        "Strategic Mortgages Perth",
        "Pilbara Finance - Mortgage Broker Perth",
        "Optimum Homes Finance Group",
        "MFAA's official broker directory",
        "Harken Finance",
        "Pilbara Finance"
      ],
      "brands_recommended": [
        "Ming Finance",
        "Finance 365",
        "Mortgage Choice in Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Harken Finance - Mortgage Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "Guru Mortgage Brokers Perth",
        "Loan + Finance Brokers",
        "Strategic Mortgages Perth",
        "Pilbara Finance - Mortgage Broker Perth",
        "Optimum Homes Finance Group",
        "MFAA's official broker directory",
        "Harken Finance",
        "Pilbara Finance"
      ],
      "brand_order": [
        "Ming Finance",
        "Finance 365",
        "Mortgage Choice in Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Harken Finance - Mortgage Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "Guru Mortgage Brokers Perth",
        "Loan + Finance Brokers",
        "Strategic Mortgages Perth",
        "Pilbara Finance - Mortgage Broker Perth",
        "Optimum Homes Finance Group",
        "MFAA's official broker directory",
        "Harken Finance",
        "Pilbara Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mortgagechoice.com.au/peter.keenan/?utm_source=chatgpt.com",
        "https://findabroker.mfaa.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "mortgagechoice.com.au",
        "findabroker.mfaa.com.au"
      ],
      "source_classes": [
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findabroker.mfaa.com.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mortgage_broker-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A5",
      "prompt": "recommend a good mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Launch Finance",
        "Orange Mortgage and Finance Brokers Perth"
      ],
      "brands_recommended": [
        "Launch Finance",
        "Orange Mortgage and Finance Brokers Perth"
      ],
      "brand_order": [
        "Launch Finance",
        "Orange Mortgage and Finance Brokers Perth"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mortgage_broker-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A5",
      "prompt": "recommend a good mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Blackburne Mortgage Broking",
        "Mortgage Choice in Perth",
        "Mortgage Choice Perth",
        "Fox Mortgage Services"
      ],
      "brands_recommended": [
        "Blackburne Mortgage Broking",
        "Mortgage Choice in Perth",
        "Mortgage Choice Perth",
        "Fox Mortgage Services"
      ],
      "brand_order": [
        "Blackburne Mortgage Broking",
        "Mortgage Choice in Perth",
        "Mortgage Choice Perth",
        "Fox Mortgage Services"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mortgage_broker-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-A5",
      "prompt": "recommend a good mortgage broker in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mortgage_broker-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B1",
      "prompt": "best mortgage broker in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "FinanceCorp Consultation Booking",
        "Tredi Finance Initial Consultation Calendar",
        "Strategic Mortgages Perth",
        "Mortgage Choice in Perth",
        "FinanceCorp",
        "Tredi Finance"
      ],
      "brands_recommended": [
        "FinanceCorp Consultation Booking",
        "Tredi Finance Initial Consultation Calendar",
        "Strategic Mortgages Perth",
        "Mortgage Choice in Perth",
        "FinanceCorp",
        "Tredi Finance"
      ],
      "brand_order": [
        "FinanceCorp Consultation Booking",
        "Tredi Finance Initial Consultation Calendar",
        "Strategic Mortgages Perth",
        "Mortgage Choice in Perth",
        "FinanceCorp",
        "Tredi Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/",
        "https://www.kntcrm.com/widget/booking/COoq6FSG9NcywXdSoVSC",
        "https://www.tredifinance.com/booking-calendar/initial-consultation?utm_source=google&utm_medium=book_button&utm_campaign=Initial+Consultation"
      ],
      "cited_domains": [
        "mortgagechoice.com.au",
        "kntcrm.com",
        "tredifinance.com"
      ],
      "source_classes": [
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kntcrm.com",
          "class": "brand-source"
        },
        {
          "domain": "tredifinance.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mortgage_broker-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B1",
      "prompt": "best mortgage broker in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Top Mortgages",
        "Mortgage Choice in Perth",
        "The Perth Mortgage Specialist"
      ],
      "brands_recommended": [
        "Top Mortgages",
        "Mortgage Choice in Perth",
        "The Perth Mortgage Specialist"
      ],
      "brand_order": [
        "Top Mortgages",
        "Mortgage Choice in Perth",
        "The Perth Mortgage Specialist"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mortgagechoice.com.au/peter.keenan/our-services/first-home-buyers/",
        "https://perthmortgagespecialist.com.au/",
        "https://best10mortgagebrokers.com.au/perth/",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdOMk0zRnhOURgK"
      ],
      "cited_domains": [
        "mortgagechoice.com.au",
        "perthmortgagespecialist.com.au",
        "best10mortgagebrokers.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthmortgagespecialist.com.au",
          "class": "brand-source"
        },
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mortgage_broker-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B1",
      "prompt": "best mortgage broker in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Mortgage Choice in Perth",
        "The Perth Mortgage Specialist"
      ],
      "brands_recommended": [
        "Mortgage Choice in Perth",
        "The Perth Mortgage Specialist"
      ],
      "brand_order": [
        "Mortgage Choice in Perth",
        "The Perth Mortgage Specialist"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mortgagechoice.com.au/peter.keenan/our-services/first-home-buyers/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNME5USnJYM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo"
      ],
      "cited_domains": [
        "mortgagechoice.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mortgage_broker-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B1",
      "prompt": "best mortgage broker in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth",
        "Strategic Mortgages Perth",
        "Strawberry Finance",
        "Zanda Wealth Mortgage Brokers",
        "Best 10 Mortgage Brokers",
        "Mortgage Choice Perth CBD"
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth",
        "Strategic Mortgages Perth",
        "Strawberry Finance",
        "Zanda Wealth Mortgage Brokers",
        "Best 10 Mortgage Brokers",
        "Mortgage Choice Perth CBD"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth",
        "Strategic Mortgages Perth",
        "Strawberry Finance",
        "Zanda Wealth Mortgage Brokers",
        "Best 10 Mortgage Brokers",
        "Mortgage Choice Perth CBD"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mortgagechoice.com.au/peter.keenan/our-services/first-home-buyers/",
        "https://www.orangefinance.net.au/",
        "https://perthmortgagespecialist.com.au/",
        "https://best10mortgagebrokers.com.au/perth/",
        "https://strawberryfinance.com.au/first-home-buyer-mortgage-broker-perth/",
        "https://www.canstar.com.au/mortgage-brokers/perth/",
        "https://www.strategicmortgagesperth.com.au/",
        "https://www.launchfinance.com.au/best-mortgage-brokers-perth",
        "https://zandawealth.com.au/first-home-buyers-loan-perth/",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth-wa-6000/",
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/"
      ],
      "cited_domains": [
        "mortgagechoice.com.au",
        "orangefinance.net.au",
        "perthmortgagespecialist.com.au",
        "best10mortgagebrokers.com.au",
        "strawberryfinance.com.au",
        "canstar.com.au",
        "strategicmortgagesperth.com.au",
        "launchfinance.com.au",
        "zandawealth.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "orangefinance.net.au",
          "class": "brand-source"
        },
        {
          "domain": "perthmortgagespecialist.com.au",
          "class": "brand-source"
        },
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "directory"
        },
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "directory"
        },
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "zandawealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mortgage_broker-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B1",
      "prompt": "best mortgage broker in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Mortgage Choice in Perth"
      ],
      "brands_recommended": [
        "Mortgage Choice in Perth"
      ],
      "brand_order": [
        "Mortgage Choice in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://best10mortgagebrokers.com.au/perth/",
        "https://strawberryfinance.com.au/the-best-mortgage-broker-in-perth/",
        "https://www.launchfinance.com.au/best-mortgage-brokers-perth",
        "https://zandawealth.com.au/first-home-buyers-loan-perth/",
        "https://www.mortgagechoice.com.au/peter.keenan/"
      ],
      "cited_domains": [
        "reddit.com",
        "best10mortgagebrokers.com.au",
        "strawberryfinance.com.au",
        "launchfinance.com.au",
        "zandawealth.com.au",
        "mortgagechoice.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "zandawealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mortgage_broker-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B1",
      "prompt": "best mortgage broker in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Base Home Loans",
        "Shoreline Financial",
        "Launch Finance – self-employed home loans"
      ],
      "brands_recommended": [
        "Base Home Loans",
        "Shoreline Financial",
        "Launch Finance – self-employed home loans"
      ],
      "brand_order": [
        "Base Home Loans",
        "Shoreline Financial",
        "Launch Finance – self-employed home loans"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://www.reddit.com/r/perth/comments/1mifoze/first_home_buyer_looking_for_advice/",
        "https://www.mortgagechoice.com.au/peter.keenan/our-services/first-home-buyers/",
        "https://www.reddit.com/r/perth/comments/1qufjni/mortgage_broker_recommendations/",
        "https://strawberryfinance.com.au/the-best-mortgage-broker-in-perth/",
        "https://www.launchfinance.com.au/best-mortgage-brokers-perth",
        "https://basehomeloans.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "mortgagechoice.com.au",
        "strawberryfinance.com.au",
        "launchfinance.com.au",
        "basehomeloans.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "basehomeloans.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mortgage_broker-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B1",
      "prompt": "best mortgage broker in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Jagdish Karnavat - Reliance Home Loans Perth",
        "First Home Buyers Australia (FHBA)",
        "106 brokers",
        "423 brokers",
        "Orange Mortgage"
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Jagdish Karnavat - Reliance Home Loans Perth",
        "First Home Buyers Australia (FHBA)",
        "106 brokers",
        "423 brokers",
        "Orange Mortgage"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Jagdish Karnavat - Reliance Home Loans Perth",
        "First Home Buyers Australia (FHBA)",
        "106 brokers",
        "423 brokers",
        "Orange Mortgage"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/?utm_source=chatgpt.com",
        "https://www.comparebrokers.net.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "mortgagechoice.com.au",
        "comparebrokers.net.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "comparebrokers.net.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mortgage_broker-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B1",
      "prompt": "best mortgage broker in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Habitat Finance",
        "Resolve Finance - Perth",
        "Mortgage Choice in Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Loan + Finance Brokers",
        "Finance My Home",
        "Homeli Finance",
        "National Home Finance"
      ],
      "brands_recommended": [
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Habitat Finance",
        "Resolve Finance - Perth",
        "Mortgage Choice in Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Loan + Finance Brokers",
        "Finance My Home",
        "Homeli Finance",
        "National Home Finance"
      ],
      "brand_order": [
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Habitat Finance",
        "Resolve Finance - Perth",
        "Mortgage Choice in Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Loan + Finance Brokers",
        "Finance My Home",
        "Homeli Finance",
        "National Home Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "mortgagechoice.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mortgage_broker-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B1",
      "prompt": "best mortgage broker in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth",
        "Habitat Finance",
        "Base Home Loans",
        "Perth mortgage broker"
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth",
        "Habitat Finance",
        "Base Home Loans",
        "Perth mortgage broker"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth",
        "Habitat Finance",
        "Base Home Loans",
        "Perth mortgage broker"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mortgageaustralia.com.au/mortgagebroker/wilsonti/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/inca-mortgage-solutions-perth-mortgage-broker-amy-ferguson-168381400478947?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-mortgage-broker-group-166566307174697?utm_source=chatgpt.com",
        "https://findabroker.mfaa.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "mortgageaustralia.com.au",
        "reviews.birdeye.com",
        "findabroker.mfaa.com.au"
      ],
      "source_classes": [
        {
          "domain": "mortgageaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "findabroker.mfaa.com.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mortgage_broker-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B1",
      "prompt": "best mortgage broker in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://zandawealth.com.au/first-home-buyers-loan-perth/#:~:text=Loan%20Pre-Approval%3A%20Understand%20your%20borrowing%20capacity%20and,to%20proceed%2C%20giving%20you%20a%20competitive%20edge.",
        "https://zandawealth.com.au/first-home-buyers-loan-perth/#:~:text=Essentials%20for%20Your%20First%20Home%20Loan%20in,you%20make%20the%20most%20of%20every%20opportunity.",
        "https://www.orangefinance.net.au/#:~:text=When%20you're%20in%20search%20of%20a%20local,easy%20with%20our%20well-crafted%20approach%20and%20advice.",
        "https://www.osinskifinance.com.au/#:~:text=Our%20Network%20%26%20Key%20Relationships.%20Mortgage%20broking,VALUED%20CLIENT%20TESTIMONIALS.%20*%20Featured%20Leading%20Lenders.",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth-wa-6000/#:~:text=To%20navigate%20the%20map%20with%20touch%20gestures,team%20Showing%203%20of%203%20team%20members.",
        "https://zandawealth.com.au/first-home-buyers-loan-perth/#:~:text=Additional%20schemes%2C%20such%20as%20the%20First%20Home,home%20buyers%20to%20structure%20your%20application%20correctly.",
        "https://zandawealth.com.au/first-home-buyers-loan-perth/#:~:text=Essentials%20for%20Your%20First%20Home%20Loan%20in,you%20make%20the%20most%20of%20every%20opportunity."
      ],
      "cited_domains": [
        "zandawealth.com.au",
        "orangefinance.net.au",
        "osinskifinance.com.au",
        "mortgagechoice.com.au"
      ],
      "source_classes": [
        {
          "domain": "zandawealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "orangefinance.net.au",
          "class": "brand-source"
        },
        {
          "domain": "osinskifinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mortgage_broker-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B1",
      "prompt": "best mortgage broker in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://zandawealth.com.au/first-home-buyers-loan-perth/#:~:text=Starting%20your%20property%20journey%20as%20a%20first,we%20help%20you%20move%20forward%20with%20confidence.",
        "https://zandawealth.com.au/first-home-buyers-loan-perth/#:~:text=First%20Home%20Buyers%20Loan%20Perth%2C%20WA.%20Welcome,loan%20Perth%20options%20to%20suit%20your%20needs.",
        "https://www.orangefinance.net.au/#:~:text=When%20you're%20in%20search%20of%20a%20local,easy%20with%20our%20well-crafted%20approach%20and%20advice.",
        "https://www.osinskifinance.com.au/#:~:text=Our%20Approach.%20Osinski%20Finance%20takes%20a%20unique,alike%2C%20and%20neither%20are%20their%20financial%20circumstances.",
        "https://zandawealth.com.au/first-home-buyers-loan-perth/#:~:text=Home%20Buyer%20Schemes.%20Additional%20schemes%2C%20such%20as,home%20buyers%20to%20structure%20your%20application%20correctly."
      ],
      "cited_domains": [
        "zandawealth.com.au",
        "orangefinance.net.au",
        "osinskifinance.com.au"
      ],
      "source_classes": [
        {
          "domain": "zandawealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "orangefinance.net.au",
          "class": "brand-source"
        },
        {
          "domain": "osinskifinance.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mortgage_broker-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B1",
      "prompt": "best mortgage broker in Perth for first home buyers",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://zandawealth.com.au/first-home-buyers-loan-perth/#:~:text=Essentials%20for%20Your%20First%20Home%20Loan%20in,you%20make%20the%20most%20of%20every%20opportunity.",
        "https://strawberryfinance.com.au/first-home-buyer-mortgage-broker-perth/#:~:text=*%20WHY%20CHOOSE%20STRAWBERRY%20FINANCE%3F%20*%20Policy-Based,results%20you%20can%20trust.%20*%20End-to-End%20Support.",
        "https://strawberryfinance.com.au/first-home-buyer-mortgage-broker-perth/#:~:text=We%20help%20you%20understand%20deposit%20requirements%2C%20LMI,Home%20in%20Perth%20*%20Assess%20Your%20Position.",
        "https://broker.loanmarket.com.au/bal-and-associates/about/awardwinning-mortgage-and-finance-brokers-in-perth/#:~:text=Why%20choose%20us%20to%20be%20your%20mortgage,Residential%20Broker%202020%20-%20Balpreet%20Singh%20Bal.",
        "https://broker.loanmarket.com.au/bal-and-associates/about/awardwinning-mortgage-and-finance-brokers-in-perth/#:~:text=We%20understand%20that%20everyone's%20situation%20is%20different,the%20big%204%20banks%20to%20niche%20lenders.",
        "https://www.theloanco.com.au/#:~:text=Mortgage%20Brokers%20Perth%20%7C%20The%20Loan%20Company.,panel1%20*%20%245%20Billion.%20of%20loans%20underwritten.",
        "https://www.theloanco.com.au/#:~:text=%22Both%20Brad%20and%20Nikita%20have%20made%20purchasing,without%20them!%20Thanks%20guys%20%F0%9F%98%8A%22%20Read%20More.",
        "https://zandawealth.com.au/first-home-buyers-loan-perth/#:~:text=First%20Home%20Buyers%20Loan%20Perth%2C%20WA.%20Welcome,loan%20Perth%20options%20to%20suit%20your%20needs.",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth-wa-6000/#:~:text=Unit%209%2C%208%20Welshpool%20Road%20East%20Victoria,Matthew%20Austin.%20WA%206000%20-%20Mobile%20broker.",
        "https://zandawealth.com.au/first-home-buyers-loan-perth/#:~:text=Saving%20for%20a%20Deposit%3A%20With%20our%20guidance%2C,to%20proceed%2C%20giving%20you%20a%20competitive%20edge.",
        "https://zandawealth.com.au/first-home-buyers-loan-perth/#:~:text=Additional%20schemes%2C%20such%20as%20the%20First%20Home,home%20buyers%20to%20structure%20your%20application%20correctly."
      ],
      "cited_domains": [
        "zandawealth.com.au",
        "strawberryfinance.com.au",
        "broker.loanmarket.com.au",
        "theloanco.com.au",
        "mortgagechoice.com.au"
      ],
      "source_classes": [
        {
          "domain": "zandawealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "broker.loanmarket.com.au",
          "class": "directory"
        },
        {
          "domain": "theloanco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mortgage_broker-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B2",
      "prompt": "mortgage broker Perth for self employed applicants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "FBAA (Finance Brokers Association of Australia)"
      ],
      "brands_recommended": [
        "FBAA (Finance Brokers Association of Australia)"
      ],
      "brand_order": [
        "FBAA (Finance Brokers Association of Australia)"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://strawberryfinance.com.au/home-loan-for-self-employed-perth-2026/",
        "https://www.canstar.com.au/mortgage-brokers/perth/",
        "https://www.osinskifinance.com.au/",
        "https://proteger.com.au/home-loans-perth/business-owner-self-employed-home-loans-perth/"
      ],
      "cited_domains": [
        "strawberryfinance.com.au",
        "canstar.com.au",
        "osinskifinance.com.au",
        "proteger.com.au"
      ],
      "source_classes": [
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "directory"
        },
        {
          "domain": "osinskifinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "proteger.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mortgage_broker-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B2",
      "prompt": "mortgage broker Perth for self employed applicants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://chatfieldconsulting.com.au/",
        "https://chatfieldconsulting.com.au/team/",
        "https://www.liberty.com.au/home-loans/low-doc-home-loans-perth",
        "https://strawberryfinance.com.au/resources/low-doc-loan/",
        "https://strawberryfinance.com.au/home-loan-for-self-employed-perth-2026/",
        "https://www.facebook.com/chatfieldconsulting/",
        "https://www.reddit.com/r/perth/comments/1o5dp7k/mortgage_broker_for_self_employed/"
      ],
      "cited_domains": [
        "chatfieldconsulting.com.au",
        "liberty.com.au",
        "strawberryfinance.com.au",
        "facebook.com",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "chatfieldconsulting.com.au",
          "class": "brand-source"
        },
        {
          "domain": "liberty.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mortgage_broker-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B2",
      "prompt": "mortgage broker Perth for self employed applicants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://strawberryfinance.com.au/home-loan-for-self-employed-perth-2026/",
        "https://proteger.com.au/home-loans-perth/business-owner-self-employed-home-loans-perth/",
        "https://www.launchfinance.com.au/best-mortgage-brokers-perth",
        "https://www.reddit.com/r/perth/comments/1o5dp7k/mortgage_broker_for_self_employed/"
      ],
      "cited_domains": [
        "strawberryfinance.com.au",
        "proteger.com.au",
        "launchfinance.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "proteger.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mortgage_broker-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B2",
      "prompt": "mortgage broker Perth for self employed applicants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mortgage_broker-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B2",
      "prompt": "mortgage broker Perth for self employed applicants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Launch Finance – self-employed home loans",
        "Beyond Broking",
        "1-Year Financials",
        "Orange Mortgage and Finance Brokers Perth"
      ],
      "brands_recommended": [
        "Launch Finance – self-employed home loans",
        "Beyond Broking",
        "1-Year Financials",
        "Orange Mortgage and Finance Brokers Perth"
      ],
      "brand_order": [
        "Launch Finance – self-employed home loans",
        "Beyond Broking",
        "1-Year Financials",
        "Orange Mortgage and Finance Brokers Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://strawberryfinance.com.au/home-loan-for-self-employed-perth-2026/",
        "https://www.reddit.com/r/perth/comments/1o5dp7k/mortgage_broker_for_self_employed/",
        "https://beyondbroking.com.au/",
        "https://www.launchfinance.com.au/",
        "https://www.orangefinance.net.au/"
      ],
      "cited_domains": [
        "strawberryfinance.com.au",
        "reddit.com",
        "beyondbroking.com.au",
        "launchfinance.com.au",
        "orangefinance.net.au"
      ],
      "source_classes": [
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "beyondbroking.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "orangefinance.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mortgage_broker-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B2",
      "prompt": "mortgage broker Perth for self employed applicants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mortgage_broker-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B2",
      "prompt": "mortgage broker Perth for self employed applicants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Ming Finance",
        "FI Collective",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Harken Finance - Mortgage Brokers Perth",
        "Matched Finance – self-employed home loans",
        "Launch Finance – self-employed home loans",
        "Aspire Loan Specialists",
        "Matched Finance",
        "Mortgage Broker Perth by Natloans",
        "Launch Finance",
        "Achievement Finance"
      ],
      "brands_recommended": [
        "Ming Finance",
        "FI Collective",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Harken Finance - Mortgage Brokers Perth",
        "Matched Finance – self-employed home loans",
        "Launch Finance – self-employed home loans",
        "Aspire Loan Specialists",
        "Matched Finance",
        "Mortgage Broker Perth by Natloans",
        "Launch Finance",
        "Achievement Finance"
      ],
      "brand_order": [
        "Ming Finance",
        "FI Collective",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Harken Finance - Mortgage Brokers Perth",
        "Matched Finance – self-employed home loans",
        "Launch Finance – self-employed home loans",
        "Aspire Loan Specialists",
        "Matched Finance",
        "Mortgage Broker Perth by Natloans",
        "Launch Finance",
        "Achievement Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.matchedfinance.com.au/home-loans-self-employed?utm_source=chatgpt.com",
        "https://mortgagebrokerperth.com.au/self-employed-loans-perth/?utm_source=chatgpt.com",
        "https://www.launchfinance.com.au/home-loans-self-employed-perth?utm_source=chatgpt.com",
        "https://aspireloans.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "matchedfinance.com.au",
        "mortgagebrokerperth.com.au",
        "launchfinance.com.au",
        "aspireloans.com.au"
      ],
      "source_classes": [
        {
          "domain": "matchedfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mortgagebrokerperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aspireloans.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mortgage_broker-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B2",
      "prompt": "mortgage broker Perth for self employed applicants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Oren Mortgages",
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Orange Mortgage and Finance Brokers Perth",
        "Matched Finance – self-employed home loans",
        "Launch Finance – self-employed home loans",
        "CA LOANS",
        "Elite Finance Australia - Home Loans",
        "Mortgage Choice in Perth",
        "Optimum Homes Finance Group",
        "Home Loan Solutions",
        "Strategic Mortgages Perth",
        "Specialists I'd also contact",
        "Elite Finance Australia"
      ],
      "brands_recommended": [
        "Oren Mortgages",
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Orange Mortgage and Finance Brokers Perth",
        "Matched Finance – self-employed home loans",
        "Launch Finance – self-employed home loans",
        "CA LOANS",
        "Elite Finance Australia - Home Loans",
        "Mortgage Choice in Perth",
        "Optimum Homes Finance Group",
        "Home Loan Solutions",
        "Strategic Mortgages Perth",
        "Specialists I'd also contact",
        "Elite Finance Australia"
      ],
      "brand_order": [
        "Oren Mortgages",
        "The Perth Mortgage Specialist",
        "Base Home Loans",
        "Orange Mortgage and Finance Brokers Perth",
        "Matched Finance – self-employed home loans",
        "Launch Finance – self-employed home loans",
        "CA LOANS",
        "Elite Finance Australia - Home Loans",
        "Mortgage Choice in Perth",
        "Optimum Homes Finance Group",
        "Home Loan Solutions",
        "Strategic Mortgages Perth",
        "Specialists I'd also contact",
        "Elite Finance Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.orenmortgages.com.au/?utm_source=chatgpt.com",
        "https://www.matchedfinance.com.au/home-loans-self-employed?utm_source=chatgpt.com",
        "https://www.launchfinance.com.au/home-loans-self-employed-perth?utm_source=chatgpt.com",
        "https://www.launchfinance.com.au/low-doc-home-loans-perth?utm_source=chatgpt.com",
        "https://vervelending.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "orenmortgages.com.au",
        "matchedfinance.com.au",
        "launchfinance.com.au",
        "vervelending.au"
      ],
      "source_classes": [
        {
          "domain": "orenmortgages.com.au",
          "class": "brand-source"
        },
        {
          "domain": "matchedfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vervelending.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mortgage_broker-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B2",
      "prompt": "mortgage broker Perth for self employed applicants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Matched Finance – self-employed home loans",
        "Joondalup, WA, Australia",
        "Subiaco, WA, Australia | 7C Centro Ave, Subiaco WA 6008",
        "Orange Mortgage and Finance Brokers Perth",
        "Matched Finance",
        "Aspire Loan Specialists"
      ],
      "brands_recommended": [
        "Matched Finance – self-employed home loans",
        "Joondalup, WA, Australia",
        "Subiaco, WA, Australia | 7C Centro Ave, Subiaco WA 6008",
        "Orange Mortgage and Finance Brokers Perth",
        "Matched Finance",
        "Aspire Loan Specialists"
      ],
      "brand_order": [
        "Matched Finance – self-employed home loans",
        "Joondalup, WA, Australia",
        "Subiaco, WA, Australia | 7C Centro Ave, Subiaco WA 6008",
        "Orange Mortgage and Finance Brokers Perth",
        "Matched Finance",
        "Aspire Loan Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://vervelending.au/?utm_source=chatgpt.com",
        "https://www.matchedfinance.com.au/home-loans-self-employed?utm_source=chatgpt.com",
        "https://enchargecapital.com.au/?utm_source=chatgpt.com",
        "https://aspireloans.com.au/?utm_source=chatgpt.com",
        "https://probroker.com.au/self-employed-solutions/?utm_source=chatgpt.com",
        "https://mortgagebrokerperth.com.au/self-employed-loans-perth/?utm_source=chatgpt.com",
        "https://www.finder.com.au/mortgage-brokers/mortgage-brokers-perth?utm_source=chatgpt.com",
        "https://www.bobthebroker.com.au/self-employed-home-loans-perth?utm_source=chatgpt.com",
        "https://wannafinance.com.au/?utm_source=chatgpt.com",
        "https://www.comparebrokers.net.au/?utm_source=chatgpt.com",
        "https://kowlooninvestments.com/mortgages/?utm_source=chatgpt.com",
        "https://mogulcandf.com.au/faq/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "vervelending.au",
        "matchedfinance.com.au",
        "enchargecapital.com.au",
        "aspireloans.com.au",
        "probroker.com.au",
        "mortgagebrokerperth.com.au",
        "finder.com.au",
        "bobthebroker.com.au",
        "wannafinance.com.au",
        "comparebrokers.net.au",
        "kowlooninvestments.com",
        "mogulcandf.com.au"
      ],
      "source_classes": [
        {
          "domain": "vervelending.au",
          "class": "brand-source"
        },
        {
          "domain": "matchedfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "enchargecapital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aspireloans.com.au",
          "class": "brand-source"
        },
        {
          "domain": "probroker.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mortgagebrokerperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "finder.com.au",
          "class": "directory"
        },
        {
          "domain": "bobthebroker.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wannafinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "comparebrokers.net.au",
          "class": "brand-source"
        },
        {
          "domain": "kowlooninvestments.com",
          "class": "third-party"
        },
        {
          "domain": "mogulcandf.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mortgage_broker-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B2",
      "prompt": "mortgage broker Perth for self employed applicants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Key Options and Specialists in Perth"
      ],
      "brands_recommended": [
        "Key Options and Specialists in Perth"
      ],
      "brand_order": [
        "Key Options and Specialists in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://limemortgagebrokers.com.au/how-to-get-a-home-loan-if-you-are-self-employed/#:~:text=The%20good%20news%20is%20that%20being%20self-employed,Australia%20navigate%20the%20lending%20process%20with%20confidence.",
        "https://limemortgagebrokers.com.au/how-to-get-a-home-loan-if-you-are-self-employed/#:~:text=The%20good%20news%20is%20that%20being%20self-employed,Australia%20navigate%20the%20lending%20process%20with%20confidence.",
        "https://limemortgagebrokers.com.au/how-to-get-a-home-loan-if-you-are-self-employed/#:~:text=The%20good%20news%20is%20that%20being%20self-employed,Australia%20navigate%20the%20lending%20process%20with%20confidence.",
        "https://nationwest.com.au/home_loan_brokers_perth.html#:~:text=Compare%20loans%2C%20from%20our%20growing%20list%20of,through%20the%20lenders%20system%2C%20to%20minimise%20holdups.",
        "https://solveitfinance.com.au/self-employed-home-loans/#:~:text=We%20are%20dedicated%20to%20helping%20business%20owners,flexible%20lending%20solutions%20tailored%20for%20self-employed%20borrowers.",
        "https://solveitfinance.com.au/self-employed-home-loans/#:~:text=How%20We%20Solve%20It.%20At%20Solve%20It,how%20we%20help%3A%20%E2%9C%85%20Alternative%20Documentation%20Options.",
        "https://finance48.com.au/home-loans-perth/self-employed/#:~:text=Did%20you%20know%20that%2017%25%20of%20Aussies,involved%20in%20getting%20you%20into%20your%20home.",
        "https://solveitfinance.com.au/self-employed-home-loans/#:~:text=How%20We%20Solve%20It.%20At%20Solve%20It,how%20we%20help%3A%20%E2%9C%85%20Alternative%20Documentation%20Options.",
        "https://limemortgagebrokers.com.au/how-to-get-a-home-loan-if-you-are-self-employed/#:~:text=Working%20with%20an%20experienced%20mortgage%20broker%20can,business%20bank%20statements%20and%20possibly%20BAS%20statements."
      ],
      "cited_domains": [
        "limemortgagebrokers.com.au",
        "nationwest.com.au",
        "solveitfinance.com.au",
        "finance48.com.au"
      ],
      "source_classes": [
        {
          "domain": "limemortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nationwest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solveitfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "finance48.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mortgage_broker-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B2",
      "prompt": "mortgage broker Perth for self employed applicants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://limemortgagebrokers.com.au/how-to-get-a-home-loan-if-you-are-self-employed/#:~:text=While%20lenders%20usually%20require%20more%20documentation%20than,preparation%20can%20improve%20your%20chances%20of%20approval.",
        "https://solveitfinance.com.au/self-employed-home-loans/#:~:text=We%20work%20with%20a%20panel%20of%20lenders,income%20verification.%20%E2%9C%85%20Access%20to%20Specialist%20Lenders.",
        "https://limemortgagebrokers.com.au/how-to-get-a-home-loan-if-you-are-self-employed/#:~:text=While%20lenders%20usually%20require%20more%20documentation%20than,preparation%20can%20improve%20your%20chances%20of%20approval.",
        "https://finance48.com.au/home-loans-perth/self-employed/#:~:text=As%20your%20self-employed%20finance%20partner%2C%20we'll%20get,our%20home%20loan%20finance%20team%20in%20Perth.",
        "https://solveitfinance.com.au/self-employed-home-loans/#:~:text=We%20are%20dedicated%20to%20helping%20business%20owners,flexible%20lending%20solutions%20tailored%20for%20self-employed%20borrowers.",
        "https://www.simplifilending.com.au/services/home-loans-for-self-employed-borrowers#:~:text=Some%20of%20the%20most%20common%20requirements%20are,returns%20and%20financials%20for%20self%20employed%20applicants.",
        "https://www.simplifilending.com.au/services/home-loans-for-self-employed-borrowers#:~:text=If%20you%20are%20a%20sole%20trader%2C%20this,ATO%20to%20go%20with%20your%20personal%20returns."
      ],
      "cited_domains": [
        "limemortgagebrokers.com.au",
        "solveitfinance.com.au",
        "finance48.com.au",
        "simplifilending.com.au"
      ],
      "source_classes": [
        {
          "domain": "limemortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solveitfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "finance48.com.au",
          "class": "brand-source"
        },
        {
          "domain": "simplifilending.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mortgage_broker-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B2",
      "prompt": "mortgage broker Perth for self employed applicants",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://limemortgagebrokers.com.au/how-to-get-a-home-loan-if-you-are-self-employed/#:~:text=The%20good%20news%20is%20that%20being%20self-employed,Australia%20navigate%20the%20lending%20process%20with%20confidence.",
        "https://limemortgagebrokers.com.au/how-to-get-a-home-loan-if-you-are-self-employed/#:~:text=Due%20to%20the%20complexity%20of%20the%20information%2C,financials%20and%20tax%20returns%20is%20our%20specialty.",
        "https://finance48.com.au/home-loans-perth/self-employed/",
        "https://vividfinancial.com.au/self-employed/#:~:text=How%20Vivid%20Can%20Help%20*%20Self-Employed%20Loans.,suit%20your%20needs.%20*%20Low%20Documentation%20Loans.",
        "https://www.loan-monster.com.au/#:~:text=Meet%20the%20Team.%20Pay%20Us%20A%20Visit.,take%20a%20look%20at%20your%20loan%20options.",
        "https://limemortgagebrokers.com.au/how-to-get-a-home-loan-if-you-are-self-employed/#:~:text=WHAT%20YOU%20NEED%20TO%20DO%20RIGHT%20NOW,what%20financing%20options%20are%20available%20to%20you."
      ],
      "cited_domains": [
        "limemortgagebrokers.com.au",
        "finance48.com.au",
        "vividfinancial.com.au",
        "loan-monster.com.au"
      ],
      "source_classes": [
        {
          "domain": "limemortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "finance48.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vividfinancial.com.au",
          "class": "brand-source"
        },
        {
          "domain": "loan-monster.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mortgage_broker-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B3",
      "prompt": "most trusted mortgage broker Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/resolve-finance",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/",
        "https://www.facebook.com/resolvefinance/",
        "https://brokerpages.com.au/company/inovayt/",
        "https://www.reddit.com/r/perth/comments/1qufjni/mortgage_broker_recommendations/",
        "https://www.reddit.com/r/perth/comments/1o9q44b/mortgage_broker_recommendations/",
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/"
      ],
      "cited_domains": [
        "productreview.com.au",
        "mortgagechoice.com.au",
        "facebook.com",
        "brokerpages.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "brokerpages.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mortgage_broker-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B3",
      "prompt": "most trusted mortgage broker Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.orangefinance.net.au/",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/",
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://www.reddit.com/r/perth/comments/1qufjni/mortgage_broker_recommendations/",
        "https://www.reddit.com/r/perth/comments/1o9q44b/mortgage_broker_recommendations/"
      ],
      "cited_domains": [
        "orangefinance.net.au",
        "mortgagechoice.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "orangefinance.net.au",
          "class": "brand-source"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mortgage_broker-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B3",
      "prompt": "most trusted mortgage broker Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Mortgages Perth",
        "Rarebreed Finance",
        "Mortgage Choice Perth",
        "Highly Rated Perth Mortgage Specialists"
      ],
      "brands_recommended": [
        "Strategic Mortgages Perth",
        "Rarebreed Finance",
        "Mortgage Choice Perth",
        "Highly Rated Perth Mortgage Specialists"
      ],
      "brand_order": [
        "Strategic Mortgages Perth",
        "Rarebreed Finance",
        "Mortgage Choice Perth",
        "Highly Rated Perth Mortgage Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.strategicmortgagesperth.com.au/",
        "https://best10mortgagebrokers.com.au/perth/",
        "https://www.mortgagechoice.com.au/peter.keenan/reviews/",
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/"
      ],
      "cited_domains": [
        "strategicmortgagesperth.com.au",
        "best10mortgagebrokers.com.au",
        "mortgagechoice.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mortgage_broker-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B3",
      "prompt": "most trusted mortgage broker Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Mortgage Choice in Perth",
        "Capita Finance",
        "Highly Recommended Perth Brokers"
      ],
      "brands_recommended": [
        "Mortgage Choice in Perth",
        "Capita Finance",
        "Highly Recommended Perth Brokers"
      ],
      "brand_order": [
        "Mortgage Choice in Perth",
        "Capita Finance",
        "Highly Recommended Perth Brokers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://www.canstar.com.au/mortgage-brokers/perth/",
        "https://www.facebook.com/groups/317401988864040/posts/1660340231236869/"
      ],
      "cited_domains": [
        "reddit.com",
        "canstar.com.au",
        "facebook.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mortgage_broker-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B3",
      "prompt": "most trusted mortgage broker Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mortgage_broker-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B3",
      "prompt": "most trusted mortgage broker Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Community-Recommended Brokers",
        "Todd at Shoreline Financial"
      ],
      "brands_recommended": [
        "Community-Recommended Brokers",
        "Todd at Shoreline Financial"
      ],
      "brand_order": [
        "Community-Recommended Brokers",
        "Todd at Shoreline Financial"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://www.strategicmortgagesperth.com.au/",
        "https://best10mortgagebrokers.com.au/perth/",
        "https://www.strategicmortgagesperth.com.au/best-mortgage-broker-perth/",
        "https://www.mortgagechoice.com.au/peter.keenan/reviews/",
        "https://broker.loanmarket.com.au/bal-and-associates/about/awardwinning-mortgage-and-finance-brokers-in-perth/"
      ],
      "cited_domains": [
        "reddit.com",
        "strategicmortgagesperth.com.au",
        "best10mortgagebrokers.com.au",
        "mortgagechoice.com.au",
        "broker.loanmarket.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "broker.loanmarket.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mortgage_broker-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B3",
      "prompt": "most trusted mortgage broker Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Ming Finance",
        "The Perth Mortgage Specialist",
        "Orange Mortgage and Finance Brokers Perth",
        "Finance 365",
        "Harken Finance - Mortgage Brokers Perth",
        "Harrisdale, WA, Australia | 21 Cheltenham Approach, Harrisdale WA 6112",
        "Central Lending Solutions"
      ],
      "brands_recommended": [
        "Ming Finance",
        "The Perth Mortgage Specialist",
        "Orange Mortgage and Finance Brokers Perth",
        "Finance 365",
        "Harken Finance - Mortgage Brokers Perth",
        "Harrisdale, WA, Australia | 21 Cheltenham Approach, Harrisdale WA 6112",
        "Central Lending Solutions"
      ],
      "brand_order": [
        "Ming Finance",
        "The Perth Mortgage Specialist",
        "Orange Mortgage and Finance Brokers Perth",
        "Finance 365",
        "Harken Finance - Mortgage Brokers Perth",
        "Harrisdale, WA, Australia | 21 Cheltenham Approach, Harrisdale WA 6112",
        "Central Lending Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.ratemyagent.com.au/finance/western-australia/perth-wa/mortgage-brokers?utm_source=chatgpt.com",
        "https://www.centrallendingsolutions.com.au/reviews/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mortgage-broker?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/16947/mortgage-broker?utm_source=chatgpt.com",
        "https://www.ratemyagent.com.au/finance/perth-wa-6000/mortgage-brokers?utm_source=chatgpt.com",
        "https://www.ratemyagent.com.au/finance/western-australia/perth-wa/mortgage-brokers/page-2?utm_source=chatgpt.com",
        "https://www.comparebrokers.net.au/?utm_source=chatgpt.com",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth-wa-6000/?utm_source=chatgpt.com",
        "https://au.trustpilot.com/review/foxmortgages.com.au?utm_source=chatgpt.com",
        "https://trustedmortgagebrokers.com.au/locations/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-mortgage-broker-group-166566307174697?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "ratemyagent.com.au",
        "centrallendingsolutions.com.au",
        "productreview.com.au",
        "wordofmouth.com.au",
        "comparebrokers.net.au",
        "mortgagechoice.com.au",
        "au.trustpilot.com",
        "trustedmortgagebrokers.com.au",
        "reviews.birdeye.com"
      ],
      "source_classes": [
        {
          "domain": "ratemyagent.com.au",
          "class": "directory"
        },
        {
          "domain": "centrallendingsolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "comparebrokers.net.au",
          "class": "directory"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "au.trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "trustedmortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mortgage_broker-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B3",
      "prompt": "most trusted mortgage broker Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Varlo Finance",
        "Orange Mortgage and Finance Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "The Perth Mortgage Specialist",
        "Harrisdale, WA, Australia | 21 Cheltenham Approach, Harrisdale WA 6112",
        "Mortgage Choice in Perth",
        "Luxe Finance Group",
        "Matched Finance",
        "Loan + Finance Brokers",
        "Boutique Finance Perth",
        "Strategic Mortgages Perth",
        "Optimum Homes Finance Group",
        "Quantum Finance Australia"
      ],
      "brands_recommended": [
        "Varlo Finance",
        "Orange Mortgage and Finance Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "The Perth Mortgage Specialist",
        "Harrisdale, WA, Australia | 21 Cheltenham Approach, Harrisdale WA 6112",
        "Mortgage Choice in Perth",
        "Luxe Finance Group",
        "Matched Finance",
        "Loan + Finance Brokers",
        "Boutique Finance Perth",
        "Strategic Mortgages Perth",
        "Optimum Homes Finance Group",
        "Quantum Finance Australia"
      ],
      "brand_order": [
        "Varlo Finance",
        "Orange Mortgage and Finance Brokers Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "The Perth Mortgage Specialist",
        "Harrisdale, WA, Australia | 21 Cheltenham Approach, Harrisdale WA 6112",
        "Mortgage Choice in Perth",
        "Luxe Finance Group",
        "Matched Finance",
        "Loan + Finance Brokers",
        "Boutique Finance Perth",
        "Strategic Mortgages Perth",
        "Optimum Homes Finance Group",
        "Quantum Finance Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.ratemyagent.com.au/finance/western-australia/perth-wa/mortgage-brokers?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "ratemyagent.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "ratemyagent.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mortgage_broker-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B3",
      "prompt": "most trusted mortgage broker Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Ming Finance",
        "Finance 365",
        "Jagdish Karnavat - Reliance Home Loans Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Harrisdale, WA, Australia | 21 Cheltenham Approach, Harrisdale WA 6112",
        "Mortgage Choice in Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "Loan + Finance Brokers",
        "Strategic Mortgages Perth",
        "Pilbara Finance - Mortgage Broker Perth",
        "Optimum Homes Finance Group",
        "Pilbara Finance",
        "Achievement Finance"
      ],
      "brands_recommended": [
        "Ming Finance",
        "Finance 365",
        "Jagdish Karnavat - Reliance Home Loans Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Harrisdale, WA, Australia | 21 Cheltenham Approach, Harrisdale WA 6112",
        "Mortgage Choice in Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "Loan + Finance Brokers",
        "Strategic Mortgages Perth",
        "Pilbara Finance - Mortgage Broker Perth",
        "Optimum Homes Finance Group",
        "Pilbara Finance",
        "Achievement Finance"
      ],
      "brand_order": [
        "Ming Finance",
        "Finance 365",
        "Jagdish Karnavat - Reliance Home Loans Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Harrisdale, WA, Australia | 21 Cheltenham Approach, Harrisdale WA 6112",
        "Mortgage Choice in Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Base Home Loans",
        "Loan + Finance Brokers",
        "Strategic Mortgages Perth",
        "Pilbara Finance - Mortgage Broker Perth",
        "Optimum Homes Finance Group",
        "Pilbara Finance",
        "Achievement Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.canstar.com.au/mortgage-brokers/perth/?utm_source=chatgpt.com",
        "https://findabroker.mfaa.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "canstar.com.au",
        "findabroker.mfaa.com.au"
      ],
      "source_classes": [
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findabroker.mfaa.com.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mortgage_broker-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B3",
      "prompt": "most trusted mortgage broker Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.strategicmortgagesperth.com.au/best-mortgage-broker-perth/#:~:text=Trent%20Fleskens%20is%20the%20Managing%20Director%20of,experience%20in%20the%20Western%20Australian%20property%20market.",
        "https://www.osinskifinance.com.au/#:~:text=Osinski%20Finance%20Wins%20the%202024%20RKCC%20SME,the%20Rockingham%20Kwinana%20Chamber%20of%20Commerce%20(RKCC)!",
        "https://www.ratemyagent.com.au/finance/western-australia/perth-wa/mortgage-brokers#:~:text=Accolades.%20Bilingual%20info.%20mail%20Contact.%20View%20Diana,Director%20%7C%20Licensee.%20star%205.0%20(60%20reviews)"
      ],
      "cited_domains": [
        "strategicmortgagesperth.com.au",
        "osinskifinance.com.au",
        "ratemyagent.com.au"
      ],
      "source_classes": [
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "osinskifinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ratemyagent.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mortgage_broker-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B3",
      "prompt": "most trusted mortgage broker Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/mortgage-broker#:~:text=Word%20of%20Mouth%20mortgage%20brokers%20in%20Perth,terrific%20help%20all%20the%20way%20through%20the",
        "https://www.wordofmouth.com.au/wa/perth/mortgage-broker#:~:text=Mortgage%20brokers%20in%20Perth%20who%20have%20earned,high%20customer%20ratings%20across%20a%20calendar%20year.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=Natloans%20is%20widely%20regarded%20as%20a%20top,mortgage%20broker%20Perth%20residents%20can%20rely%20on.",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth-wa-6000/#:~:text=To%20navigate%20the%20map%20with%20touch%20gestures,team%20Showing%203%20of%203%20team%20members.",
        "https://www.osinskifinance.com.au/#:~:text=Pool%20Loans.%20OSINSKI%20FINANCE.%20FULLY%20ACCREDITED%20MORTGAGE,work%20exclusively%20for%20you%2C%20not%20the%20banks.",
        "https://www.orangefinance.net.au/#:~:text=He%20secured%20the%20best%20rates%20and%20products,his%20advice.%20Construction%20Loan.%20Steven%20%E2%80%93%20Wilson."
      ],
      "cited_domains": [
        "wordofmouth.com.au",
        "best10mortgagebrokers.com.au",
        "mortgagechoice.com.au",
        "osinskifinance.com.au",
        "orangefinance.net.au"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "osinskifinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "orangefinance.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mortgage_broker-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B3",
      "prompt": "most trusted mortgage broker Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Zanda Wealth Mortgage Brokers",
        "Orange Mortgage and Finance Brokers Perth",
        "Individually Top-Ranked Brokers",
        "Mortgage & Finance Association of Australia",
        "Finance Brokers Association of Australia"
      ],
      "brands_recommended": [
        "Zanda Wealth Mortgage Brokers",
        "Orange Mortgage and Finance Brokers Perth",
        "Individually Top-Ranked Brokers",
        "Mortgage & Finance Association of Australia",
        "Finance Brokers Association of Australia"
      ],
      "brand_order": [
        "Zanda Wealth Mortgage Brokers",
        "Orange Mortgage and Finance Brokers Perth",
        "Individually Top-Ranked Brokers",
        "Mortgage & Finance Association of Australia",
        "Finance Brokers Association of Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://best10mortgagebrokers.com.au/perth/#:~:text=Austin%20and%20Zanda%20Wealth%20Mortgage%20Brokers%20operate,on%20providing%20quality%20information%20to%20his%20clients.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=The%20team%20brings%20over%20100%20years%20of,multiple%20market%20cycles%20and%20changing%20lending%20conditions.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=With%20more%20than%20800%20five-star%20Google%20reviews%2C,interest%20rates%2C%20loan%20features%20and%20lending%20policies.",
        "https://www.orangefinance.net.au/#:~:text=We%20pride%20ourselves%20on%20our%20transparency%20and,relationships%20based%20on%20trust%20and%20mutual%20respect.",
        "https://best10mortgagebrokers.com.au/perth/#:~:text=This%20level%20of%20verified%20feedback%20provides%20confidence,circumstances%2C%20rather%20than%20limited%20or%20one-size-fits-all%20options."
      ],
      "cited_domains": [
        "best10mortgagebrokers.com.au",
        "orangefinance.net.au"
      ],
      "source_classes": [
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "orangefinance.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mortgage_broker-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B4",
      "prompt": "should I use a Perth mortgage broker or go direct to the bank",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Using a Perth Mortgage Broker"
      ],
      "brands_recommended": [
        "Using a Perth Mortgage Broker"
      ],
      "brand_order": [
        "Using a Perth Mortgage Broker"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/home-loans/using-a-mortgage-broker",
        "https://www.canstar.com.au/home-loans/mortgage-broker-vs-bank/",
        "https://scfsolutions.com.au/blog/mortgage-broker-vs-bank/",
        "https://strawberryfinance.com.au/bank-vs-mortgage-broker-perth-2026/"
      ],
      "cited_domains": [
        "moneysmart.gov.au",
        "canstar.com.au",
        "scfsolutions.com.au",
        "strawberryfinance.com.au"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "canstar.com.au",
          "class": "directory"
        },
        {
          "domain": "scfsolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mortgage_broker-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B4",
      "prompt": "should I use a Perth mortgage broker or go direct to the bank",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Legal Duty"
      ],
      "brands_recommended": [
        "Legal Duty"
      ],
      "brand_order": [
        "Legal Duty"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.centrallendingsolutions.com.au/insights/mortgage-broker-vs-bank/",
        "https://strawberryfinance.com.au/bank-vs-mortgage-broker-perth-2026/",
        "https://www.afmsgroup.com.au/should-i-use-a-mortgage-broker/",
        "https://www.launchfinance.com.au/mortgage-broker-vs-bank-perth"
      ],
      "cited_domains": [
        "centrallendingsolutions.com.au",
        "strawberryfinance.com.au",
        "afmsgroup.com.au",
        "launchfinance.com.au"
      ],
      "source_classes": [
        {
          "domain": "centrallendingsolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "afmsgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mortgage_broker-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B4",
      "prompt": "should I use a Perth mortgage broker or go direct to the bank",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Legal Obligation"
      ],
      "brands_recommended": [
        "Legal Obligation"
      ],
      "brand_order": [
        "Legal Obligation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.centrallendingsolutions.com.au/insights/mortgage-broker-vs-bank/",
        "https://www.launchfinance.com.au/mortgage-broker-vs-bank-perth"
      ],
      "cited_domains": [
        "centrallendingsolutions.com.au",
        "launchfinance.com.au"
      ],
      "source_classes": [
        {
          "domain": "centrallendingsolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mortgage_broker-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B4",
      "prompt": "should I use a Perth mortgage broker or go direct to the bank",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/AusPropertyChat/comments/1jsm2ts/mortgage_broker_or_direct_with_bank/",
        "https://www.centrallendingsolutions.com.au/insights/mortgage-broker-vs-bank/",
        "https://strawberryfinance.com.au/bank-vs-mortgage-broker-perth-2026/",
        "https://mortgages-plus.com.au/post/mortgage-brokers-vs-banks",
        "https://www.afmsgroup.com.au/should-i-use-a-mortgage-broker/",
        "https://www.facebook.com/groups/449524955817843/posts/2087582618678727/",
        "https://everstonefinance.com.au/mortgage-broker-vs-bank/",
        "https://ausindfinancial.com.au/should-i-use-a-mortgage-broker-or-do-it-myself/",
        "https://satoriadvisory.com.au/should-you-use-a-mortgage-broker/",
        "https://www.launchfinance.com.au/mortgage-broker-vs-bank-perth"
      ],
      "cited_domains": [
        "reddit.com",
        "centrallendingsolutions.com.au",
        "strawberryfinance.com.au",
        "mortgages-plus.com.au",
        "afmsgroup.com.au",
        "facebook.com",
        "everstonefinance.com.au",
        "ausindfinancial.com.au",
        "satoriadvisory.com.au",
        "launchfinance.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "centrallendingsolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mortgages-plus.com.au",
          "class": "brand-source"
        },
        {
          "domain": "afmsgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "everstonefinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ausindfinancial.com.au",
          "class": "brand-source"
        },
        {
          "domain": "satoriadvisory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mortgage_broker-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B4",
      "prompt": "should I use a Perth mortgage broker or go direct to the bank",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth mortgage broker"
      ],
      "brands_recommended": [
        "Perth mortgage broker"
      ],
      "brand_order": [
        "Perth mortgage broker"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mortgage_broker-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B4",
      "prompt": "should I use a Perth mortgage broker or go direct to the bank",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Official Moneysmart Guidance",
        "Central Lending Solutions Analysis"
      ],
      "brands_recommended": [
        "Official Moneysmart Guidance",
        "Central Lending Solutions Analysis"
      ],
      "brand_order": [
        "Official Moneysmart Guidance",
        "Central Lending Solutions Analysis"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/AusFinance/comments/1vld065/first_home_buyers_should_we_go_to_a_mortgage/",
        "https://www.centrallendingsolutions.com.au/insights/mortgage-broker-vs-bank/",
        "https://moneysmart.gov.au/home-loans/using-a-mortgage-broker",
        "https://mortgages-plus.com.au/post/mortgage-brokers-vs-banks",
        "https://www.facebook.com/groups/449524955817843/posts/2087582618678727/",
        "https://stanfordfinancial.com.au/news/why-use-a-mortgage-broker-instead-of-going-direct-to-a-bank/",
        "https://www.afmsgroup.com.au/should-i-use-a-mortgage-broker/",
        "https://foxmortgages.com.au/mortgage-broker-vs-bank/",
        "https://watsonwealth.com.au/mortgage-brokers-vs-banks-which-is-better-for-your-home-loan/",
        "https://www.vividpropertyperth.com.au/perth-property-buying-news/mortgage-broker-vs-bank/",
        "https://www.launchfinance.com.au/mortgage-broker-vs-bank-perth"
      ],
      "cited_domains": [
        "reddit.com",
        "centrallendingsolutions.com.au",
        "moneysmart.gov.au",
        "mortgages-plus.com.au",
        "facebook.com",
        "stanfordfinancial.com.au",
        "afmsgroup.com.au",
        "foxmortgages.com.au",
        "watsonwealth.com.au",
        "vividpropertyperth.com.au",
        "launchfinance.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "centrallendingsolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "mortgages-plus.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "stanfordfinancial.com.au",
          "class": "brand-source"
        },
        {
          "domain": "afmsgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "foxmortgages.com.au",
          "class": "brand-source"
        },
        {
          "domain": "watsonwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vividpropertyperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mortgage_broker-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B4",
      "prompt": "should I use a Perth mortgage broker or go direct to the bank",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Strategic Mortgages Perth",
        "Speak to one reputable mortgage broker."
      ],
      "brands_recommended": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Strategic Mortgages Perth"
      ],
      "brand_order": [
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Strategic Mortgages Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.canstar.com.au/home-loans/mortgage-broker-vs-bank?utm_source=chatgpt.com",
        "https://www.moneytools.com.au/blog/mortgage-broker-vs-bank-australia?utm_source=chatgpt.com",
        "https://www.finder.com.au/mortgage-brokers/mortgage-broker-vs-banks-home-loans?utm_source=chatgpt.com",
        "https://foxmortgages.com.au/perth-mortgage-broker-vs-bank/?utm_source=chatgpt.com",
        "https://www.canstar.com.au/home-loans/mortgage-broker-vs-bank/?utm_source=chatgpt.com",
        "https://www.strategicmortgagesperth.com.au/perth-mortgage-guides/mortgage-broker-vs-bank-perth-borrowers-switching/?utm_source=chatgpt.com",
        "https://strawberryfinance.com.au/bank-vs-mortgage-broker-perth-2026/?utm_source=chatgpt.com",
        "https://propertyfinancehelp.com.au/blog/mortgage-broker-vs-bank?utm_source=chatgpt.com",
        "https://www.havenli.com.au/blog/mortgage-broker-vs-lender-first-home?utm_source=chatgpt.com",
        "https://www.vividpropertyperth.com.au/perth-property-buying-news/mortgage-broker-vs-bank/?utm_source=chatgpt.com",
        "https://financeagency.com.au/blog-what-does-a-mortgage-broker-in-perth-do/?utm_source=chatgpt.com",
        "https://lendera.com.au/broker-vs-bank-direct.html?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "canstar.com.au",
        "moneytools.com.au",
        "finder.com.au",
        "foxmortgages.com.au",
        "strategicmortgagesperth.com.au",
        "strawberryfinance.com.au",
        "propertyfinancehelp.com.au",
        "havenli.com.au",
        "vividpropertyperth.com.au",
        "financeagency.com.au",
        "lendera.com.au"
      ],
      "source_classes": [
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "moneytools.com.au",
          "class": "brand-source"
        },
        {
          "domain": "finder.com.au",
          "class": "directory"
        },
        {
          "domain": "foxmortgages.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertyfinancehelp.com.au",
          "class": "brand-source"
        },
        {
          "domain": "havenli.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vividpropertyperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "financeagency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lendera.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mortgage_broker-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B4",
      "prompt": "should I use a Perth mortgage broker or go direct to the bank",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Talk to one good broker",
        "Broker vs bank"
      ],
      "brands_recommended": [
        "Talk to one good broker",
        "Broker vs bank"
      ],
      "brand_order": [
        "Talk to one good broker",
        "Broker vs bank"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/home-loans/using-a-mortgage-broker?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/home-loans/choosing-a-home-loan?utm_source=chatgpt.com",
        "https://static.moneysmart.gov.au/files/publications/credit-loans-and-debt.pdf?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "moneysmart.gov.au",
        "static.moneysmart.gov.au"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "static.moneysmart.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mortgage_broker-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B4",
      "prompt": "should I use a Perth mortgage broker or go direct to the bank",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "The Perth Mortgage Specialist",
        "Strategic Mortgages Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Broker vs bank direct"
      ],
      "brands_recommended": [
        "The Perth Mortgage Specialist",
        "Strategic Mortgages Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Broker vs bank direct"
      ],
      "brand_order": [
        "The Perth Mortgage Specialist",
        "Strategic Mortgages Perth",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "Broker vs bank direct"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://moneysmart.gov.au/home-loans/using-a-mortgage-broker?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/home-loans/choosing-a-home-loan?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/financial-advice-costs?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/online-safety/using-comparison-websites?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/financial-advice/choosing-a-financial-adviser?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/supporting-first-nations-people-with-money-matters/bank-accounts?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/home-loans?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/banking/transaction-accounts-and-debit-cards?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/home-loans/switching-home-loans?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/home-loans/buying-a-house?utm_source=chatgpt.com",
        "https://moneysmart.gov.au/home-loans/mortgage-calculator?utm_source=chatgpt.com",
        "https://foxmortgages.com.au/perth-mortgage-broker-vs-bank/?utm_source=chatgpt.com",
        "https://www.centrallendingsolutions.com.au/services/mortgage-broker-perth/?utm_source=chatgpt.com",
        "https://www.launchfinance.com.au/?utm_source=chatgpt.com",
        "https://www.loanmarket.com.au/perth-mortgage-brokers/?utm_source=chatgpt.com",
        "https://tfptax.com.au/blog/mortgage-broker/?utm_source=chatgpt.com",
        "https://www.quantumfinance.com.au/?utm_source=chatgpt.com",
        "https://www.comparebrokers.net.au/?utm_source=chatgpt.com",
        "https://jackwell.com.au/?utm_source=chatgpt.com",
        "https://orlafinance.com.au/mortgage-broker/perth-wa?utm_source=chatgpt.com",
        "https://www.strategicmortgagesperth.com.au/perth-mortgage-guides/broad-panel-mortgage-broker-compare-rates/?utm_source=chatgpt.com",
        "https://www.finder.com.au/mortgage-brokers/mortgage-brokers-perth?utm_source=chatgpt.com",
        "https://australianloanbrokers.com.au/mortgage-broker/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "moneysmart.gov.au",
        "foxmortgages.com.au",
        "centrallendingsolutions.com.au",
        "launchfinance.com.au",
        "loanmarket.com.au",
        "tfptax.com.au",
        "quantumfinance.com.au",
        "comparebrokers.net.au",
        "jackwell.com.au",
        "orlafinance.com.au",
        "strategicmortgagesperth.com.au",
        "finder.com.au",
        "australianloanbrokers.com.au"
      ],
      "source_classes": [
        {
          "domain": "moneysmart.gov.au",
          "class": "third-party"
        },
        {
          "domain": "foxmortgages.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centrallendingsolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "launchfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "loanmarket.com.au",
          "class": "directory"
        },
        {
          "domain": "tfptax.com.au",
          "class": "brand-source"
        },
        {
          "domain": "quantumfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "comparebrokers.net.au",
          "class": "brand-source"
        },
        {
          "domain": "jackwell.com.au",
          "class": "brand-source"
        },
        {
          "domain": "orlafinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "finder.com.au",
          "class": "directory"
        },
        {
          "domain": "australianloanbrokers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mortgage_broker-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B4",
      "prompt": "should I use a Perth mortgage broker or go direct to the bank",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://jlfs.co.uk/is-it-better-to-use-a-mortgage-broker-or-go-direct-to-a-bank#:~:text=Advantages%20of%20going%20directly%20to%20a%20bank.,you%20special%20rates%20because%20you're%20their%20customer.",
        "https://www.finder.com.au/mortgage-brokers/mortgage-broker-vs-banks-home-loans#:~:text=Key%20takeaways.%20*%20A%20mortgage%20broker%20can,bank%2C%20and%20lenders%20from%20across%20the%20market.",
        "https://www.pepper.money/blog/should-i-use-a-mortgage-broker-or-a-bank/#:~:text=Self-employed.%20Being%20self-employed%20can%20make%20it%20harder,which%20lenders%20accept%20different%20forms%20of%20proof.",
        "https://peelfinancebrokers.com.au/mortgage-broker-vs-bank/#:~:text=They%20handle%20much%20of%20the%20paperwork%20and,can%20focus%20on%20finding%20the%20right%20home.",
        "https://jlfs.co.uk/is-it-better-to-use-a-mortgage-broker-or-go-direct-to-a-bank#:~:text=Advantages%20of%20going%20directly%20to%20a%20bank.,you%20special%20rates%20because%20you're%20their%20customer.",
        "https://www.canstar.com.au/home-loans/mortgage-broker-vs-bank/#:~:text=Possible%20pros%20of%20going%20directly%20to%20a,a%20broker%20would%20not%20recommend%20to%20you.",
        "https://www.finder.com.au/mortgage-brokers/mortgage-broker-vs-banks-home-loans#:~:text=For%20the%20most%20part%2C%20mortgage%20brokers%20do,Mortgage%20brokers%20mostly%20get%20paid%20through%20banks.",
        "https://www.canstar.com.au/home-loans/mortgage-broker-vs-bank/#:~:text=Brokers%20do%20not%20have%20access%20to%20every,still%20favour%20a%20particular%20bank%20or%20lender."
      ],
      "cited_domains": [
        "jlfs.co.uk",
        "finder.com.au",
        "pepper.money",
        "peelfinancebrokers.com.au",
        "canstar.com.au"
      ],
      "source_classes": [
        {
          "domain": "jlfs.co.uk",
          "class": "third-party"
        },
        {
          "domain": "finder.com.au",
          "class": "directory"
        },
        {
          "domain": "pepper.money",
          "class": "third-party"
        },
        {
          "domain": "peelfinancebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mortgage_broker-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B4",
      "prompt": "should I use a Perth mortgage broker or go direct to the bank",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Legal Obligations"
      ],
      "brands_recommended": [
        "Legal Obligations"
      ],
      "brand_order": [
        "Legal Obligations"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mortgageeducators.com/917-mortgage-broker-vs-bank#:~:text=By%20researching%20your%20options%20and%20considering%20factors,them%20carefully%20before%20making%20your%20final%20choice.",
        "https://momentumwealth.com.au/articles/bank-vs-mortgage-broker-which-is-best/#:~:text=A%20major%20advantage%20of%20working%20with%20a,weaknesses%20of%20each%20before%20making%20a%20recommendation.",
        "https://momentumwealth.com.au/articles/bank-vs-mortgage-broker-which-is-best/#:~:text=In%20today's%20lending%20landscape%2C%20flexibility%20can%20make,wider%20network%20of%20lenders%20and%20tailored%20guidance.",
        "https://www.redfin.com/blog/mortgage-broker-vs-direct-lender/#:~:text=Instead%20of%20filling%20out%20multiple%20applications%2C%20a,to%20approach%20several%20lenders%20on%20your%20behalf.",
        "https://www.reddit.com/r/AskAnAussieBroker/comments/1s8jaxt/is_going_through_a_mortgage_broker_worth_it_or/#:~:text=My%20personal%20experience%20made%20me%20realise%20that,Simple%20file%20%3D%20broker%20can%20be%20great."
      ],
      "cited_domains": [
        "mortgageeducators.com",
        "momentumwealth.com.au",
        "redfin.com",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "mortgageeducators.com",
          "class": "third-party"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "redfin.com",
          "class": "third-party"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mortgage_broker-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B4",
      "prompt": "should I use a Perth mortgage broker or go direct to the bank",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Using a Perth Mortgage Broker",
        "Legal Duty"
      ],
      "brands_recommended": [
        "Using a Perth Mortgage Broker",
        "Legal Duty"
      ],
      "brand_order": [
        "Using a Perth Mortgage Broker",
        "Legal Duty"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.finder.com.au/mortgage-brokers/mortgage-broker-vs-banks-home-loans#:~:text=But%20you%20can%20definitely%20find%20a%20great,cons%20of%20using%20a%20mortgage%20broker.%20Pros.",
        "https://www.finder.com.au/mortgage-brokers/mortgage-broker-vs-banks-home-loans#:~:text=Cons.%20*%20Fewer%20options%20to%20compare.%20Brokers,a%20panel%20of%20lenders%20(usually%20around%2030).",
        "https://momentumwealth.com.au/articles/bank-vs-mortgage-broker-which-is-best/#:~:text=A%20major%20advantage%20of%20working%20with%20a,weaknesses%20of%20each%20before%20making%20a%20recommendation.",
        "https://www.finder.com.au/mortgage-brokers/mortgage-broker-vs-banks-home-loans#:~:text=But%20you%20can%20definitely%20find%20a%20great,cons%20of%20using%20a%20mortgage%20broker.%20Pros.",
        "https://www.finder.com.au/mortgage-brokers/mortgage-broker-vs-banks-home-loans#:~:text=A%20good%20broker%20knows%20the%20nuances%20of,you%20through%20the%20application%2C%20increasing%20your%20chances.",
        "https://www.uswitch.com/mortgages/guides/should-you-get-your-mortgage-from-your-bank/#:~:text=Communicating%20directly%20with%20the%20lender%20removes%20the,all%20lenders%20accept%20all%20types%20of%20applicants.",
        "https://www.uswitch.com/mortgages/guides/should-you-get-your-mortgage-from-your-bank/#:~:text=By%20dealing%20directly%20with%20a%20lender%2C%20you,your%20own%20bank.%20*%20Ask%20questions%20directly.",
        "https://www.finder.com.au/mortgage-brokers/mortgage-broker-vs-banks-home-loans#:~:text=*%20You%20have%20to%20do%20more%20legwork.,through%20every%20stage%20of%20the%20loan%20application."
      ],
      "cited_domains": [
        "finder.com.au",
        "momentumwealth.com.au",
        "uswitch.com"
      ],
      "source_classes": [
        {
          "domain": "finder.com.au",
          "class": "directory"
        },
        {
          "domain": "momentumwealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "uswitch.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mortgage_broker-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B5",
      "prompt": "best mortgage broker Perth for investment property",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Property Group"
      ],
      "brands_recommended": [
        "Strategic Property Group"
      ],
      "brand_order": [
        "Strategic Property Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.strategicmortgagesperth.com.au/investment-mortgage-broker-perth/",
        "https://best10mortgagebrokers.com.au/perth/",
        "https://www.strategicpropertygroup.com.au/",
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/"
      ],
      "cited_domains": [
        "strategicmortgagesperth.com.au",
        "best10mortgagebrokers.com.au",
        "strategicpropertygroup.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "directory"
        },
        {
          "domain": "strategicpropertygroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-mortgage_broker-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B5",
      "prompt": "best mortgage broker Perth for investment property",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Mortgages Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Mortgage Choice in Perth",
        "Coin Capital Home & Commercial loan Brokers",
        "Luxe Finance Group",
        "Ming Finance",
        "Probroker Mortgage & Finance Brokers",
        "Finance 365",
        "Bespoke Finance Group",
        "TAG Finance",
        "The Perth Mortgage Specialist",
        "In Mortgage & Finance Services",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "CA LOANS",
        "Chesswork Finance",
        "Pilbara Finance - Mortgage Broker Perth",
        "The Finance Agency",
        "Loan + Finance Brokers",
        "Empire Road Investments (Specialist Lending Co.)",
        "Oren Mortgages"
      ],
      "brands_recommended": [
        "Strategic Mortgages Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Mortgage Choice in Perth",
        "Coin Capital Home & Commercial loan Brokers",
        "Luxe Finance Group",
        "Ming Finance",
        "Probroker Mortgage & Finance Brokers",
        "Finance 365",
        "Bespoke Finance Group",
        "TAG Finance",
        "The Perth Mortgage Specialist",
        "In Mortgage & Finance Services",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "CA LOANS",
        "Chesswork Finance",
        "Pilbara Finance - Mortgage Broker Perth",
        "The Finance Agency",
        "Loan + Finance Brokers",
        "Empire Road Investments (Specialist Lending Co.)",
        "Oren Mortgages"
      ],
      "brand_order": [
        "Strategic Mortgages Perth",
        "Orange Mortgage and Finance Brokers Perth",
        "Mortgage Choice in Perth",
        "Coin Capital Home & Commercial loan Brokers",
        "Luxe Finance Group",
        "Ming Finance",
        "Probroker Mortgage & Finance Brokers",
        "Finance 365",
        "Bespoke Finance Group",
        "TAG Finance",
        "The Perth Mortgage Specialist",
        "In Mortgage & Finance Services",
        "Achievement Finance - Mortgage & Finance Brokers Perth",
        "CA LOANS",
        "Chesswork Finance",
        "Pilbara Finance - Mortgage Broker Perth",
        "The Finance Agency",
        "Loan + Finance Brokers",
        "Empire Road Investments (Specialist Lending Co.)",
        "Oren Mortgages"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaemVuUnVaR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdSNmFEWXdkblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNME5USnJYM2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjeWFuTmZObnBuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5YbDJZbm93GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkd2FGOW1kakV5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGJqaHllR3RxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRm9jM2hmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZNE5tc3pZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkc05qQTNlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNYSnhOV3MwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFozRTFlURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKMGQyczFiRE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwd2RISnhhMnA2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVltMWliWGt6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4eWVtdzFhelIwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGNWNIcHdhamN5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjemRHUmtlVFJqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4cWNXNXVOWEkyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd1ltWm1jbmh0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-mortgage_broker-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B5",
      "prompt": "best mortgage broker Perth for investment property",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Luxe Finance Group",
        "Probroker Mortgage & Finance Brokers"
      ],
      "brands_recommended": [
        "Luxe Finance Group",
        "Probroker Mortgage & Finance Brokers"
      ],
      "brand_order": [
        "Luxe Finance Group",
        "Probroker Mortgage & Finance Brokers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://broker.loanmarket.com.au/bal-and-associates/about/awardwinning-mortgage-and-finance-brokers-in-perth/",
        "https://www.reddit.com/r/perth/comments/1ttothy/recommendations_for_perth_mortgage_broker/",
        "https://www.reddit.com/r/perth/comments/1o9q44b/mortgage_broker_recommendations/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRNE5YbDJZbm93GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGJqaHllR3RxGAo"
      ],
      "cited_domains": [
        "broker.loanmarket.com.au",
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "broker.loanmarket.com.au",
          "class": "directory"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-mortgage_broker-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B5",
      "prompt": "best mortgage broker Perth for investment property",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Mortgages Perth"
      ],
      "brands_recommended": [
        "Strategic Mortgages Perth"
      ],
      "brand_order": [
        "Strategic Mortgages Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://www.strategicmortgagesperth.com.au/investment-mortgage-broker-perth/",
        "https://broker.loanmarket.com.au/bal-and-associates/about/awardwinning-mortgage-and-finance-brokers-in-perth/",
        "https://www.focuspropertywealth.com.au/",
        "https://www.strategicmortgagesperth.com.au/",
        "https://strawberryfinance.com.au/the-best-mortgage-broker-in-perth/",
        "https://perthmortgagespecialist.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "strategicmortgagesperth.com.au",
        "broker.loanmarket.com.au",
        "focuspropertywealth.com.au",
        "strawberryfinance.com.au",
        "perthmortgagespecialist.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "broker.loanmarket.com.au",
          "class": "directory"
        },
        {
          "domain": "focuspropertywealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strawberryfinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthmortgagespecialist.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-mortgage_broker-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B5",
      "prompt": "best mortgage broker Perth for investment property",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Mortgages Perth",
        "FinanceCorp",
        "Base Home Loans"
      ],
      "brands_recommended": [
        "Strategic Mortgages Perth",
        "FinanceCorp",
        "Base Home Loans"
      ],
      "brand_order": [
        "Strategic Mortgages Perth",
        "FinanceCorp",
        "Base Home Loans"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://www.strategicmortgagesperth.com.au/investment-mortgage-broker-perth/",
        "https://broker.loanmarket.com.au/bal-and-associates/about/awardwinning-mortgage-and-finance-brokers-in-perth/",
        "https://www.focuspropertywealth.com.au/",
        "https://www.strategicmortgagesperth.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "strategicmortgagesperth.com.au",
        "broker.loanmarket.com.au",
        "focuspropertywealth.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "broker.loanmarket.com.au",
          "class": "directory"
        },
        {
          "domain": "focuspropertywealth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-mortgage_broker-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B5",
      "prompt": "best mortgage broker Perth for investment property",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly Recommended Perth Brokers for Investors"
      ],
      "brands_recommended": [
        "Highly Recommended Perth Brokers for Investors"
      ],
      "brand_order": [
        "Highly Recommended Perth Brokers for Investors"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1apkoj9/mortgage_broker_perth_wa_reccomendations/",
        "https://www.strategicmortgagesperth.com.au/investment-mortgage-broker-perth/",
        "https://broker.loanmarket.com.au/bal-and-associates/about/awardwinning-mortgage-and-finance-brokers-in-perth/",
        "https://www.focuspropertywealth.com.au/",
        "https://www.strategicmortgagesperth.com.au/",
        "https://perthmortgagespecialist.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "strategicmortgagesperth.com.au",
        "broker.loanmarket.com.au",
        "focuspropertywealth.com.au",
        "perthmortgagespecialist.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "broker.loanmarket.com.au",
          "class": "directory"
        },
        {
          "domain": "focuspropertywealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthmortgagespecialist.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-mortgage_broker-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B5",
      "prompt": "best mortgage broker Perth for investment property",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Mortgages Perth",
        "Focus Property Wealth",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Probroker Mortgage & Finance Brokers",
        "Ming Finance",
        "Perth-based broker with strong customer ratings.",
        "Established Perth broker with many reviews."
      ],
      "brands_recommended": [
        "Strategic Mortgages Perth",
        "Focus Property Wealth",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Probroker Mortgage & Finance Brokers",
        "Ming Finance",
        "Perth-based broker with strong customer ratings.",
        "Established Perth broker with many reviews."
      ],
      "brand_order": [
        "Strategic Mortgages Perth",
        "Focus Property Wealth",
        "Orange Mortgage and Finance Brokers Perth",
        "The Perth Mortgage Specialist",
        "Probroker Mortgage & Finance Brokers",
        "Ming Finance",
        "Perth-based broker with strong customer ratings.",
        "Established Perth broker with many reviews."
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mortgagebrokers.com.au/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/mortgage-broker?utm_source=chatgpt.com",
        "https://brokerpages.com.au/suburb/perth-wa-6000/?utm_source=chatgpt.com",
        "https://www.strategicmortgagesperth.com.au/best-mortgage-broker-perth/?utm_source=chatgpt.com",
        "https://threebestrated.com.au/mortgage-brokers-in-perth-wa?utm_source=chatgpt.com",
        "https://www.comparebrokers.net.au/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.mortgagechoice.com.au/mortgage-brokers/perth/?utm_source=chatgpt.com",
        "https://www.ratemyagent.com.au/finance/western-australia/perth-wa/mortgage-brokers?utm_source=chatgpt.com",
        "https://www.finder.com.au/mortgage-brokers/mortgage-brokers-perth?utm_source=chatgpt.com",
        "https://trustedmortgagebrokers.com.au/locations/perth?utm_source=chatgpt.com",
        "https://www.quantumfinance.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "mortgagebrokers.com.au",
        "wordofmouth.com.au",
        "brokerpages.com.au",
        "strategicmortgagesperth.com.au",
        "threebestrated.com.au",
        "comparebrokers.net.au",
        "productreview.com.au",
        "mortgagechoice.com.au",
        "ratemyagent.com.au",
        "finder.com.au",
        "trustedmortgagebrokers.com.au",
        "quantumfinance.com.au"
      ],
      "source_classes": [
        {
          "domain": "mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "brokerpages.com.au",
          "class": "brand-source"
        },
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        },
        {
          "domain": "comparebrokers.net.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "mortgagechoice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ratemyagent.com.au",
          "class": "directory"
        },
        {
          "domain": "finder.com.au",
          "class": "directory"
        },
        {
          "domain": "trustedmortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "quantumfinance.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-mortgage_broker-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B5",
      "prompt": "best mortgage broker Perth for investment property",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Dynamic Property Advisory",
        "Focus Property Wealth",
        "FI Collective",
        "Probroker Mortgage & Finance Brokers",
        "Premium Portfolio Finance - Mortgage Broker Fremantle",
        "Ming Finance",
        "Common Sense Finance",
        "Mortgage Choice in Perth",
        "Finance 365",
        "Optimum Homes Finance Group",
        "Orange Mortgage and Finance Brokers Perth",
        "Pilbara Finance - Mortgage Broker Perth",
        "Perthgrow Finance",
        "Strategic Mortgages Perth",
        "Acorn Lane Finance",
        "Premium Portfolio Finance",
        "Pilbara Finance"
      ],
      "brands_recommended": [
        "Dynamic Property Advisory",
        "Focus Property Wealth",
        "FI Collective",
        "Probroker Mortgage & Finance Brokers",
        "Premium Portfolio Finance - Mortgage Broker Fremantle",
        "Ming Finance",
        "Common Sense Finance",
        "Mortgage Choice in Perth",
        "Finance 365",
        "Optimum Homes Finance Group",
        "Orange Mortgage and Finance Brokers Perth",
        "Pilbara Finance - Mortgage Broker Perth",
        "Perthgrow Finance",
        "Strategic Mortgages Perth",
        "Acorn Lane Finance",
        "Premium Portfolio Finance",
        "Pilbara Finance"
      ],
      "brand_order": [
        "Dynamic Property Advisory",
        "Focus Property Wealth",
        "FI Collective",
        "Probroker Mortgage & Finance Brokers",
        "Premium Portfolio Finance - Mortgage Broker Fremantle",
        "Ming Finance",
        "Common Sense Finance",
        "Mortgage Choice in Perth",
        "Finance 365",
        "Optimum Homes Finance Group",
        "Orange Mortgage and Finance Brokers Perth",
        "Pilbara Finance - Mortgage Broker Perth",
        "Perthgrow Finance",
        "Strategic Mortgages Perth",
        "Acorn Lane Finance",
        "Premium Portfolio Finance",
        "Pilbara Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://commonsensefinance.com.au/?utm_source=chatgpt.com",
        "https://commonsensefinance.com.au/about-us/team/david-williams/?utm_source=chatgpt.com",
        "https://findabroker.mfaa.com.au/broker/catherine-marriott/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "commonsensefinance.com.au",
        "findabroker.mfaa.com.au"
      ],
      "source_classes": [
        {
          "domain": "commonsensefinance.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findabroker.mfaa.com.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-mortgage_broker-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B5",
      "prompt": "best mortgage broker Perth for investment property",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Focus Property Wealth",
        "Ming Finance",
        "The Perth Mortgage Specialist",
        "Probroker Mortgage & Finance Brokers",
        "Premium Portfolio Finance - Mortgage Broker Fremantle",
        "Empire Road Investments (Specialist Lending Co.)",
        "Compare A Broker Directory",
        "Mortgage Choice in Perth",
        "Diversifi",
        "Pilbara Finance - Mortgage Broker Perth",
        "CA LOANS",
        "Perthgrow Finance",
        "Orange Mortgage and Finance Brokers Perth",
        "Strategic Mortgages Perth",
        "Premium Portfolio Finance",
        "Pilbara Finance"
      ],
      "brands_recommended": [
        "Focus Property Wealth",
        "Ming Finance",
        "The Perth Mortgage Specialist",
        "Probroker Mortgage & Finance Brokers",
        "Premium Portfolio Finance - Mortgage Broker Fremantle",
        "Empire Road Investments (Specialist Lending Co.)",
        "Compare A Broker Directory",
        "Mortgage Choice in Perth",
        "Diversifi",
        "Pilbara Finance - Mortgage Broker Perth",
        "CA LOANS",
        "Perthgrow Finance",
        "Orange Mortgage and Finance Brokers Perth",
        "Strategic Mortgages Perth",
        "Premium Portfolio Finance",
        "Pilbara Finance"
      ],
      "brand_order": [
        "Focus Property Wealth",
        "Ming Finance",
        "The Perth Mortgage Specialist",
        "Probroker Mortgage & Finance Brokers",
        "Premium Portfolio Finance - Mortgage Broker Fremantle",
        "Empire Road Investments (Specialist Lending Co.)",
        "Compare A Broker Directory",
        "Mortgage Choice in Perth",
        "Diversifi",
        "Pilbara Finance - Mortgage Broker Perth",
        "CA LOANS",
        "Perthgrow Finance",
        "Orange Mortgage and Finance Brokers Perth",
        "Strategic Mortgages Perth",
        "Premium Portfolio Finance",
        "Pilbara Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/the-perth-mortgage-specialist?utm_source=chatgpt.com",
        "https://www.comparebrokers.net.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "comparebrokers.net.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "comparebrokers.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-mortgage_broker-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B5",
      "prompt": "best mortgage broker Perth for investment property",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Strategic Mortgages Perth",
        "IMFS Finance Solutions",
        "Natloans & Orange Finance"
      ],
      "brands_recommended": [
        "Strategic Mortgages Perth",
        "IMFS Finance Solutions",
        "Natloans & Orange Finance"
      ],
      "brand_order": [
        "Strategic Mortgages Perth",
        "IMFS Finance Solutions",
        "Natloans & Orange Finance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://best10mortgagebrokers.com.au/perth/",
        "https://imfs.com.au/",
        "https://best10mortgagebrokers.com.au/perth/"
      ],
      "cited_domains": [
        "best10mortgagebrokers.com.au",
        "imfs.com.au"
      ],
      "source_classes": [
        {
          "domain": "best10mortgagebrokers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "imfs.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-mortgage_broker-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B5",
      "prompt": "best mortgage broker Perth for investment property",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Specialist Investment Brokers"
      ],
      "brands_recommended": [
        "Specialist Investment Brokers"
      ],
      "brand_order": [
        "Specialist Investment Brokers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.strategicmortgagesperth.com.au/investment-mortgage-broker-perth/#:~:text=Leading%20Property%20Investment%20Mortgage%20Brokers%20in%20Perth.,over%20the%20long-term%20through%20strategic%20borrowing%20options.",
        "https://www.strategicmortgagesperth.com.au/investment-mortgage-broker-perth/#:~:text=Yet%20tighter%20lending%20restrictions%20can%20make%20finance,Investment%20Mortgage%20Brokers%20in%20Perth.%20Strategic%20Mortgages.",
        "https://www.strategicmortgagesperth.com.au/investment-mortgage-broker-perth/#:~:text=Our%20brokers%20structure%20loans%20with%20long-term%20portability%2C,your%20portfolio%20grows%20through%20purchases%20or%20development.",
        "https://broker.loanmarket.com.au/bal-and-associates/about/awardwinning-mortgage-and-finance-brokers-in-perth/#:~:text=Recommended%20Mortgage%20Brokers%20in%20Perth%20-%20Loan,experienced%20mortgage%20and%20finance%20brokers%20in%20Perth.",
        "https://broker.loanmarket.com.au/bal-and-associates/about/awardwinning-mortgage-and-finance-brokers-in-perth/#:~:text=Finalist%20-%20AMA%20Quality%20Young%20Gun%20of,WA%20(Receipted%20Settlements)%202016%20-%20Sharon%20Bal.",
        "https://broker.loanmarket.com.au/bal-and-associates/about/awardwinning-mortgage-and-finance-brokers-in-perth/#:~:text=Whether%20you're%20on%20the%20hunt%20for%20an,the%20big%204%20banks%20to%20niche%20lenders.",
        "https://www.strategicmortgagesperth.com.au/investment-mortgage-broker-perth/#:~:text=While%20interest-only%20periods%20allow%20higher%20cashflow%20during,manage%20complications%20seamlessly%20while%20securing%20preferential%20rates."
      ],
      "cited_domains": [
        "strategicmortgagesperth.com.au",
        "broker.loanmarket.com.au"
      ],
      "source_classes": [
        {
          "domain": "strategicmortgagesperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "broker.loanmarket.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-mortgage_broker-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "mortgage-broker-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-mortgage_broker-B5",
      "prompt": "best mortgage broker Perth for investment property",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Mortgage broker",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-mortgage_broker-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A1",
      "prompt": "best pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "5 Star Termite & Pest Control",
        "Best Pest Control perth",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Bestwest Building Inspections",
        "Bug Busters Pest Control",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Pest Relief",
        "Envirapest",
        "Chambers Pest Solutions",
        "Eco Friendly Pest Solutions",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Rentokil Pest Control Perth",
        "Allpest - WA",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Eco Pest Control Perth",
        "Tom's Pest Control Perth",
        "Maxwell Robinson & Phelps"
      ],
      "brands_recommended": [
        "5 Star Termite & Pest Control",
        "Best Pest Control perth",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Bestwest Building Inspections",
        "Bug Busters Pest Control",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Pest Relief",
        "Envirapest",
        "Chambers Pest Solutions",
        "Eco Friendly Pest Solutions",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Rentokil Pest Control Perth",
        "Allpest - WA",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Eco Pest Control Perth",
        "Tom's Pest Control Perth",
        "Maxwell Robinson & Phelps"
      ],
      "brand_order": [
        "5 Star Termite & Pest Control",
        "Best Pest Control perth",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Bestwest Building Inspections",
        "Bug Busters Pest Control",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Pest Relief",
        "Envirapest",
        "Chambers Pest Solutions",
        "Eco Friendly Pest Solutions",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Rentokil Pest Control Perth",
        "Allpest - WA",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Eco Pest Control Perth",
        "Tom's Pest Control Perth",
        "Maxwell Robinson & Phelps"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMlgyaHFjV0p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlozQTNNMnB6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2FIbGliURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWNHNDBNalp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkak9HMTJhbk5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeGVua3lhR3MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0aVgyWjVaM3BrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2JHNDFkbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14MmVERmthbWMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoa2VUUTFibXcwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFltdHVlV1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9XTjVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NqSTFiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhScWFHeHRNemd4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaU1EaDBhMjVrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkc1pISXliQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwNE1qRmtkM0U1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2FIbGpOdxgK",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=DM6PGLWZEPZMZOGPRPJYIMG2&variation_id=NH4LM4MHCZERNWXZ4HPOOE7R",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=F7LOPMH7UYY3BSCDQGHTLKQV&variation_id=KJLANZ56BXPJKBTUOFM6RN2W"
      ],
      "cited_domains": [
        "google.com",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-pest_control-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A1",
      "prompt": "best pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Mount Lawley Pest Control",
        "Ecofriendly Pest Control Perth",
        "Bug Busters Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Chambers Pest Solutions",
        "Bestwest Building Inspections",
        "Loins Pest Control Perth",
        "Envirapest",
        "Pest Relief",
        "Eco Friendly Pest Solutions",
        "Power Over Pests - Pest Control Perth",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Best Pest Control perth",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "All-U-Need Pest Control",
        "Tiger Pest and Weed Control",
        "Targeted Termite Inspection"
      ],
      "brands_recommended": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Mount Lawley Pest Control",
        "Ecofriendly Pest Control Perth",
        "Bug Busters Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Chambers Pest Solutions",
        "Bestwest Building Inspections",
        "Loins Pest Control Perth",
        "Envirapest",
        "Pest Relief",
        "Eco Friendly Pest Solutions",
        "Power Over Pests - Pest Control Perth",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Best Pest Control perth",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "All-U-Need Pest Control",
        "Tiger Pest and Weed Control",
        "Targeted Termite Inspection"
      ],
      "brand_order": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Mount Lawley Pest Control",
        "Ecofriendly Pest Control Perth",
        "Bug Busters Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Chambers Pest Solutions",
        "Bestwest Building Inspections",
        "Loins Pest Control Perth",
        "Envirapest",
        "Pest Relief",
        "Eco Friendly Pest Solutions",
        "Power Over Pests - Pest Control Perth",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Best Pest Control perth",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "All-U-Need Pest Control",
        "Tiger Pest and Weed Control",
        "Targeted Termite Inspection"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMlgyaHFjV0p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNk0zSmtPRFo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWNHNDBNalp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFltdHVlV1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkak9HMTJhbk5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeGVua3lhR3MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9XTjVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKellqQjJiWEpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14MmVERmthbWMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2FIbGliURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZM09IZGtjVGhvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2JHNDFkbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0aVgyWjVaM3BrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoa2VUUTFibXcwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2FtdHdaemd4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2F6QnlPV3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlozQTNNMnB6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhScWFHeHRNemd4GAo",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=H6N3CNZE2CQWKMM5DDKL5VHM&variation_id=XFGVSQWI5A3TY5BY6VKCWETH",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=DM6PGLWZEPZMZOGPRPJYIMG2&variation_id=NH4LM4MHCZERNWXZ4HPOOE7R",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=FBXGS6A5BSABY6TTCFV4MZON&variation_id=YJMTJ2CZMW3U66NBNM2S3N6J"
      ],
      "cited_domains": [
        "google.com",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-pest_control-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A1",
      "prompt": "best pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth",
        "WA Pest Control Perth"
      ],
      "brands_recommended": [
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth",
        "WA Pest Control Perth"
      ],
      "brand_order": [
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth",
        "WA Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkak9HMTJhbk5tGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-pest_control-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A1",
      "prompt": "best pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-pest_control-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A1",
      "prompt": "best pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-pest_control-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A1",
      "prompt": "best pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-pest_control-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A1",
      "prompt": "best pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Rentokil",
        "Bug Busters Pest Control",
        "Ecofriendly Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Well-reviewed Perth pest control service"
      ],
      "brands_recommended": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Rentokil",
        "Bug Busters Pest Control",
        "Ecofriendly Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Well-reviewed Perth pest control service"
      ],
      "brand_order": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Rentokil",
        "Bug Busters Pest Control",
        "Ecofriendly Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Well-reviewed Perth pest control service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-pest_control-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A1",
      "prompt": "best pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Loins Pest Control Perth",
        "Rentokil",
        "Bug Busters Pest Control",
        "Adaptive Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "MK Pest Control and Termite Treatment Perth"
      ],
      "brands_recommended": [
        "Loins Pest Control Perth",
        "Rentokil",
        "Bug Busters Pest Control",
        "Adaptive Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "MK Pest Control and Termite Treatment Perth"
      ],
      "brand_order": [
        "Loins Pest Control Perth",
        "Rentokil",
        "Bug Busters Pest Control",
        "Adaptive Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "MK Pest Control and Termite Treatment Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/rentokil?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-pest_control-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A1",
      "prompt": "best pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Loins Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Chambers Pest Solutions",
        "Rentokil",
        "Bug Busters Pest Control",
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth",
        "Pesti Pest Control Perth",
        "Termipest Pest Control",
        "Perth Pest And Termite Solutions",
        "5 Star Termite & Pest Control",
        "Eco Safe Pest Control Perth",
        "Pest Inspection Perth"
      ],
      "brands_recommended": [
        "Loins Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Chambers Pest Solutions",
        "Rentokil",
        "Bug Busters Pest Control",
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth",
        "Pesti Pest Control Perth",
        "Termipest Pest Control",
        "Perth Pest And Termite Solutions",
        "5 Star Termite & Pest Control",
        "Eco Safe Pest Control Perth",
        "Pest Inspection Perth"
      ],
      "brand_order": [
        "Loins Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Chambers Pest Solutions",
        "Rentokil",
        "Bug Busters Pest Control",
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth",
        "Pesti Pest Control Perth",
        "Termipest Pest Control",
        "Perth Pest And Termite Solutions",
        "5 Star Termite & Pest Control",
        "Eco Safe Pest Control Perth",
        "Pest Inspection Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-pest_control-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A1",
      "prompt": "best pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly Rated Perth Pest Control Providers"
      ],
      "brands_recommended": [
        "Highly Rated Perth Pest Control Providers"
      ],
      "brand_order": [
        "Highly Rated Perth Pest Control Providers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=When%20it%20comes%20to%20comprehensive%20pest%20control,the%20safety%20of%20your%20family%20and%20pets.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=When%20it%20comes%20to%20comprehensive%20pest%20control,the%20safety%20of%20your%20family%20and%20pets.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=When%20it%20comes%20to%20comprehensive%20pest%20control,the%20safety%20of%20your%20family%20and%20pets.",
        "https://pestcontrolperth.services/perth-pest-control-companies/",
        "https://pestcontrolperth.services/perth-pest-control-companies/#:~:text=Champion%20Pest%20Control%20stands%20out%20in%20the,pest%20issues%20are%20managed%20efficiently%20and%20safely.",
        "https://www.bestwestbuilding.com.au/bestwest-pest-control/#:~:text=Bestwest%20Pest%20Control%20and%20Termite%20Management%20is,your%20questions.%20Our%20Complete%20Pest%20Control%20Services.",
        "https://www.bestwestbuilding.com.au/bestwest-pest-control/#:~:text=Bestwest%20Pest%20Control%20is%20a%20Termidor%20Accredited,greg%20Hatfield.%20July%207%2C%202026%20via%20Google.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Operating%20since%201979%2C%20Budget%20Pest%20Control%20has,specializes%20in%20residential%20and%20commercial%20pest%20management.",
        "https://www.elitepestcontrol.net.au/#:~:text=Perth%20Pest%20Control%20%7C%20Perth%20WA%20%7C,Your%20Home%20%26%20Business%20Pest%20Control%20Covered.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Here's%20a%20general%20breakdown%3A%20*%20General%20pest,%24220%20and%20up.%20*%20Rodent%20control%3A%20%24200%E2%80%93%24299.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Here's%20a%20general%20breakdown%3A%20*%20General%20pest,%24220%20and%20up.%20*%20Rodent%20control%3A%20%24200%E2%80%93%24299.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Here's%20a%20general%20breakdown%3A%20*%20General%20pest,%24220%20and%20up.%20*%20Rodent%20control%3A%20%24200%E2%80%93%24299."
      ],
      "cited_domains": [
        "aussietheatre.com.au",
        "pestcontrolperth.services",
        "bestwestbuilding.com.au",
        "elitepestcontrol.net.au"
      ],
      "source_classes": [
        {
          "domain": "aussietheatre.com.au",
          "class": "publisher"
        },
        {
          "domain": "pestcontrolperth.services",
          "class": "brand-source"
        },
        {
          "domain": "bestwestbuilding.com.au",
          "class": "directory"
        },
        {
          "domain": "elitepestcontrol.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-pest_control-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A1",
      "prompt": "best pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Services%20Offered%20*%20Termite%20treatments%20and%20inspections.,customers%20report%20delays%20during%20peak%20seasons.%202.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=With%20over%2070%20years%20of%20experience%2C%20Stewarts,often%20highlight%20their%20friendly%20and%20knowledgeable%20technicians.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=With%20over%2070%20years%20of%20experience%2C%20Stewarts,often%20highlight%20their%20friendly%20and%20knowledgeable%20technicians.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=When%20it%20comes%20to%20comprehensive%20pest%20control,service%2C%20often%20addressing%20issues%20within%2024%20hours.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=One%20of%20Tom's%20standout%20features%20is%20their,them%20a%20popular%20choice%20for%20budget-conscious%20residents.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Operating%20since%201979%2C%20Budget%20Pest%20Control%20has,specializes%20in%20residential%20and%20commercial%20pest%20management.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Allpest%20is%20a%20strong%20contender%20in%20the,offices%2C%20tackling%20infestations%20with%20precision%20and%20care.",
        "https://www.tomspestcontrolperth.com.au/#:~:text=Note%3A%20Final%20prices%20will%20depend%20on%20the,subject%20to%20availability.%20Get%20an%20Accurate%20Quote."
      ],
      "cited_domains": [
        "aussietheatre.com.au",
        "tomspestcontrolperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "aussietheatre.com.au",
          "class": "publisher"
        },
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-pest_control-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A1",
      "prompt": "best pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "All-U-Need Pest Control",
        "Stewarts Pest Control",
        "Termico Pest Management"
      ],
      "brands_recommended": [
        "All-U-Need Pest Control",
        "Stewarts Pest Control",
        "Termico Pest Management"
      ],
      "brand_order": [
        "All-U-Need Pest Control",
        "Stewarts Pest Control",
        "Termico Pest Management"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=When%20it%20comes%20to%20comprehensive%20pest%20control,the%20safety%20of%20your%20family%20and%20pets.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=When%20it%20comes%20to%20comprehensive%20pest%20control,the%20safety%20of%20your%20family%20and%20pets.",
        "https://bugbusters.com.au/#:~:text=Partner%20with%20Bug%20Busters%20pest%20control%20service,ensuring%20your%20business%20remains%20pest-free%20and%20reputable.",
        "https://bugbusters.com.au/#:~:text=Bug%20busters%20has%20you%20covered.%20*%20We,pest%20control%20services%20at%20highly%20competitive%20prices.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Allpest%20is%20a%20strong%20contender%20in%20the,ensuring%20treatments%20are%20effective%20yet%20environmentally%20friendly.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=They%20provide%20tailored%20bug%20extermination%20solutions%20for,great%20so%20your%20business%20remains%20pest%20free.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=*%20Stewarts%20Pest%20Control%20%E2%80%93%20Trusted%20Name%20Since%201954.",
        "https://www.termicopestmanagement.com.au/"
      ],
      "cited_domains": [
        "aussietheatre.com.au",
        "bugbusters.com.au",
        "termicopestmanagement.com.au"
      ],
      "source_classes": [
        {
          "domain": "aussietheatre.com.au",
          "class": "publisher"
        },
        {
          "domain": "bugbusters.com.au",
          "class": "brand-source"
        },
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-pest_control-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A2",
      "prompt": "top pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth"
      ],
      "brands_recommended": [
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth"
      ],
      "brand_order": [
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=H6N3CNZE2CQWKMM5DDKL5VHM&variation_id=XFGVSQWI5A3TY5BY6VKCWETH"
      ],
      "cited_domains": [
        "google.com",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-pest_control-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A2",
      "prompt": "top pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Bug Busters Pest Control",
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth"
      ],
      "brands_recommended": [
        "Bug Busters Pest Control",
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth"
      ],
      "brand_order": [
        "Bug Busters Pest Control",
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWNHNDBNalp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-pest_control-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A2",
      "prompt": "top pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth",
        "WA Pest Control Perth"
      ],
      "brands_recommended": [
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth",
        "WA Pest Control Perth"
      ],
      "brand_order": [
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth",
        "WA Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkak9HMTJhbk5tGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-pest_control-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A2",
      "prompt": "top pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-pest_control-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A2",
      "prompt": "top pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-pest_control-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A2",
      "prompt": "top pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-pest_control-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A2",
      "prompt": "top pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Tom's Pest Control Perth",
        "Rentokil",
        "Bug Busters Pest Control",
        "Antipesto Pest Control Perth"
      ],
      "brands_recommended": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Tom's Pest Control Perth",
        "Rentokil",
        "Bug Busters Pest Control",
        "Antipesto Pest Control Perth"
      ],
      "brand_order": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Tom's Pest Control Perth",
        "Rentokil",
        "Bug Busters Pest Control",
        "Antipesto Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/perth_region?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/pest-control-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/pest-control-services?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/pest-control/perth-wa/?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/pest-control/perth?utm_source=chatgpt.com",
        "https://traderefer.au/top/pest-control/wa/perth?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-pest-control-perth-cbd/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/pest-control/fremantle?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "hipages.com.au",
        "productreview.com.au",
        "reviews.birdeye.com",
        "whotohire.com.au",
        "traderefer.au",
        "bluecollarbusiness.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "traderefer.au",
          "class": "brand-source"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-pest_control-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A2",
      "prompt": "top pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Enviro Pest Control Perth",
        "Rentokil",
        "Bug Busters Pest Control",
        "Adaptive Pest Control Perth",
        "Power Over Pests - Pest Control Perth",
        "WA Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "5 Star Termite & Pest Control",
        "Pesti Pest Control Perth",
        "Rats Pest Control Perth"
      ],
      "brands_recommended": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Enviro Pest Control Perth",
        "Rentokil",
        "Bug Busters Pest Control",
        "Adaptive Pest Control Perth",
        "Power Over Pests - Pest Control Perth",
        "WA Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "5 Star Termite & Pest Control",
        "Pesti Pest Control Perth",
        "Rats Pest Control Perth"
      ],
      "brand_order": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Enviro Pest Control Perth",
        "Rentokil",
        "Bug Busters Pest Control",
        "Adaptive Pest Control Perth",
        "Power Over Pests - Pest Control Perth",
        "WA Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "5 Star Termite & Pest Control",
        "Pesti Pest Control Perth",
        "Rats Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-pest_control-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A2",
      "prompt": "top pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Chambers Pest Solutions",
        "Rentokil",
        "Antipesto Pest Control Perth",
        "Bug Busters Pest Control"
      ],
      "brands_recommended": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Chambers Pest Solutions",
        "Rentokil",
        "Antipesto Pest Control Perth",
        "Bug Busters Pest Control"
      ],
      "brand_order": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Chambers Pest Solutions",
        "Rentokil",
        "Antipesto Pest Control Perth",
        "Bug Busters Pest Control"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/pest-control-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/pest-control-services?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/pest-control/perth-wa/?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/pest-control/perth?utm_source=chatgpt.com",
        "https://traderefer.au/top/pest-control/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/perth_region?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-pest-control-perth-cbd/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/pest-control?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "reviews.birdeye.com",
        "whotohire.com.au",
        "traderefer.au",
        "bluecollarbusiness.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "traderefer.au",
          "class": "brand-source"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-pest_control-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A2",
      "prompt": "top pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.allpest.com.au/#:~:text=We%20provide%20the%20highest%20standard%20of%20pest,for%20ants%2C%20cockroaches%2C%20spiders%20and%20rodents%20etc.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Allpest%20is%20a%20strong%20contender%20in%20the,offices%2C%20tackling%20infestations%20with%20precision%20and%20care.",
        "https://www.allpest.com.au/#:~:text=Allpest%20has%20a%20specialised%20division%20that%20provides,Bees.%20*%20Beetles.%20*%20Birds.%20*%20Borers.",
        "https://www.allpest.com.au/#:~:text=*%20Residential.%20Allpest%20offers%20family%20friendly%20pest,with%20rapid%20response%20times%20at%20affordable%20pricing.",
        "https://www.termicopestmanagement.com.au/#:~:text=Identify%20Your%20Pest.%20*%20Rats%20%26%20Mice.,Termico%20Pest%20Management%20%7C%20Pest%20Control%20Perth.",
        "https://www.termicopestmanagement.com.au/#:~:text=WA%20Owned%20%26%20Operated.%20Est.%201996%20*,More.%20*%20Spiders.%20Read%20More.%20*%20Termites.",
        "https://www.termicopestmanagement.com.au/#:~:text=Reasons%20to%20choose%20Termico%20Pest%20Management%20*,Client%20%3A%20Roleystone.%20Find%20more%20testimonials%20here.",
        "https://www.termicopestmanagement.com.au/#:~:text=Reasons%20to%20choose%20Termico%20Pest%20Management%20*,Client%20%3A%20Roleystone.%20Find%20more%20testimonials%20here.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Operating%20since%201979%2C%20Budget%20Pest%20Control%20has,specializes%20in%20residential%20and%20commercial%20pest%20management.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Operating%20since%201979%2C%20Budget%20Pest%20Control%20has,specializes%20in%20residential%20and%20commercial%20pest%20management.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Services%20Offered%20*%20Residential%20and%20commercial%20services.,latest%20technology%20compared%20to%20newer%20companies.%204.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=With%20over%2070%20years%20of%20experience%2C%20Stewarts,often%20highlight%20their%20friendly%20and%20knowledgeable%20technicians.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=With%20over%2070%20years%20of%20experience%2C%20Stewarts,often%20highlight%20their%20friendly%20and%20knowledgeable%20technicians.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=With%20over%2070%20years%20of%20experience%2C%20Stewarts,often%20highlight%20their%20friendly%20and%20knowledgeable%20technicians.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=If%20budget%20pest%20control%20Perth%20options%20are,Pest%20Control%20Perth%20is%20a%20great%20choice.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=One%20of%20Tom's%20standout%20features%20is%20their,them%20a%20popular%20choice%20for%20budget-conscious%20residents.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=One%20of%20Tom's%20standout%20features%20is%20their,them%20a%20popular%20choice%20for%20budget-conscious%20residents."
      ],
      "cited_domains": [
        "allpest.com.au",
        "aussietheatre.com.au",
        "termicopestmanagement.com.au"
      ],
      "source_classes": [
        {
          "domain": "allpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aussietheatre.com.au",
          "class": "publisher"
        },
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-pest_control-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A2",
      "prompt": "top pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/?utm_source=gemini#:~:text=Services%20Offered%20*%20Termite%20treatments%20and%20inspections.,customers%20report%20delays%20during%20peak%20seasons.%202.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/?utm_source=gemini#:~:text=When%20it%20comes%20to%20comprehensive%20pest%20control,service%2C%20often%20addressing%20issues%20within%2024%20hours.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/?utm_source=gemini#:~:text=With%20over%2070%20years%20of%20experience%2C%20Stewarts,often%20highlight%20their%20friendly%20and%20knowledgeable%20technicians.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/?utm_source=gemini#:~:text=Allpest%20is%20a%20strong%20contender%20in%20the,offices%2C%20tackling%20infestations%20with%20precision%20and%20care.",
        "https://bugbusters.com.au/?utm_source=gemini#:~:text=For%2039%20years%2C%20Bug%20Busters%20has%20been,control%20in%20Perth%20for%20homes%20and%20businesses.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/?utm_source=gemini#:~:text=Operating%20since%201979%2C%20Budget%20Pest%20Control%20has,specializes%20in%20residential%20and%20commercial%20pest%20management."
      ],
      "cited_domains": [
        "aussietheatre.com.au",
        "bugbusters.com.au"
      ],
      "source_classes": [
        {
          "domain": "aussietheatre.com.au",
          "class": "publisher"
        },
        {
          "domain": "bugbusters.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-pest_control-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A2",
      "prompt": "top pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "General Pest Treatment"
      ],
      "brands_recommended": [
        "General Pest Treatment"
      ],
      "brand_order": [
        "General Pest Treatment"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=*%20Rodent%20control%20%E2%80%93%20top-quality%20rat%20pest,control%20Perth%20prices%20with%20no%20hidden%20fees.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=When%20it%20comes%20to%20comprehensive%20pest%20control,the%20safety%20of%20your%20family%20and%20pets.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=When%20it%20comes%20to%20comprehensive%20pest%20control,the%20safety%20of%20your%20family%20and%20pets.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=You%20will%20get%20a%20commitment%20to%20using,methods.%20*%20Same-day%20service%20for%20urgent%20problems.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=*%20Tom's%20Pest%20Control%20Perth%20%E2%80%93%20Affordable%20%26%20Efficient.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=When%20it%20comes%20to%20comprehensive%20pest%20control,the%20safety%20of%20your%20family%20and%20pets.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Operating%20since%201979%2C%20Budget%20Pest%20Control%20has,specializes%20in%20residential%20and%20commercial%20pest%20management.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=When%20it%20comes%20to%20comprehensive%20pest%20control,the%20safety%20of%20your%20family%20and%20pets.",
        "https://pestcontrolperth.services/perth-pest-control-companies/#:~:text=Chambers%20Pest%20Solutions%20has%20received%20an%20impressive,best%20pest%20control%20company%20in%20Perth.%203.",
        "https://pestcontrolperth.services/perth-pest-control-companies/#:~:text=Chambers%20Pest%20Solutions%20has%20received%20an%20impressive,best%20pest%20control%20company%20in%20Perth.%203.",
        "https://bugbusters.com.au/#:~:text=For%2039%20years%2C%20Bug%20Busters%20has%20been,control%20in%20Perth%20for%20homes%20and%20businesses.",
        "https://bugbusters.com.au/#:~:text=Partner%20with%20Bug%20Busters%20pest%20control%20service,ensuring%20your%20business%20remains%20pest-free%20and%20reputable."
      ],
      "cited_domains": [
        "aussietheatre.com.au",
        "pestcontrolperth.services",
        "bugbusters.com.au"
      ],
      "source_classes": [
        {
          "domain": "aussietheatre.com.au",
          "class": "publisher"
        },
        {
          "domain": "pestcontrolperth.services",
          "class": "brand-source"
        },
        {
          "domain": "bugbusters.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-pest_control-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A3",
      "prompt": "recommended pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Bug Busters Pest Control",
        "Ecofriendly Pest Control Perth",
        "Mount Lawley Pest Control",
        "WA Pest Control Perth",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Bestwest Building Inspections",
        "Chambers Pest Solutions",
        "Envirapest",
        "Eco Friendly Pest Solutions",
        "Pesti Pest Control Perth",
        "Allpest - WA",
        "Loins Pest Control Perth",
        "Pest Relief",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Adaptive Pest Control Perth",
        "Best Pest Control perth",
        "Bee Rangers Perth"
      ],
      "brands_recommended": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Bug Busters Pest Control",
        "Ecofriendly Pest Control Perth",
        "Mount Lawley Pest Control",
        "WA Pest Control Perth",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Bestwest Building Inspections",
        "Chambers Pest Solutions",
        "Envirapest",
        "Eco Friendly Pest Solutions",
        "Pesti Pest Control Perth",
        "Allpest - WA",
        "Loins Pest Control Perth",
        "Pest Relief",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Adaptive Pest Control Perth",
        "Best Pest Control perth",
        "Bee Rangers Perth"
      ],
      "brand_order": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Bug Busters Pest Control",
        "Ecofriendly Pest Control Perth",
        "Mount Lawley Pest Control",
        "WA Pest Control Perth",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Bestwest Building Inspections",
        "Chambers Pest Solutions",
        "Envirapest",
        "Eco Friendly Pest Solutions",
        "Pesti Pest Control Perth",
        "Allpest - WA",
        "Loins Pest Control Perth",
        "Pest Relief",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Adaptive Pest Control Perth",
        "Best Pest Control perth",
        "Bee Rangers Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMlgyaHFjV0p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9XTjVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWNHNDBNalp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNk0zSmtPRFo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkak9HMTJhbk5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFltdHVlV1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2FIbGliURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14MmVERmthbWMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2JHNDFkbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoa2VUUTFibXcwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeGVua3lhR3MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NqSTFiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZM09IZGtjVGhvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0aVgyWjVaM3BrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2F6QnlPV3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKellqQjJiWEpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlozQTNNMnB6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhneGJqRnNNelZpGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-pest_control-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A3",
      "prompt": "recommended pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "5 Star Termite & Pest Control",
        "Rentokil Pest Control Perth",
        "Enviro Pest Control Perth",
        "Bug Busters Pest Control",
        "Ecofriendly Pest Control Perth",
        "Mount Lawley Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "WA Pest Control Perth",
        "Envirapest",
        "Bestwest Building Inspections",
        "Chambers Pest Solutions",
        "Pesti Pest Control Perth",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Adaptive Pest Control Perth",
        "Eco Friendly Pest Solutions",
        "Allpest - WA",
        "Loins Pest Control Perth",
        "Pest Relief",
        "Best Pest Control perth",
        "Power Over Pests - Pest Control Perth"
      ],
      "brands_recommended": [
        "5 Star Termite & Pest Control",
        "Rentokil Pest Control Perth",
        "Enviro Pest Control Perth",
        "Bug Busters Pest Control",
        "Ecofriendly Pest Control Perth",
        "Mount Lawley Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "WA Pest Control Perth",
        "Envirapest",
        "Bestwest Building Inspections",
        "Chambers Pest Solutions",
        "Pesti Pest Control Perth",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Adaptive Pest Control Perth",
        "Eco Friendly Pest Solutions",
        "Allpest - WA",
        "Loins Pest Control Perth",
        "Pest Relief",
        "Best Pest Control perth",
        "Power Over Pests - Pest Control Perth"
      ],
      "brand_order": [
        "5 Star Termite & Pest Control",
        "Rentokil Pest Control Perth",
        "Enviro Pest Control Perth",
        "Bug Busters Pest Control",
        "Ecofriendly Pest Control Perth",
        "Mount Lawley Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "WA Pest Control Perth",
        "Envirapest",
        "Bestwest Building Inspections",
        "Chambers Pest Solutions",
        "Pesti Pest Control Perth",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Adaptive Pest Control Perth",
        "Eco Friendly Pest Solutions",
        "Allpest - WA",
        "Loins Pest Control Perth",
        "Pest Relief",
        "Best Pest Control perth",
        "Power Over Pests - Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMlgyaHFjV0p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9XTjVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWNHNDBNalp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNk0zSmtPRFo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFltdHVlV1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkak9HMTJhbk5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2JHNDFkbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2FIbGliURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14MmVERmthbWMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeGVua3lhR3MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2F6QnlPV3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKellqQjJiWEpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoa2VUUTFibXcwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NqSTFiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZM09IZGtjVGhvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0aVgyWjVaM3BrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlozQTNNMnB6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2FtdHdaemd4GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-pest_control-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A3",
      "prompt": "recommended pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Bug Busters Pest Control",
        "Mount Lawley Pest Control",
        "Ecofriendly Pest Control Perth",
        "WA Pest Control Perth",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Envirapest",
        "Bestwest Building Inspections",
        "Pesti Pest Control Perth",
        "Chambers Pest Solutions",
        "Eco Friendly Pest Solutions",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Pest Relief",
        "Adaptive Pest Control Perth",
        "Best Pest Control perth",
        "Xterminate",
        "Power Over Pests - Pest Control Perth"
      ],
      "brands_recommended": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Bug Busters Pest Control",
        "Mount Lawley Pest Control",
        "Ecofriendly Pest Control Perth",
        "WA Pest Control Perth",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Envirapest",
        "Bestwest Building Inspections",
        "Pesti Pest Control Perth",
        "Chambers Pest Solutions",
        "Eco Friendly Pest Solutions",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Pest Relief",
        "Adaptive Pest Control Perth",
        "Best Pest Control perth",
        "Xterminate",
        "Power Over Pests - Pest Control Perth"
      ],
      "brand_order": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Bug Busters Pest Control",
        "Mount Lawley Pest Control",
        "Ecofriendly Pest Control Perth",
        "WA Pest Control Perth",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Envirapest",
        "Bestwest Building Inspections",
        "Pesti Pest Control Perth",
        "Chambers Pest Solutions",
        "Eco Friendly Pest Solutions",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Pest Relief",
        "Adaptive Pest Control Perth",
        "Best Pest Control perth",
        "Xterminate",
        "Power Over Pests - Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMlgyaHFjV0p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9XTjVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWNHNDBNalp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNk0zSmtPRFo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkak9HMTJhbk5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFltdHVlV1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2JHNDFkbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2FIbGliURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeGVua3lhR3MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14MmVERmthbWMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoa2VUUTFibXcwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2F6QnlPV3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZM09IZGtjVGhvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0aVgyWjVaM3BrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKellqQjJiWEpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlozQTNNMnB6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGeU0zTjJNek5vGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2FtdHdaemd4GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-pest_control-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A3",
      "prompt": "recommended pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-pest_control-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A3",
      "prompt": "recommended pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-pest_control-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A3",
      "prompt": "recommended pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-pest_control-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A3",
      "prompt": "recommended pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Chambers Pest Solutions",
        "Rentokil",
        "Gremlin Pest and Weed Control"
      ],
      "brands_recommended": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Chambers Pest Solutions",
        "Rentokil",
        "Gremlin Pest and Weed Control"
      ],
      "brand_order": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Chambers Pest Solutions",
        "Rentokil",
        "Gremlin Pest and Weed Control"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/pest-control/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/pest-control/perth-wa/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/pest-control-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/pest-control-services?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa?utm_source=chatgpt.com",
        "https://traderefer.au/top/pest-control/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/reviews/building-and-pest-services-wa?utm_source=chatgpt.com",
        "https://www.yellowpages.com.au/perth-wa-6800/pest-control?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "whotohire.com.au",
        "reviews.birdeye.com",
        "productreview.com.au",
        "traderefer.au",
        "yellowpages.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "traderefer.au",
          "class": "brand-source"
        },
        {
          "domain": "yellowpages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-pest_control-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A3",
      "prompt": "recommended pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Gremlin Pest and Weed Control",
        "Rentokil",
        "Pesti Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth",
        "WA Pest Control Perth",
        "22B Pest Control Perth WA",
        "5 Star Termite & Pest Control",
        "Perth Pest And Termite Solutions",
        "Termipest Pest Control",
        "Pest Inspection Perth"
      ],
      "brands_recommended": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Gremlin Pest and Weed Control",
        "Rentokil",
        "Pesti Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth",
        "WA Pest Control Perth",
        "22B Pest Control Perth WA",
        "5 Star Termite & Pest Control",
        "Perth Pest And Termite Solutions",
        "Termipest Pest Control",
        "Pest Inspection Perth"
      ],
      "brand_order": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Gremlin Pest and Weed Control",
        "Rentokil",
        "Pesti Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth",
        "WA Pest Control Perth",
        "22B Pest Control Perth WA",
        "5 Star Termite & Pest Control",
        "Perth Pest And Termite Solutions",
        "Termipest Pest Control",
        "Pest Inspection Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-pest_control-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A3",
      "prompt": "recommended pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Envirapest",
        "Bug Busters Pest Control",
        "Rentokil",
        "Antipesto Pest Control Perth"
      ],
      "brands_recommended": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Envirapest",
        "Bug Busters Pest Control",
        "Rentokil",
        "Antipesto Pest Control Perth"
      ],
      "brand_order": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Envirapest",
        "Bug Busters Pest Control",
        "Rentokil",
        "Antipesto Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/pest-control/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/pest-control-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/pest-control-services?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/jims-pest-control-wa?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/pro-pest-control-perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/pest-control/perth-wa/?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-pest-control-perth-cbd/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "hipages.com.au",
        "whotohire.com.au",
        "productreview.com.au",
        "reviews.birdeye.com",
        "bluecollarbusiness.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-pest_control-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A3",
      "prompt": "recommended pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Stewarts Pest Control",
        "Budget Pest Control",
        "Bug Busters Pest Control",
        "Specializes in comprehensive termite control"
      ],
      "brands_recommended": [
        "Stewarts Pest Control",
        "Budget Pest Control",
        "Bug Busters Pest Control",
        "Specializes in comprehensive termite control"
      ],
      "brand_order": [
        "Stewarts Pest Control",
        "Budget Pest Control",
        "Bug Busters Pest Control",
        "Specializes in comprehensive termite control"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-pest_control-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A3",
      "prompt": "recommended pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Termico Pest Managementwww.termicopestmanagement.com.au"
      ],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=When%20it%20comes%20to%20comprehensive%20pest%20control,service%2C%20often%20addressing%20issues%20within%2024%20hours.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=When%20it%20comes%20to%20comprehensive%20pest%20control,service%2C%20often%20addressing%20issues%20within%2024%20hours.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=*%20Tom's%20Pest%20Control%20Perth%20%E2%80%93%20Affordable%20%26%20Efficient.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=One%20of%20Tom's%20standout%20features%20is%20their,them%20a%20popular%20choice%20for%20budget-conscious%20residents.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Operating%20since%201979%2C%20Budget%20Pest%20Control%20has,specializes%20in%20residential%20and%20commercial%20pest%20management.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Operating%20since%201979%2C%20Budget%20Pest%20Control%20has,specializes%20in%20residential%20and%20commercial%20pest%20management.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=With%20over%2070%20years%20of%20experience%2C%20Stewarts,reputation%20on%20reliability%20and%20great%20customer%20service.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=With%20over%2070%20years%20of%20experience%2C%20Stewarts,reputation%20on%20reliability%20and%20great%20customer%20service.",
        "https://www.termicopestmanagement.com.au/",
        "https://www.termicopestmanagement.com.au/",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Cheap%20pest%20control%20in%20Perth%20typically%20costs,for%20pests%20like%20ants%2C%20spiders%2C%20and%20cockroaches.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=How%20Much%20Does%20Pest%20Control%20in%20Perth,%24220%20and%20up.%20*%20Rodent%20control%3A%20%24200%E2%80%93%24299.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Cheap%20pest%20control%20in%20Perth%20typically%20costs,for%20pests%20like%20ants%2C%20spiders%2C%20and%20cockroaches.",
        "https://pestsoutwa.com.au/#:~:text=*%20Please%20note%3A%20Roof%20void%20rodent%20baiting,normally%20charged%20for%20this%20follow%20up%20attendance."
      ],
      "cited_domains": [
        "aussietheatre.com.au",
        "termicopestmanagement.com.au",
        "pestsoutwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "aussietheatre.com.au",
          "class": "publisher"
        },
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pestsoutwa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-pest_control-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A3",
      "prompt": "recommended pest control Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://hipages.com.au/find/pest_control/wa/perth#:~:text=M.%20Marlene%20from%20Perth.%20hired%20a%20Pest,from%20Perth.%20hired%20a%20Pest%20Control%20Service.",
        "https://bugbusters.com.au/",
        "https://www.productreview.com.au/c/pest-control-services/l/western-australia_au#:~:text=See%20all.%20Gus%20A.%202%20posts.%201d.,the%20track!%20*%20The%20White%20Ant%20Man.",
        "https://top10pestcontrol.com.au/top-10-pest-control-in-perth/#:~:text=Allpest.%20At%20Allpest%2C%20we%20pride%20ourselves%20on,resource%20partners%20to%20meet%20quarantine%20compliance%20standards.",
        "https://www.termicopestmanagement.com.au/",
        "https://bugbusters.com.au/#:~:text=Prevent%20termites%20from%20taking%20over%20your%20home,on%20domestic%20and%20commercial%20pest%20control%20services.",
        "https://hipages.com.au/find/pest_control/wa/perth#:~:text=%22Bees%20are%20setting%20up%20shop%20in%20a,cockroaches%20%2C%22%20*%20P.%20prakash%20from%20Perth.",
        "https://top10pestcontrol.com.au/top-10-pest-control-in-perth/#:~:text=TMO%20Pest%20and%20Weed%20Management.%20TMO%20Pest,and%20give%20quality%20service%20at%20affordable%20prices."
      ],
      "cited_domains": [
        "hipages.com.au",
        "bugbusters.com.au",
        "productreview.com.au",
        "top10pestcontrol.com.au",
        "termicopestmanagement.com.au"
      ],
      "source_classes": [
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "bugbusters.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "top10pestcontrol.com.au",
          "class": "directory"
        },
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-pest_control-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A4",
      "prompt": "who is the best pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "5 Star Termite & Pest Control",
        "Best Pest Control perth",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Bestwest Building Inspections",
        "Bug Busters Pest Control",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Pest Relief",
        "Envirapest",
        "Chambers Pest Solutions",
        "Eco Friendly Pest Solutions",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Rentokil Pest Control Perth",
        "Allpest - WA",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Eco Pest Control Perth",
        "Xterminate",
        "Tom's Pest Control Perth"
      ],
      "brands_recommended": [
        "5 Star Termite & Pest Control",
        "Best Pest Control perth",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Bestwest Building Inspections",
        "Bug Busters Pest Control",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Pest Relief",
        "Envirapest",
        "Chambers Pest Solutions",
        "Eco Friendly Pest Solutions",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Rentokil Pest Control Perth",
        "Allpest - WA",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Eco Pest Control Perth",
        "Xterminate",
        "Tom's Pest Control Perth"
      ],
      "brand_order": [
        "5 Star Termite & Pest Control",
        "Best Pest Control perth",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Bestwest Building Inspections",
        "Bug Busters Pest Control",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Pest Relief",
        "Envirapest",
        "Chambers Pest Solutions",
        "Eco Friendly Pest Solutions",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Rentokil Pest Control Perth",
        "Allpest - WA",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Eco Pest Control Perth",
        "Xterminate",
        "Tom's Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMlgyaHFjV0p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlozQTNNMnB6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2FIbGliURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWNHNDBNalp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkak9HMTJhbk5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeGVua3lhR3MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0aVgyWjVaM3BrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2JHNDFkbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14MmVERmthbWMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoa2VUUTFibXcwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFltdHVlV1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9XTjVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NqSTFiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhScWFHeHRNemd4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkc1pISXliQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaU1EaDBhMjVrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGeU0zTjJNek5vGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwNE1qRmtkM0U1GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-pest_control-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A4",
      "prompt": "who is the best pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Mount Lawley Pest Control",
        "Ecofriendly Pest Control Perth",
        "Bug Busters Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "WA Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Chambers Pest Solutions",
        "Loins Pest Control Perth",
        "Pesti Pest Control Perth",
        "Bestwest Building Inspections",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Envirapest",
        "Pest Relief",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Power Over Pests - Pest Control Perth",
        "Eco Friendly Pest Solutions",
        "Pest Protect Pro",
        "All-U-Need Pest Control"
      ],
      "brands_recommended": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Mount Lawley Pest Control",
        "Ecofriendly Pest Control Perth",
        "Bug Busters Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "WA Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Chambers Pest Solutions",
        "Loins Pest Control Perth",
        "Pesti Pest Control Perth",
        "Bestwest Building Inspections",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Envirapest",
        "Pest Relief",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Power Over Pests - Pest Control Perth",
        "Eco Friendly Pest Solutions",
        "Pest Protect Pro",
        "All-U-Need Pest Control"
      ],
      "brand_order": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Mount Lawley Pest Control",
        "Ecofriendly Pest Control Perth",
        "Bug Busters Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "WA Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Chambers Pest Solutions",
        "Loins Pest Control Perth",
        "Pesti Pest Control Perth",
        "Bestwest Building Inspections",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Envirapest",
        "Pest Relief",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Power Over Pests - Pest Control Perth",
        "Eco Friendly Pest Solutions",
        "Pest Protect Pro",
        "All-U-Need Pest Control"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMlgyaHFjV0p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNk0zSmtPRFo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWNHNDBNalp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFltdHVlV1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkak9HMTJhbk5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9XTjVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKellqQjJiWEpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14MmVERmthbWMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZM09IZGtjVGhvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeGVua3lhR3MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2FIbGliURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2F6QnlPV3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2JHNDFkbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0aVgyWjVaM3BrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhScWFHeHRNemd4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2FtdHdaemd4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoa2VUUTFibXcwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrNU4zQm1jMnA0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-pest_control-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A4",
      "prompt": "who is the best pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Mount Lawley Pest Control",
        "WA Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Bug Busters Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Loins Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Pesti Pest Control Perth",
        "Chambers Pest Solutions",
        "Pest Relief",
        "Bestwest Building Inspections",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Eco Friendly Pest Solutions",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Pest Protect Pro",
        "Envirapest",
        "Bee Rangers Perth",
        "All-U-Need Pest Control",
        "Choosing the Right Service"
      ],
      "brands_recommended": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Mount Lawley Pest Control",
        "WA Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Bug Busters Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Loins Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Pesti Pest Control Perth",
        "Chambers Pest Solutions",
        "Pest Relief",
        "Bestwest Building Inspections",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Eco Friendly Pest Solutions",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Pest Protect Pro",
        "Envirapest",
        "Bee Rangers Perth",
        "All-U-Need Pest Control",
        "Choosing the Right Service"
      ],
      "brand_order": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Mount Lawley Pest Control",
        "WA Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Bug Busters Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Loins Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Pesti Pest Control Perth",
        "Chambers Pest Solutions",
        "Pest Relief",
        "Bestwest Building Inspections",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Eco Friendly Pest Solutions",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Pest Protect Pro",
        "Envirapest",
        "Bee Rangers Perth",
        "All-U-Need Pest Control",
        "Choosing the Right Service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMlgyaHFjV0p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNk0zSmtPRFo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkak9HMTJhbk5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWNHNDBNalp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFltdHVlV1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZM09IZGtjVGhvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9XTjVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKellqQjJiWEpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeGVua3lhR3MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14MmVERmthbWMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0aVgyWjVaM3BrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2FIbGliURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhScWFHeHRNemd4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoa2VUUTFibXcwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2F6QnlPV3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrNU4zQm1jMnA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2JHNDFkbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhneGJqRnNNelZpGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-pest_control-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A4",
      "prompt": "who is the best pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Allpest - WA",
        "Highly Rated Pest Control Options"
      ],
      "brands_recommended": [
        "Allpest - WA",
        "Highly Rated Pest Control Options"
      ],
      "brand_order": [
        "Allpest - WA",
        "Highly Rated Pest Control Options"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1dre9em/good_pest_control_companies/",
        "https://www.termicopestmanagement.com.au/",
        "https://www.allpest.com.au/",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/"
      ],
      "cited_domains": [
        "reddit.com",
        "termicopestmanagement.com.au",
        "allpest.com.au",
        "aussietheatre.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aussietheatre.com.au",
          "class": "publisher"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-pest_control-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A4",
      "prompt": "who is the best pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1dre9em/good_pest_control_companies/",
        "https://www.termicopestmanagement.com.au/",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMlgyaHFjV0p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNk0zSmtPRFo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkak9HMTJhbk5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFltdHVlV1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWNHNDBNalp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9XTjVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKellqQjJiWEpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14MmVERmthbWMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZM09IZGtjVGhvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeGVua3lhR3MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2FIbGliURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2F6QnlPV3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2JHNDFkbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0aVgyWjVaM3BrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhScWFHeHRNemd4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2FtdHdaemd4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoa2VUUTFibXcwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrNU4zQm1jMnA0GAo"
      ],
      "cited_domains": [
        "reddit.com",
        "termicopestmanagement.com.au",
        "aussietheatre.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aussietheatre.com.au",
          "class": "publisher"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-pest_control-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A4",
      "prompt": "who is the best pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Allpest - WA"
      ],
      "brands_recommended": [
        "Allpest - WA"
      ],
      "brand_order": [
        "Allpest - WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1dre9em/good_pest_control_companies/",
        "https://www.termicopestmanagement.com.au/",
        "https://www.allpest.com.au/",
        "https://www.rentokil.com/au/about/local-branches/pest-control-perth",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/",
        "https://www.perthpest.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "termicopestmanagement.com.au",
        "allpest.com.au",
        "rentokil.com",
        "aussietheatre.com.au",
        "perthpest.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rentokil.com",
          "class": "brand-source"
        },
        {
          "domain": "aussietheatre.com.au",
          "class": "publisher"
        },
        {
          "domain": "perthpest.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-pest_control-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A4",
      "prompt": "who is the best pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Loins Pest Control Perth",
        "Rentokil",
        "Adaptive Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Chambers Pest Solutions",
        "Antipesto Pest Control Perth",
        "Enviro Pest Control Perth",
        "Pesti Pest Control Perth",
        "Eco Safe Pest Control Perth",
        "Bug Busters Pest Control",
        "5 Star Termite & Pest Control",
        "Pest Inspection Perth"
      ],
      "brands_recommended": [
        "Loins Pest Control Perth",
        "Rentokil",
        "Adaptive Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Chambers Pest Solutions",
        "Antipesto Pest Control Perth",
        "Enviro Pest Control Perth",
        "Pesti Pest Control Perth",
        "Eco Safe Pest Control Perth",
        "Bug Busters Pest Control",
        "5 Star Termite & Pest Control",
        "Pest Inspection Perth"
      ],
      "brand_order": [
        "Loins Pest Control Perth",
        "Rentokil",
        "Adaptive Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Chambers Pest Solutions",
        "Antipesto Pest Control Perth",
        "Enviro Pest Control Perth",
        "Pesti Pest Control Perth",
        "Eco Safe Pest Control Perth",
        "Bug Busters Pest Control",
        "5 Star Termite & Pest Control",
        "Pest Inspection Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-pest_control-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A4",
      "prompt": "who is the best pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Rentokil",
        "Bug Busters Pest Control"
      ],
      "brands_recommended": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Rentokil",
        "Bug Busters Pest Control"
      ],
      "brand_order": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Rentokil",
        "Bug Busters Pest Control"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-pest_control-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A4",
      "prompt": "who is the best pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Loins Pest Control Perth",
        "Rentokil",
        "Adaptive Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Chambers Pest Solutions"
      ],
      "brands_recommended": [
        "Loins Pest Control Perth",
        "Rentokil",
        "Adaptive Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Chambers Pest Solutions"
      ],
      "brand_order": [
        "Loins Pest Control Perth",
        "Rentokil",
        "Adaptive Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Chambers Pest Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/perth_region?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/pest-control-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/pest-control-services?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/pest-control/perth-wa/?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/pest-control/perth?utm_source=chatgpt.com",
        "https://traderefer.au/top/pest-control/wa/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/pest-control?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-pest-control-perth-cbd/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "hipages.com.au",
        "productreview.com.au",
        "reviews.birdeye.com",
        "whotohire.com.au",
        "traderefer.au",
        "bluecollarbusiness.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "traderefer.au",
          "class": "brand-source"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-pest_control-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A4",
      "prompt": "who is the best pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Chambers Pest Solutions",
        "Stewarts Pest Control",
        "Budget Pest Control"
      ],
      "brands_recommended": [
        "Chambers Pest Solutions",
        "Stewarts Pest Control",
        "Budget Pest Control"
      ],
      "brand_order": [
        "Chambers Pest Solutions",
        "Stewarts Pest Control",
        "Budget Pest Control"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-pest_control-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A4",
      "prompt": "who is the best pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Stewarts Pest Control",
        "Budget Pest Control",
        "Termico Pest Management"
      ],
      "brands_recommended": [
        "Stewarts Pest Control",
        "Budget Pest Control",
        "Termico Pest Management"
      ],
      "brand_order": [
        "Stewarts Pest Control",
        "Budget Pest Control",
        "Termico Pest Management"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-pest_control-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A4",
      "prompt": "who is the best pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Chambers Pest Solutions",
        "Budget Pest Control",
        "Stewarts Pest Control",
        "Bug Busters Pest Control"
      ],
      "brands_recommended": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Chambers Pest Solutions",
        "Budget Pest Control",
        "Stewarts Pest Control",
        "Bug Busters Pest Control"
      ],
      "brand_order": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Chambers Pest Solutions",
        "Budget Pest Control",
        "Stewarts Pest Control",
        "Bug Busters Pest Control"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-pest_control-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A5",
      "prompt": "recommend a good pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "5 Star Termite & Pest Control",
        "Best Pest Control perth",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Bestwest Building Inspections",
        "Bug Busters Pest Control",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Pest Relief",
        "Envirapest",
        "Eco Friendly Pest Solutions",
        "Chambers Pest Solutions",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Rentokil Pest Control Perth",
        "Allpest - WA",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Eco Pest Control Perth",
        "Maxwell Robinson & Phelps",
        "Tom's Pest Control Perth"
      ],
      "brands_recommended": [
        "5 Star Termite & Pest Control",
        "Best Pest Control perth",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Bestwest Building Inspections",
        "Bug Busters Pest Control",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Pest Relief",
        "Envirapest",
        "Eco Friendly Pest Solutions",
        "Chambers Pest Solutions",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Rentokil Pest Control Perth",
        "Allpest - WA",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Eco Pest Control Perth",
        "Maxwell Robinson & Phelps",
        "Tom's Pest Control Perth"
      ],
      "brand_order": [
        "5 Star Termite & Pest Control",
        "Best Pest Control perth",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Bestwest Building Inspections",
        "Bug Busters Pest Control",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Pest Relief",
        "Envirapest",
        "Eco Friendly Pest Solutions",
        "Chambers Pest Solutions",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Rentokil Pest Control Perth",
        "Allpest - WA",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Eco Pest Control Perth",
        "Maxwell Robinson & Phelps",
        "Tom's Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMlgyaHFjV0p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlozQTNNMnB6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2FIbGliURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWNHNDBNalp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkak9HMTJhbk5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeGVua3lhR3MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0aVgyWjVaM3BrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2JHNDFkbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoa2VUUTFibXcwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14MmVERmthbWMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFltdHVlV1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9XTjVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSc2NqSTFiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhScWFHeHRNemd4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkc1pISXliQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaU1EaDBhMjVrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSb2FIbGpOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwNE1qRmtkM0U1GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-pest_control-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A5",
      "prompt": "recommend a good pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth"
      ],
      "brands_recommended": [
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth"
      ],
      "brand_order": [
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=H6N3CNZE2CQWKMM5DDKL5VHM&variation_id=XFGVSQWI5A3TY5BY6VKCWETH",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=DM6PGLWZEPZMZOGPRPJYIMG2&variation_id=NH4LM4MHCZERNWXZ4HPOOE7R",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=FBXGS6A5BSABY6TTCFV4MZON&variation_id=YJMTJ2CZMW3U66NBNM2S3N6J"
      ],
      "cited_domains": [
        "google.com",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-pest_control-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A5",
      "prompt": "recommend a good pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth"
      ],
      "brands_recommended": [
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth"
      ],
      "brand_order": [
        "Ecofriendly Pest Control Perth",
        "Enviro Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=H6N3CNZE2CQWKMM5DDKL5VHM&variation_id=XFGVSQWI5A3TY5BY6VKCWETH"
      ],
      "cited_domains": [
        "google.com",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-pest_control-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A5",
      "prompt": "recommend a good pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Allpest - WA"
      ],
      "brands_recommended": [
        "Allpest - WA"
      ],
      "brand_order": [
        "Allpest - WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1dre9em/good_pest_control_companies/",
        "https://www.rentokil.com/au/about/local-branches/pest-control-perth",
        "https://www.termicopestmanagement.com.au/",
        "https://www.allpest.com.au/",
        "https://antipesto.net/?srsltid=AfmBOooVn5cdWA0CUU7dBug_JdBKRwWC1RsJ2DzTODH3CkzUeUL95S7T",
        "https://hipages.com.au/article/how_much_does_pest_control_cost"
      ],
      "cited_domains": [
        "reddit.com",
        "rentokil.com",
        "termicopestmanagement.com.au",
        "allpest.com.au",
        "antipesto.net",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "rentokil.com",
          "class": "brand-source"
        },
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "antipesto.net",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-pest_control-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A5",
      "prompt": "recommend a good pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Allpest - WA"
      ],
      "brands_recommended": [
        "Allpest - WA"
      ],
      "brand_order": [
        "Allpest - WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.rentokil.com/au/about/local-branches/pest-control-perth",
        "https://www.allpest.com.au/",
        "https://www.termicopestmanagement.com.au/",
        "https://www.tomspestcontrolperth.com.au/",
        "https://hipages.com.au/article/how_much_does_pest_control_cost"
      ],
      "cited_domains": [
        "rentokil.com",
        "allpest.com.au",
        "termicopestmanagement.com.au",
        "tomspestcontrolperth.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "rentokil.com",
          "class": "brand-source"
        },
        {
          "domain": "allpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-pest_control-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A5",
      "prompt": "recommend a good pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1dre9em/good_pest_control_companies/",
        "https://www.rentokil.com/au/about/local-branches/pest-control-perth",
        "https://www.termicopestmanagement.com.au/",
        "https://www.allpest.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "rentokil.com",
        "termicopestmanagement.com.au",
        "allpest.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "rentokil.com",
          "class": "brand-source"
        },
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allpest.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-pest_control-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A5",
      "prompt": "recommend a good pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Chambers Pest Solutions",
        "Bug Busters Pest Control",
        "Gremlin Pest and Weed Control"
      ],
      "brands_recommended": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Chambers Pest Solutions",
        "Bug Busters Pest Control",
        "Gremlin Pest and Weed Control"
      ],
      "brand_order": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Chambers Pest Solutions",
        "Bug Busters Pest Control",
        "Gremlin Pest and Weed Control"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control_termites/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control_termites/wa?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control_termites/wa/west_perth?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/pest-control/perth?utm_source=chatgpt.com",
        "https://traderefer.au/top/pest-control/wa/perth?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-pest-control-perth-cbd/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/pest-control-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/pro-pest-control-perth?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/pest-control/5-star-termite-and-pest-control-perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "whotohire.com.au",
        "traderefer.au",
        "bluecollarbusiness.com.au",
        "productreview.com.au",
        "homedone.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "traderefer.au",
          "class": "brand-source"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-pest_control-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A5",
      "prompt": "recommend a good pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Rentokil",
        "Gremlin Pest and Weed Control",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "WA Pest Control Perth",
        "5 Star Termite & Pest Control",
        "Perth Pest And Termite Solutions",
        "Termipest Pest Control",
        "Pesti Pest Control Perth",
        "Pest Inspection Perth"
      ],
      "brands_recommended": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Rentokil",
        "Gremlin Pest and Weed Control",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "WA Pest Control Perth",
        "5 Star Termite & Pest Control",
        "Perth Pest And Termite Solutions",
        "Termipest Pest Control",
        "Pesti Pest Control Perth",
        "Pest Inspection Perth"
      ],
      "brand_order": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Rentokil",
        "Gremlin Pest and Weed Control",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "WA Pest Control Perth",
        "5 Star Termite & Pest Control",
        "Perth Pest And Termite Solutions",
        "Termipest Pest Control",
        "Pesti Pest Control Perth",
        "Pest Inspection Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-pest_control-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A5",
      "prompt": "recommend a good pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Rentokil"
      ],
      "brands_recommended": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Rentokil"
      ],
      "brand_order": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Rentokil"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/pest-control/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/pest-control-services?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/pest-control-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://traderefer.au/top/pest-control/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/reviews/building-and-pest-services-wa?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-pest-control-perth-cbd/?utm_source=chatgpt.com",
        "https://www.yellowpages.com.au/perth-wa-6800/pest-control?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "hipages.com.au",
        "whotohire.com.au",
        "productreview.com.au",
        "traderefer.au",
        "bluecollarbusiness.com.au",
        "yellowpages.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "traderefer.au",
          "class": "brand-source"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "yellowpages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-pest_control-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A5",
      "prompt": "recommend a good pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Stewarts Pest Control",
        "Termico Pest Management",
        "Budget Pest Control"
      ],
      "brands_recommended": [
        "Stewarts Pest Control",
        "Termico Pest Management",
        "Budget Pest Control"
      ],
      "brand_order": [
        "Stewarts Pest Control",
        "Termico Pest Management",
        "Budget Pest Control"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-pest_control-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A5",
      "prompt": "recommend a good pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Termico Pest Management",
        "Bug Busters Pest Control",
        "Provides full timber pest inspections"
      ],
      "brands_recommended": [
        "Termico Pest Management",
        "Bug Busters Pest Control",
        "Provides full timber pest inspections"
      ],
      "brand_order": [
        "Termico Pest Management",
        "Bug Busters Pest Control",
        "Provides full timber pest inspections"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-pest_control-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-A5",
      "prompt": "recommend a good pest control in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Stewarts Pest Control",
        "Budget Pest Control"
      ],
      "brands_recommended": [
        "Stewarts Pest Control",
        "Budget Pest Control"
      ],
      "brand_order": [
        "Stewarts Pest Control",
        "Budget Pest Control"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-pest_control-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B1",
      "prompt": "best pest control in Perth for termite inspection",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.termicopestmanagement.com.au/",
        "https://www.productreview.com.au/c/pest-control-services/l/western-australia_au",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=XYOL4C6D64DQYZLZZCQ6DMP4&variation_id=FA4TTZMMVVJEDF2B47HK3KT6",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=XYOL4C6D64DQYZLZZCQ6DMP4&variation_id=4WXOX7E7EUATDIHKGHIBEVK3",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=H6N3CNZE2CQWKMM5DDKL5VHM&variation_id=XFGVSQWI5A3TY5BY6VKCWETH"
      ],
      "cited_domains": [
        "termicopestmanagement.com.au",
        "productreview.com.au",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-pest_control-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B1",
      "prompt": "best pest control in Perth for termite inspection",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Bug Busters Pest Control",
        "Termico Pest Management",
        "Ecofriendly Pest Control Perth"
      ],
      "brands_recommended": [
        "Bug Busters Pest Control",
        "Termico Pest Management",
        "Ecofriendly Pest Control Perth"
      ],
      "brand_order": [
        "Bug Busters Pest Control",
        "Termico Pest Management",
        "Ecofriendly Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWNHNDBNalp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4ZWpRME9YY3dOVGsYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-pest_control-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B1",
      "prompt": "best pest control in Perth for termite inspection",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Ecofriendly Pest Control Perth"
      ],
      "brands_recommended": [
        "Ecofriendly Pest Control Perth"
      ],
      "brand_order": [
        "Ecofriendly Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ecosafepestcontrolperth.com.au/termite-inspection-perth/",
        "https://antspestcontrolperth.com.au/termite-inspection-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=H6N3CNZE2CQWKMM5DDKL5VHM&variation_id=XFGVSQWI5A3TY5BY6VKCWETH",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=XYOL4C6D64DQYZLZZCQ6DMP4&variation_id=4WXOX7E7EUATDIHKGHIBEVK3",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=WJJ4HXRYJR7TP3VE2XJXG5PJ&variation_id=MX2532I5Z34JZKNR4PLEVTMO"
      ],
      "cited_domains": [
        "ecosafepestcontrolperth.com.au",
        "antspestcontrolperth.com.au",
        "google.com",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "ecosafepestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "antspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-pest_control-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B1",
      "prompt": "best pest control in Perth for termite inspection",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Envirapest",
        "Swatapest"
      ],
      "brands_recommended": [
        "Envirapest",
        "Swatapest"
      ],
      "brand_order": [
        "Envirapest",
        "Swatapest"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.termicopestmanagement.com.au/",
        "https://www.tomspestcontrolperth.com.au/",
        "https://swatapest.com.au/termite-inspections-perth/",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/",
        "https://www.tomspestcontrolperth.com.au/termite-treatment-perth/",
        "https://www.envirapest.com.au/",
        "https://www.flick.com.au/perth-pest-control/termite-treatment/"
      ],
      "cited_domains": [
        "termicopestmanagement.com.au",
        "tomspestcontrolperth.com.au",
        "swatapest.com.au",
        "aussietheatre.com.au",
        "envirapest.com.au",
        "flick.com.au"
      ],
      "source_classes": [
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "swatapest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aussietheatre.com.au",
          "class": "publisher"
        },
        {
          "domain": "envirapest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "flick.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-pest_control-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B1",
      "prompt": "best pest control in Perth for termite inspection",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.termicopestmanagement.com.au/",
        "https://www.rentokil.com/au/about/local-branches/pest-control-perth/termite-treatment-perth",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/",
        "https://www.rentokil.com/au/about/local-branches/pest-control-perth",
        "https://www.allpest.com.au/",
        "https://swatapest.com.au/termite-inspections-perth/"
      ],
      "cited_domains": [
        "termicopestmanagement.com.au",
        "rentokil.com",
        "aussietheatre.com.au",
        "allpest.com.au",
        "swatapest.com.au"
      ],
      "source_classes": [
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rentokil.com",
          "class": "brand-source"
        },
        {
          "domain": "aussietheatre.com.au",
          "class": "publisher"
        },
        {
          "domain": "allpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "swatapest.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-pest_control-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B1",
      "prompt": "best pest control in Perth for termite inspection",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.termicopestmanagement.com.au/",
        "https://www.tomspestcontrolperth.com.au/",
        "https://homeintegrity.com.au/annual-termite-inspections/",
        "https://swatapest.com.au/termite-inspections-perth/",
        "https://www.tomspestcontrolperth.com.au/termite-treatment-perth/"
      ],
      "cited_domains": [
        "termicopestmanagement.com.au",
        "tomspestcontrolperth.com.au",
        "homeintegrity.com.au",
        "swatapest.com.au"
      ],
      "source_classes": [
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homeintegrity.com.au",
          "class": "brand-source"
        },
        {
          "domain": "swatapest.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-pest_control-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B1",
      "prompt": "best pest control in Perth for termite inspection",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "5 Star Termite & Pest Control",
        "MK Pest Control and Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Rentokil",
        "MK Pest Control"
      ],
      "brands_recommended": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "5 Star Termite & Pest Control",
        "MK Pest Control and Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Rentokil",
        "MK Pest Control"
      ],
      "brand_order": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "5 Star Termite & Pest Control",
        "MK Pest Control and Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Rentokil",
        "MK Pest Control"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/5-star-termite-pest-control-167038620990088?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control_termites/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control_termites/wa/west_perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/reviews/the-termite-king-perth-cbd?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/pro-pest-control-perth?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/pest-control/perth?utm_source=chatgpt.com",
        "https://traderefer.au/top/pest-control/wa/perth?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-pest-control-perth-cbd/?utm_source=chatgpt.com",
        "https://fabpestcontrol.com.au/?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/pest-control/5-star-termite-and-pest-control-perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "reviews.birdeye.com",
        "hipages.com.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "whotohire.com.au",
        "traderefer.au",
        "bluecollarbusiness.com.au",
        "fabpestcontrol.com.au",
        "homedone.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "traderefer.au",
          "class": "brand-source"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "fabpestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-pest_control-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B1",
      "prompt": "best pest control in Perth for termite inspection",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Rentokil",
        "Loins Pest Control Perth",
        "5 Star Termite & Pest Control",
        "MK Pest Control and Termite Treatment Perth",
        "Bug Busters Pest Control",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Perth Pest And Termite Solutions",
        "Mount Lawley Pest Control",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Pest Inspection Perth"
      ],
      "brands_recommended": [
        "Rentokil",
        "Loins Pest Control Perth",
        "5 Star Termite & Pest Control",
        "MK Pest Control and Termite Treatment Perth",
        "Bug Busters Pest Control",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Perth Pest And Termite Solutions",
        "Mount Lawley Pest Control",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Pest Inspection Perth"
      ],
      "brand_order": [
        "Rentokil",
        "Loins Pest Control Perth",
        "5 Star Termite & Pest Control",
        "MK Pest Control and Termite Treatment Perth",
        "Bug Busters Pest Control",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Perth Pest And Termite Solutions",
        "Mount Lawley Pest Control",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Pest Inspection Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://traderefer.au/top/pest-control/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "traderefer.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "traderefer.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-pest_control-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B1",
      "prompt": "best pest control in Perth for termite inspection",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "5 Star Termite & Pest Control",
        "Pest Inspection Perth | Termite Inspection Perth",
        "Rentokil",
        "MK Pest Control and Termite Treatment Perth",
        "5 Star Termite"
      ],
      "brands_recommended": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "5 Star Termite & Pest Control",
        "Pest Inspection Perth | Termite Inspection Perth",
        "Rentokil",
        "MK Pest Control and Termite Treatment Perth",
        "5 Star Termite"
      ],
      "brand_order": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "5 Star Termite & Pest Control",
        "Pest Inspection Perth | Termite Inspection Perth",
        "Rentokil",
        "MK Pest Control and Termite Treatment Perth",
        "5 Star Termite"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://traderefer.au/top/pest-control/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control_termites/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control_termites/wa/west_perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/pro-pest-control-perth?utm_source=chatgpt.com",
        "https://www.elitepestcontrol.net.au/reviews?utm_source=chatgpt.com",
        "https://www.trustindex.io/reviews/www.termitespecialist.com.au?utm_source=chatgpt.com",
        "https://www.stewartspestcontrol.com.au/reviews?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-pest-control-perth-cbd/?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/pest-control/perth?utm_source=chatgpt.com",
        "https://www.homedone.com.au/perth/pest-control/5-star-termite-and-pest-control-perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "traderefer.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "elitepestcontrol.net.au",
        "trustindex.io",
        "stewartspestcontrol.com.au",
        "bluecollarbusiness.com.au",
        "whotohire.com.au",
        "homedone.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "traderefer.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "elitepestcontrol.net.au",
          "class": "brand-source"
        },
        {
          "domain": "trustindex.io",
          "class": "third-party"
        },
        {
          "domain": "stewartspestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "homedone.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-pest_control-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B1",
      "prompt": "best pest control in Perth for termite inspection",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Chambers Pest Solutions",
        "Budget Pest Control",
        "Stewarts Pest Control",
        "Enviro Pest Control Perth",
        "Focuses on comprehensive timber pest assessments"
      ],
      "brands_recommended": [
        "Chambers Pest Solutions",
        "Budget Pest Control",
        "Stewarts Pest Control",
        "Enviro Pest Control Perth",
        "Focuses on comprehensive timber pest assessments"
      ],
      "brand_order": [
        "Chambers Pest Solutions",
        "Budget Pest Control",
        "Stewarts Pest Control",
        "Enviro Pest Control Perth",
        "Focuses on comprehensive timber pest assessments"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-pest_control-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B1",
      "prompt": "best pest control in Perth for termite inspection",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Stewarts Pest Control",
        "All-U-Need Pest Control",
        "Budget Pest Control & Allpest"
      ],
      "brands_recommended": [
        "Stewarts Pest Control",
        "All-U-Need Pest Control",
        "Budget Pest Control & Allpest"
      ],
      "brand_order": [
        "Stewarts Pest Control",
        "All-U-Need Pest Control",
        "Budget Pest Control & Allpest"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.envirapest.com.au/#:~:text=Unfortunately%2C%20most%20people%20are%20unaware%20that%20termite,treatments%2C%20and%20spot%20treatments.%20LETS%20TALK%20TERMITES.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=*%20Stewarts%20Pest%20Control%20%E2%80%93%20Trusted%20Name%20Since%201954.",
        "https://www.stewartspestcontrol.com.au/reviews#:~:text=We%20had%20Cameron%20come%20out%20and%20he,we%20can%20request%20him%20for%20follow%20ups.",
        "https://www.stewartspestcontrol.com.au/reviews#:~:text=We%20are%20a%20family-owned%20and%20operated%20business,Control%20Licences%20%26%20Are%20All%20Police%20Cleared!",
        "https://www.envirapest.com.au/#:~:text=Unfortunately%2C%20most%20people%20are%20unaware%20that%20termite,treatments%2C%20and%20spot%20treatments.%20LETS%20TALK%20TERMITES.",
        "https://www.envirapest.com.au/#:~:text=Envirapest%20provide%20all%20aspects%20of%20termite%20management,We%20cover%20all%20shapes%20and%20sizes%20too.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=When%20it%20comes%20to%20comprehensive%20pest%20control,service%2C%20often%20addressing%20issues%20within%2024%20hours.",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=Services%20Offered%20*%20Termite%20treatments%20and%20inspections.,customers%20report%20delays%20during%20peak%20seasons.%202."
      ],
      "cited_domains": [
        "envirapest.com.au",
        "aussietheatre.com.au",
        "stewartspestcontrol.com.au"
      ],
      "source_classes": [
        {
          "domain": "envirapest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aussietheatre.com.au",
          "class": "publisher"
        },
        {
          "domain": "stewartspestcontrol.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-pest_control-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B1",
      "prompt": "best pest control in Perth for termite inspection",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.termicopestmanagement.com.au/#:~:text=WA%20Owned%20%26%20Operated.%20Est.%201996%20*,More.%20*%20Spiders.%20Read%20More.%20*%20Termites.",
        "https://www.termicopestmanagement.com.au/#:~:text=Reasons%20to%20choose%20Termico%20Pest%20Management%20*,regarding%20the%20excellent%20service%20provided%20by%20Gary.",
        "https://www.bestwestbuilding.com.au/bestwest-pest-control/#:~:text=Bestwest%20Pest%20Control%20and%20Termite%20Management%20is,all%20the%20way%20from%20Yanchep%20to%20Mandurah.",
        "https://www.bestwestbuilding.com.au/bestwest-pest-control/#:~:text=Bestwest%20Pest%20Control%20is%20a%20Termidor%20Accredited,greg%20Hatfield.%20July%207%2C%202026%20via%20Google.",
        "https://bugbusters.com.au/#:~:text=For%2039%20years%2C%20Bug%20Busters%20has%20been,control%20in%20Perth%20for%20homes%20and%20businesses.",
        "https://www.allpest.com.au/",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/#:~:text=*%20Stewarts%20Pest%20Control%20%E2%80%93%20Trusted%20Name%20Since%201954.",
        "https://www.bestwestbuilding.com.au/bestwest-pest-control/#:~:text=Bestwest%20Pest%20Control%20is%20a%20Termidor%20Accredited,greg%20Hatfield.%20July%207%2C%202026%20via%20Google.",
        "https://bugbusters.com.au/#:~:text=Prevent%20termites%20from%20taking%20over%20your%20home,on%20domestic%20and%20commercial%20pest%20control%20services."
      ],
      "cited_domains": [
        "termicopestmanagement.com.au",
        "bestwestbuilding.com.au",
        "bugbusters.com.au",
        "allpest.com.au",
        "aussietheatre.com.au"
      ],
      "source_classes": [
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestwestbuilding.com.au",
          "class": "directory"
        },
        {
          "domain": "bugbusters.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aussietheatre.com.au",
          "class": "publisher"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-pest_control-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B2",
      "prompt": "same day pest control Perth for cockroaches",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Tiger Pest and Weed Control",
        "Tom's Pest Control Perth",
        "Local Pest Control Options in Perth"
      ],
      "brands_recommended": [
        "Tiger Pest and Weed Control",
        "Tom's Pest Control Perth",
        "Local Pest Control Options in Perth"
      ],
      "brand_order": [
        "Tiger Pest and Weed Control",
        "Tom's Pest Control Perth",
        "Local Pest Control Options in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.tomspestcontrolperth.com.au/",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=H6N3CNZE2CQWKMM5DDKL5VHM&variation_id=XFGVSQWI5A3TY5BY6VKCWETH",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=RJUM2DOIPWACJYRBU4OBUM4N&variation_id=FEFMQXCGTUYWJDQVQGKENW7M"
      ],
      "cited_domains": [
        "tomspestcontrolperth.com.au",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-pest_control-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B2",
      "prompt": "same day pest control Perth for cockroaches",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Enviro Pest Control Perth",
        "5 Star Termite & Pest Control",
        "WA Pest Control Perth",
        "Mount Lawley Pest Control",
        "Rentokil Pest Control Perth",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Ecofriendly Pest Control Perth",
        "Bug Busters Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Pest Relief",
        "Envirapest",
        "Loins Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Best Pest Control perth",
        "Pesti Pest Control Perth",
        "Eco Pest Control Perth",
        "Power Over Pests - Pest Control Perth",
        "ZeroCritter Services",
        "Dwellcrest Solutions",
        "COCKROACH EXTERMINATION PERTH"
      ],
      "brands_recommended": [
        "Enviro Pest Control Perth",
        "5 Star Termite & Pest Control",
        "WA Pest Control Perth",
        "Mount Lawley Pest Control",
        "Rentokil Pest Control Perth",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Ecofriendly Pest Control Perth",
        "Bug Busters Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Pest Relief",
        "Envirapest",
        "Loins Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Best Pest Control perth",
        "Pesti Pest Control Perth",
        "Eco Pest Control Perth",
        "Power Over Pests - Pest Control Perth",
        "ZeroCritter Services",
        "Dwellcrest Solutions",
        "COCKROACH EXTERMINATION PERTH"
      ],
      "brand_order": [
        "Enviro Pest Control Perth",
        "5 Star Termite & Pest Control",
        "WA Pest Control Perth",
        "Mount Lawley Pest Control",
        "Rentokil Pest Control Perth",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Ecofriendly Pest Control Perth",
        "Bug Busters Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Pest Relief",
        "Envirapest",
        "Loins Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Best Pest Control perth",
        "Pesti Pest Control Perth",
        "Eco Pest Control Perth",
        "Power Over Pests - Pest Control Perth",
        "ZeroCritter Services",
        "Dwellcrest Solutions",
        "COCKROACH EXTERMINATION PERTH"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMlgyaHFjV0p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkak9HMTJhbk5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNk0zSmtPRFo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9XTjVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhScWFHeHRNemd4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWNHNDBNalp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFltdHVlV1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0aVgyWjVaM3BrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2JHNDFkbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZM09IZGtjVGhvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKellqQjJiWEpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlozQTNNMnB6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeGVua3lhR3MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOaU1EaDBhMjVrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2FtdHdaemd4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhveE9EbDJNRFJzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvd1kzazFlbVpqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrME4zbzNZMjB5GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-pest_control-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B2",
      "prompt": "same day pest control Perth for cockroaches",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Enviro Pest Control Perth",
        "Loins Pest Control Perth"
      ],
      "brands_recommended": [
        "Enviro Pest Control Perth",
        "Loins Pest Control Perth"
      ],
      "brand_order": [
        "Enviro Pest Control Perth",
        "Loins Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZM09IZGtjVGhvGAo",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=H6N3CNZE2CQWKMM5DDKL5VHM&variation_id=XFGVSQWI5A3TY5BY6VKCWETH"
      ],
      "cited_domains": [
        "google.com",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-pest_control-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B2",
      "prompt": "same day pest control Perth for cockroaches",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-pest_control-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B2",
      "prompt": "same day pest control Perth for cockroaches",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.tomspestcontrolperth.com.au/",
        "https://ecosafepestcontrolperth.com.au/cockroach-control-perth/",
        "https://www.rentokil.com/au/about/local-branches/pest-control-perth/cockrocah-control-perth",
        "https://www.stewartspestcontrol.com.au/",
        "https://www.pestrelief.com.au/",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:11146566622225933944,catalogid:15118489868752905893,gpcid:15279510847933831239,mid:576462810937372270&ibp=oshop"
      ],
      "cited_domains": [
        "tomspestcontrolperth.com.au",
        "ecosafepestcontrolperth.com.au",
        "rentokil.com",
        "stewartspestcontrol.com.au",
        "pestrelief.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ecosafepestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rentokil.com",
          "class": "brand-source"
        },
        {
          "domain": "stewartspestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pestrelief.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-pest_control-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B2",
      "prompt": "same day pest control Perth for cockroaches",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-pest_control-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B2",
      "prompt": "same day pest control Perth for cockroaches",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Loins Pest Control Perth",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "WA Pest Control Perth",
        "Pest Relief — Cockroach Control",
        "Tom's Pest Control Perth",
        "Sherlock Pest Control",
        "Pest Relief",
        "Sherlock Integrated Pest Management"
      ],
      "brands_recommended": [
        "Loins Pest Control Perth",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "WA Pest Control Perth",
        "Pest Relief — Cockroach Control",
        "Tom's Pest Control Perth",
        "Sherlock Pest Control",
        "Pest Relief",
        "Sherlock Integrated Pest Management"
      ],
      "brand_order": [
        "Loins Pest Control Perth",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "WA Pest Control Perth",
        "Pest Relief — Cockroach Control",
        "Tom's Pest Control Perth",
        "Sherlock Pest Control",
        "Pest Relief",
        "Sherlock Integrated Pest Management"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.pestrelief.com.au/cockroach-control?utm_source=chatgpt.com",
        "https://www.tomspestcontrolperth.com.au/?utm_source=chatgpt.com",
        "https://sherlockpestcontrol.com.au/?utm_source=chatgpt.com",
        "https://www.abc.net.au/news/2026-05-06/cockroaches-invade-perth-apartment-building/106650032?utm_source=chatgpt.com",
        "https://www.abc.net.au/news/2024-11-20/top-tips-for-dealing-with-cockroaches-in-your-home/104615514?utm_source=chatgpt.com",
        "https://www.pestrelief.com.au/?utm_source=chatgpt.com",
        "https://www.22bgroup.com/?utm_source=chatgpt.com",
        "https://www.pestcontrolperth.com.au/services/german-cockroach-pest-control-perth?utm_source=chatgpt.com",
        "https://ecosafepestcontrolperth.com.au/cockroach-control-perth/?utm_source=chatgpt.com",
        "https://www.enviropestcontrol.com.au/?utm_source=chatgpt.com",
        "https://www.fix4upest.com.au/?utm_source=chatgpt.com",
        "https://www.xpresspestcontrol.com.au/?utm_source=chatgpt.com",
        "https://www.stewartspestcontrol.com.au/?utm_source=chatgpt.com",
        "https://cleanixa.shop/services/commercial-pest-control?utm_source=chatgpt.com",
        "https://region.com.au/best-pest-control-services-canberra/13520/?utm_source=chatgpt.com",
        "https://www.aussietheatre.com.au/news/5-best-pest-control-perth-services/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "pestrelief.com.au",
        "tomspestcontrolperth.com.au",
        "sherlockpestcontrol.com.au",
        "abc.net.au",
        "22bgroup.com",
        "pestcontrolperth.com.au",
        "ecosafepestcontrolperth.com.au",
        "enviropestcontrol.com.au",
        "fix4upest.com.au",
        "xpresspestcontrol.com.au",
        "stewartspestcontrol.com.au",
        "cleanixa.shop",
        "region.com.au",
        "aussietheatre.com.au"
      ],
      "source_classes": [
        {
          "domain": "pestrelief.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sherlockpestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "abc.net.au",
          "class": "publisher"
        },
        {
          "domain": "22bgroup.com",
          "class": "third-party"
        },
        {
          "domain": "pestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ecosafepestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "enviropestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fix4upest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "xpresspestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stewartspestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cleanixa.shop",
          "class": "third-party"
        },
        {
          "domain": "region.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aussietheatre.com.au",
          "class": "publisher"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-pest_control-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B2",
      "prompt": "same day pest control Perth for cockroaches",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Pest Relief — Cockroach Control",
        "Tom's Pest Control Perth",
        "Sherlock Pest Control",
        "Enviro Pest Control Perth",
        "Sherlock Integrated Pest Management"
      ],
      "brands_recommended": [
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Pest Relief — Cockroach Control",
        "Tom's Pest Control Perth",
        "Sherlock Pest Control",
        "Enviro Pest Control Perth",
        "Sherlock Integrated Pest Management"
      ],
      "brand_order": [
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Pest Relief — Cockroach Control",
        "Tom's Pest Control Perth",
        "Sherlock Pest Control",
        "Enviro Pest Control Perth",
        "Sherlock Integrated Pest Management"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.pestrelief.com.au/cockroach-control?utm_source=chatgpt.com",
        "https://www.pestrelief.com.au/?utm_source=chatgpt.com",
        "https://www.tomspestcontrolperth.com.au/?utm_source=chatgpt.com",
        "https://www.tomspestcontrolperth.com.au/cockroach-control/?utm_source=chatgpt.com",
        "https://sherlockpestcontrol.com.au/?utm_source=chatgpt.com",
        "https://www.enviropestcontrol.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "pestrelief.com.au",
        "tomspestcontrolperth.com.au",
        "sherlockpestcontrol.com.au",
        "enviropestcontrol.com.au"
      ],
      "source_classes": [
        {
          "domain": "pestrelief.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sherlockpestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "enviropestcontrol.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-pest_control-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B2",
      "prompt": "same day pest control Perth for cockroaches",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Pest Relief",
        "Tom's Pest Control Perth",
        "Sherlock Integrated Pest Management",
        "EcoSafe Pest Control Perth"
      ],
      "brands_recommended": [
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Pest Relief",
        "Tom's Pest Control Perth",
        "Sherlock Integrated Pest Management",
        "EcoSafe Pest Control Perth"
      ],
      "brand_order": [
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Pest Relief",
        "Tom's Pest Control Perth",
        "Sherlock Integrated Pest Management",
        "EcoSafe Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.pestrelief.com.au/cockroach-control?utm_source=chatgpt.com",
        "https://www.tomspestcontrolperth.com.au/?utm_source=chatgpt.com",
        "https://sherlockpestcontrol.com.au/?utm_source=chatgpt.com",
        "https://ecosafepestcontrolperth.com.au/cockroach-control-perth/?utm_source=chatgpt.com",
        "https://www.pestrelief.com.au/?utm_source=chatgpt.com",
        "https://www.pestcontrolperth.com.au/services/german-cockroach-pest-control-perth?utm_source=chatgpt.com",
        "https://www.pestcontrolperth.com.au/services/shop-and-office-pest-control-perth?utm_source=chatgpt.com",
        "https://www.tomspestcontrolperth.com.au/cockroach-control/?utm_source=chatgpt.com",
        "https://www.tomspestcontrolperth.com.au/southern-river/?utm_source=chatgpt.com",
        "https://www.tomspestcontrolperth.com.au/south-perth/?utm_source=chatgpt.com",
        "https://acmetermitetreatment.com.au/?utm_source=chatgpt.com",
        "https://www.stewartspestcontrol.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "pestrelief.com.au",
        "tomspestcontrolperth.com.au",
        "sherlockpestcontrol.com.au",
        "ecosafepestcontrolperth.com.au",
        "pestcontrolperth.com.au",
        "acmetermitetreatment.com.au",
        "stewartspestcontrol.com.au"
      ],
      "source_classes": [
        {
          "domain": "pestrelief.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sherlockpestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ecosafepestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "acmetermitetreatment.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stewartspestcontrol.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-pest_control-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B2",
      "prompt": "same day pest control Perth for cockroaches",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.tomspestcontrolperth.com.au/#:~:text=You%20can%20enjoy%20affordable%20pest%20control%20in,quote%20for%20commercial%20or%20domestic%20pest%20control.",
        "https://swatapest.com.au/cockroach-pest-control-perth/#:~:text=For%20more%20information%20about%20treating%20cockroaches%20or,*%20German%20Cockroach%20Treatment.%20%24380.00%20Select%20options."
      ],
      "cited_domains": [
        "tomspestcontrolperth.com.au",
        "swatapest.com.au"
      ],
      "source_classes": [
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "swatapest.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-pest_control-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B2",
      "prompt": "same day pest control Perth for cockroaches",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://ecosafepestcontrolperth.com.au/cockroach-control-perth/#:~:text=Most%20residential%20treatments%20are%20completed%20within%2045,suburbs.%20Frequently%20Asked%20Questions%20(FAQs)%20*%20Yes.",
        "https://ecosafepestcontrolperth.com.au/cockroach-control-perth/#:~:text=Common%20Cockroach%20Species%20Found%20in%20Perth%20Homes.,treat%20all%20species%20common%20to%20Perth%20properties.",
        "https://ecosafepestcontrolperth.com.au/cockroach-control-perth/#:~:text=At%20Eco%20Safe%20Pest%20Control%20Perth%2C%20we've,Are%20a%20Health%20Risk%20You%20Can't%20Ignore.",
        "https://ecosafepestcontrolperth.com.au/cockroach-control-perth/#:~:text=At%20Eco%20Safe%20Pest%20Control%20Perth%2C%20we've,Are%20a%20Health%20Risk%20You%20Can't%20Ignore.",
        "https://ecosafepestcontrolperth.com.au/cockroach-control-perth/#:~:text=Targeted%20Treatment%3A%20German%20cockroaches%20are%20treated%20with,provide%20practical%2C%20property-specific%20tips%20to%20prevent%20re-infestation.",
        "https://www.tomspestcontrolperth.com.au/#:~:text=You%20can%20enjoy%20affordable%20pest%20control%20in,quote%20for%20commercial%20or%20domestic%20pest%20control.",
        "https://www.tomspestcontrolperth.com.au/how-much-does-pest-control-cost-in-perth/",
        "https://www.tomspestcontrolperth.com.au/#:~:text=You%20can%20enjoy%20affordable%20pest%20control%20in,quote%20for%20commercial%20or%20domestic%20pest%20control.",
        "https://www.budgetpest.com.au/emergency-pest-control/#:~:text=For%20more%20than%2045%20years%2C%20Budget%20Pest,pest%20control.%20Residential%20and%20commercial%20pest%20management.",
        "https://www.budgetpest.com.au/emergency-pest-control/#:~:text=Need%20urgent%20pest%20control%3F%20Call%20(08)%209470,urgent%20situations%20that%20require%20immediate%20professional%20attention.",
        "https://www.budgetpest.com.au/emergency-pest-control/#:~:text=For%20more%20than%2045%20years%2C%20Budget%20Pest,pest%20control.%20Residential%20and%20commercial%20pest%20management.",
        "https://pestsoutwa.com.au/#:~:text=Professional%20%26%20Affordable%20pest%20management.%20Pests%20Out,and%20competitive%20packages%20with%20up%20front%20costs.",
        "https://pestsoutwa.com.au/#:~:text=Pest%20Control%20Perth%20Provided%20by%20Pests%20Out,(08)%209305%204501.%200417%20331%20879.%20info%40pestsoutwa.com.au.",
        "https://pestsoutwa.com.au/#:~:text=We%20also%20manage%20higher%20risk%20issues%20like,Crickets%2C%20Spiders.%20View%20all.%20Package%202.%20%24295."
      ],
      "cited_domains": [
        "ecosafepestcontrolperth.com.au",
        "tomspestcontrolperth.com.au",
        "budgetpest.com.au",
        "pestsoutwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "ecosafepestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "budgetpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pestsoutwa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-pest_control-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B2",
      "prompt": "same day pest control Perth for cockroaches",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Eco Safe Pest Control Perth",
        "Tom's Pest Control Perth",
        "Pest Relief",
        "Providers Offering Same-Day Service in Perth"
      ],
      "brands_recommended": [
        "Eco Safe Pest Control Perth",
        "Tom's Pest Control Perth",
        "Pest Relief",
        "Providers Offering Same-Day Service in Perth"
      ],
      "brand_order": [
        "Eco Safe Pest Control Perth",
        "Tom's Pest Control Perth",
        "Pest Relief",
        "Providers Offering Same-Day Service in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ecosafepestcontrolperth.com.au/cockroach-control-perth/#:~:text=At%20Eco%20Safe%20Pest%20Control%20Perth%2C%20we've,Are%20a%20Health%20Risk%20You%20Can't%20Ignore.",
        "https://ecosafepestcontrolperth.com.au/cockroach-control-perth/#:~:text=At%20Eco%20Safe%20Pest%20Control%20Perth%2C%20we've,Are%20a%20Health%20Risk%20You%20Can't%20Ignore.",
        "https://ecosafepestcontrolperth.com.au/cockroach-control-perth/#:~:text=At%20Eco%20Safe%20Pest%20Control%20Perth%2C%20we've,Are%20a%20Health%20Risk%20You%20Can't%20Ignore.",
        "https://www.tomspestcontrolperth.com.au/#:~:text=You%20can%20enjoy%20affordable%20pest%20control%20in,quote%20for%20commercial%20or%20domestic%20pest%20control.",
        "https://www.tomspestcontrolperth.com.au/#:~:text=*%20Cockroach%20Pest%20Control.%20Starting%20From%20%24249.",
        "https://www.tomspestcontrolperth.com.au/#:~:text=(08)%206202%207096.%20Request%20A%20Free%20Quote.",
        "https://www.pestrelief.com.au/#:~:text=SAME%20DAY%20SERVICE.%20We%20will%20take%20care,5%2F5%20reviews%20at%20google.%20FAMILY-FIRST%20PEST%20CONTROL.",
        "https://ecosafepestcontrolperth.com.au/cockroach-control-perth/#:~:text=Targeted%20Treatment%3A%20German%20cockroaches%20are%20treated%20with,provide%20practical%2C%20property-specific%20tips%20to%20prevent%20re-infestation.",
        "https://ecosafepestcontrolperth.com.au/cockroach-control-perth/#:~:text=Once%20treated%20areas%20are%20dry%20%E2%80%94%20usually,are%20completely%20safe%20for%20children%20and%20pets."
      ],
      "cited_domains": [
        "ecosafepestcontrolperth.com.au",
        "tomspestcontrolperth.com.au",
        "pestrelief.com.au"
      ],
      "source_classes": [
        {
          "domain": "ecosafepestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pestrelief.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-pest_control-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B3",
      "prompt": "affordable pest control Perth annual treatment",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Enviro Pest Control Perth",
        "Loins Pest Control Perth"
      ],
      "brands_recommended": [
        "Enviro Pest Control Perth",
        "Loins Pest Control Perth"
      ],
      "brand_order": [
        "Enviro Pest Control Perth",
        "Loins Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.enviropestcontrol.com.au/revamp/termite-treatment-perth/",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=HDLGGDX5ERMIT4K4ESOQZHXC&variation_id=RNUQTYSFJZ2V6D5GR2HI26AR",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZM09IZGtjVGhvGAo"
      ],
      "cited_domains": [
        "enviropestcontrol.com.au",
        "app.squareup.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "enviropestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-pest_control-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B3",
      "prompt": "affordable pest control Perth annual treatment",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Apparent Insect & Spider 1lt",
        "Amgrow Patrol Insecticide Barrier Spray 750ml",
        "Perth Pest Control Price Guide",
        "Tips to Lower Pest Control Costs"
      ],
      "brands_recommended": [
        "Apparent Insect & Spider 1lt",
        "Amgrow Patrol Insecticide Barrier Spray 750ml",
        "Perth Pest Control Price Guide",
        "Tips to Lower Pest Control Costs"
      ],
      "brand_order": [
        "Apparent Insect & Spider 1lt",
        "Amgrow Patrol Insecticide Barrier Spray 750ml",
        "Perth Pest Control Price Guide",
        "Tips to Lower Pest Control Costs"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.elitepestcontrol.net.au/pricelist",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:3257017562664768115,catalogid:6065177914145872344,gpcid:8574517381700936074,mid:576462690093246773&ibp=oshop",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:18140956247362494541,catalogid:13594008953502857062,gpcid:10642287197176331011,mid:576462433898842703&ibp=oshop",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=HDLGGDX5ERMIT4K4ESOQZHXC&variation_id=RNUQTYSFJZ2V6D5GR2HI26AR",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=7AGIVXZ42A5HA4G5XIX47FWS&variation_id=AZIJICMIZM5Q57B2FAPHW3DF",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=7AGIVXZ42A5HA4G5XIX47FWS&variation_id=VDIFHSGGHIF6NYWTNR7CSYBT"
      ],
      "cited_domains": [
        "elitepestcontrol.net.au",
        "google.com",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "elitepestcontrol.net.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-pest_control-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B3",
      "prompt": "affordable pest control Perth annual treatment",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "WA Pest Control Perth",
        "Mount Lawley Pest Control",
        "Stewarts Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Pesti Pest Control Perth",
        "Bug Busters Pest Control",
        "Adaptive Pest Control Perth",
        "Loins Pest Control Perth",
        "Power Over Pests - Pest Control Perth",
        "Envirapest",
        "Xterminate",
        "A1 Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Pest Relief",
        "Pest Protect Pro",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Tips for Finding Affordable, Reliable Service"
      ],
      "brands_recommended": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "WA Pest Control Perth",
        "Mount Lawley Pest Control",
        "Stewarts Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Pesti Pest Control Perth",
        "Bug Busters Pest Control",
        "Adaptive Pest Control Perth",
        "Loins Pest Control Perth",
        "Power Over Pests - Pest Control Perth",
        "Envirapest",
        "Xterminate",
        "A1 Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Pest Relief",
        "Pest Protect Pro",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Tips for Finding Affordable, Reliable Service"
      ],
      "brand_order": [
        "5 Star Termite & Pest Control",
        "Enviro Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "WA Pest Control Perth",
        "Mount Lawley Pest Control",
        "Stewarts Pest Control",
        "Cottesloe Pest Control- The REAL one @ 93847870",
        "Pesti Pest Control Perth",
        "Bug Busters Pest Control",
        "Adaptive Pest Control Perth",
        "Loins Pest Control Perth",
        "Power Over Pests - Pest Control Perth",
        "Envirapest",
        "Xterminate",
        "A1 Pest Control Perth",
        "Rentokil Pest Control Perth",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Pest Relief",
        "Pest Protect Pro",
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Tips for Finding Affordable, Reliable Service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMlgyaHFjV0p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoc2JYQjBiRzA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkak9HMTJhbk5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNk0zSmtPRFo2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdacU5XdHFaM0E1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFltdHVlV1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNeGVua3lhR3MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWNHNDBNalp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKellqQjJiWEpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZM09IZGtjVGhvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2FtdHdaemd4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2JHNDFkbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGeU0zTjJNek5vGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCblpuRnFhR1E1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNE9XTjVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhScWFHeHRNemd4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0aVgyWjVaM3BrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrNU4zQm1jMnA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2F6QnlPV3N3GAo",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=HDLGGDX5ERMIT4K4ESOQZHXC&variation_id=RNUQTYSFJZ2V6D5GR2HI26AR"
      ],
      "cited_domains": [
        "google.com",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-pest_control-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B3",
      "prompt": "affordable pest control Perth annual treatment",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "General Pest Treatment"
      ],
      "brands_recommended": [
        "General Pest Treatment"
      ],
      "brand_order": [
        "General Pest Treatment"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.budgetpest.com.au/",
        "https://www.tomspestcontrolperth.com.au/",
        "https://pestsoutwa.com.au/",
        "https://www.perth-pest-control.net.au/pest-control-perth-prices",
        "https://whatsthedamage.com.au/pest-control-cost-perth/"
      ],
      "cited_domains": [
        "budgetpest.com.au",
        "tomspestcontrolperth.com.au",
        "pestsoutwa.com.au",
        "perth-pest-control.net.au",
        "whatsthedamage.com.au"
      ],
      "source_classes": [
        {
          "domain": "budgetpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pestsoutwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perth-pest-control.net.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-pest_control-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B3",
      "prompt": "affordable pest control Perth annual treatment",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "General Pest Spray"
      ],
      "brands_recommended": [
        "General Pest Spray"
      ],
      "brand_order": [
        "General Pest Spray"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.budgetpest.com.au/",
        "https://cheappest.com.au/",
        "https://www.tomspestcontrolperth.com.au/",
        "https://whatsthedamage.com.au/pest-control-cost-perth/",
        "https://www.perth-pest-control.net.au/pest-control-perth-prices"
      ],
      "cited_domains": [
        "budgetpest.com.au",
        "cheappest.com.au",
        "tomspestcontrolperth.com.au",
        "whatsthedamage.com.au",
        "perth-pest-control.net.au"
      ],
      "source_classes": [
        {
          "domain": "budgetpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cheappest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "perth-pest-control.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-pest_control-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B3",
      "prompt": "affordable pest control Perth annual treatment",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.budgetpest.com.au/",
        "https://cheappest.com.au/",
        "https://www.tomspestcontrolperth.com.au/",
        "https://www.budgetpest.com.au/pest-control-deals-perth/",
        "https://pestsoutwa.com.au/",
        "https://whatsthedamage.com.au/pest-control-cost-perth/",
        "https://www.perth-pest-control.net.au/pest-control-perth-prices",
        "https://ecosafepestcontrolperth.com.au/how-much-does-pest-control-cost-in-perth/"
      ],
      "cited_domains": [
        "budgetpest.com.au",
        "cheappest.com.au",
        "tomspestcontrolperth.com.au",
        "pestsoutwa.com.au",
        "whatsthedamage.com.au",
        "perth-pest-control.net.au",
        "ecosafepestcontrolperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "budgetpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cheappest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pestsoutwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "perth-pest-control.net.au",
          "class": "brand-source"
        },
        {
          "domain": "ecosafepestcontrolperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-pest_control-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B3",
      "prompt": "affordable pest control Perth annual treatment",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Cheap Pest Control Perth",
        "PinPoint Pest Control pricing"
      ],
      "brands_recommended": [
        "Cheap Pest Control Perth",
        "PinPoint Pest Control pricing"
      ],
      "brand_order": [
        "Cheap Pest Control Perth",
        "PinPoint Pest Control pricing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://cheappest.com.au/?utm_source=chatgpt.com",
        "https://pestsoutwa.com.au/?utm_source=chatgpt.com",
        "https://pinpointinspections.com.au/pricing/pest-control?utm_source=chatgpt.com",
        "https://swatapest.com.au/project/platinum-life-program/?utm_source=chatgpt.com",
        "https://www.rentokil.com/au/about/local-branches/pest-control-perth/pest-treatment-perth?utm_source=chatgpt.com",
        "https://whatsthedamage.com.au/pest-control-cost-perth/?utm_source=chatgpt.com",
        "https://handld.org/au/pest-control/perth/?utm_source=chatgpt.com",
        "https://pestpatrolwa.com.au/residential-packages/?utm_source=chatgpt.com",
        "https://www.elitepestcontrol.net.au/pricelist?utm_source=chatgpt.com",
        "https://www.propestcontrolperth.com.au/?utm_source=chatgpt.com",
        "https://antipesto.net/perth-pest-specials/?utm_source=chatgpt.com",
        "https://www.flick.com.au/home-protection/?city=Perth&country=AU&geoip=&utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "cheappest.com.au",
        "pestsoutwa.com.au",
        "pinpointinspections.com.au",
        "swatapest.com.au",
        "rentokil.com",
        "whatsthedamage.com.au",
        "handld.org",
        "pestpatrolwa.com.au",
        "elitepestcontrol.net.au",
        "propestcontrolperth.com.au",
        "antipesto.net",
        "flick.com.au"
      ],
      "source_classes": [
        {
          "domain": "cheappest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pestsoutwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pinpointinspections.com.au",
          "class": "brand-source"
        },
        {
          "domain": "swatapest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rentokil.com",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "handld.org",
          "class": "third-party"
        },
        {
          "domain": "pestpatrolwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "elitepestcontrol.net.au",
          "class": "brand-source"
        },
        {
          "domain": "propestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "antipesto.net",
          "class": "brand-source"
        },
        {
          "domain": "flick.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-pest_control-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B3",
      "prompt": "affordable pest control Perth annual treatment",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Ecofriendly Pest Control Perth",
        "Cheap Pest Control Perth",
        "PinPoint Pest Control pricing",
        "Elite Pest Control",
        "WA Pest Control Perth"
      ],
      "brands_recommended": [
        "Ecofriendly Pest Control Perth",
        "Cheap Pest Control Perth",
        "PinPoint Pest Control pricing",
        "Elite Pest Control",
        "WA Pest Control Perth"
      ],
      "brand_order": [
        "Ecofriendly Pest Control Perth",
        "Cheap Pest Control Perth",
        "PinPoint Pest Control pricing",
        "Elite Pest Control",
        "WA Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://handld.org/au/pest-control/perth/?utm_source=chatgpt.com",
        "https://whatsthedamage.com.au/pest-control-cost-perth/?utm_source=chatgpt.com",
        "https://cheappest.com.au/?utm_source=chatgpt.com",
        "https://pestsoutwa.com.au/?utm_source=chatgpt.com",
        "https://pinpointinspections.com.au/pricing/pest-control?utm_source=chatgpt.com",
        "https://www.elitepestcontrol.net.au/pricelist?utm_source=chatgpt.com",
        "https://swatapest.com.au/project/platinum-life-program/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "handld.org",
        "whatsthedamage.com.au",
        "cheappest.com.au",
        "pestsoutwa.com.au",
        "pinpointinspections.com.au",
        "elitepestcontrol.net.au",
        "swatapest.com.au"
      ],
      "source_classes": [
        {
          "domain": "handld.org",
          "class": "third-party"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "cheappest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pestsoutwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pinpointinspections.com.au",
          "class": "brand-source"
        },
        {
          "domain": "elitepestcontrol.net.au",
          "class": "brand-source"
        },
        {
          "domain": "swatapest.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-pest_control-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B3",
      "prompt": "affordable pest control Perth annual treatment",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Ecofriendly Pest Control Perth",
        "Allpest - WA",
        "Pest Be Gone Solutions",
        "PinPoint Pest Control pricing",
        "WA Pest Control Perth",
        "FAB Pest Control",
        "Pest Be Gone"
      ],
      "brands_recommended": [
        "Ecofriendly Pest Control Perth",
        "Allpest - WA",
        "Pest Be Gone Solutions",
        "PinPoint Pest Control pricing",
        "WA Pest Control Perth",
        "FAB Pest Control",
        "Pest Be Gone"
      ],
      "brand_order": [
        "Ecofriendly Pest Control Perth",
        "Allpest - WA",
        "Pest Be Gone Solutions",
        "PinPoint Pest Control pricing",
        "WA Pest Control Perth",
        "FAB Pest Control",
        "Pest Be Gone"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://pestbegonesolutions.com.au/residential-pest-control-perth/?utm_source=chatgpt.com",
        "https://pestbegonesolutions.com.au/residential-pest-control-perth/12-month-pest-control/?utm_source=chatgpt.com",
        "https://fabpestcontrol.com.au/?utm_source=chatgpt.com",
        "https://swatapest.com.au/project/platinum-life-program/?utm_source=chatgpt.com",
        "https://pinpointinspections.com.au/pricing/pest-control?utm_source=chatgpt.com",
        "https://handld.org/au/pest-control/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "pestbegonesolutions.com.au",
        "fabpestcontrol.com.au",
        "swatapest.com.au",
        "pinpointinspections.com.au",
        "handld.org"
      ],
      "source_classes": [
        {
          "domain": "pestbegonesolutions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fabpestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "swatapest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pinpointinspections.com.au",
          "class": "brand-source"
        },
        {
          "domain": "handld.org",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-pest_control-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B3",
      "prompt": "affordable pest control Perth annual treatment",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Tips for Affordable Pest Control",
        "Basic General Pest Spray"
      ],
      "brands_recommended": [
        "Tips for Affordable Pest Control",
        "Basic General Pest Spray"
      ],
      "brand_order": [
        "Tips for Affordable Pest Control",
        "Basic General Pest Spray"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://whatsthedamage.com.au/pest-control-cost-perth/#:~:text=Frequently%20Asked%20Questions.%20How%20much%20does%20pest,is%20separate%20from%20a%20full%20termite%20treatment.",
        "https://whatsthedamage.com.au/pest-control-cost-perth/",
        "https://whatsthedamage.com.au/pest-control-cost-perth/",
        "https://pestsoutwa.com.au/#:~:text=Prices%20start%20at%20%24150%2C%20which%20is%20usually,refer%20to%20our%20pests%20page%20on%20ants.",
        "https://pestsoutwa.com.au/#:~:text=Package%201.%20%24190.%20Covers%20Cockroaches%2C%20Crickets%2C%20Spiders.,Ants%2C%20Rodents%20and%20Timber%20Pests.%20View%20all.",
        "https://whatsthedamage.com.au/pest-control-cost-perth/#:~:text=Frequently%20Asked%20Questions.%20How%20much%20does%20pest,is%20separate%20from%20a%20full%20termite%20treatment.",
        "https://whatsthedamage.com.au/pest-control-cost-perth/#:~:text=How%20Prices%20Vary%20Across%20Perth.%20Pest%20Control,best%20way%20to%20find%20a%20fair%20price."
      ],
      "cited_domains": [
        "whatsthedamage.com.au",
        "pestsoutwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "pestsoutwa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-pest_control-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B3",
      "prompt": "affordable pest control Perth annual treatment",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://whatsthedamage.com.au/pest-control-cost-perth/#:~:text=Frequently%20Asked%20Questions.%20How%20much%20does%20pest,is%20separate%20from%20a%20full%20termite%20treatment.",
        "https://whatsthedamage.com.au/pest-control-cost-perth/#:~:text=A%20general%20treatment%20(%24190%E2%80%93%24470%20in%20Perth)%20typically,exterior%20perimeter%2C%20and%20any%20visible%20nesting%20areas.",
        "https://whatsthedamage.com.au/pest-control-cost-perth/#:~:text=Quick%20answerPest%20Control%20in%20Perth%20costs%20%24190%E2%80%93%24470,treatment%20%7C%20%24125per%20visit%20%7C%20%24190%20%7C",
        "https://whatsthedamage.com.au/pest-control-cost-perth/#:~:text=A%20general%20treatment%20(%24190%E2%80%93%24470%20in%20Perth)%20typically,exterior%20perimeter%2C%20and%20any%20visible%20nesting%20areas.",
        "https://whatsthedamage.com.au/pest-control-cost-perth/#:~:text=A%20general%20treatment%20(%24190%E2%80%93%24470%20in%20Perth)%20typically,exterior%20perimeter%2C%20and%20any%20visible%20nesting%20areas.",
        "https://antipesto.net/pest-control-perth-prices/#:~:text=Termite%20Pest%20Control%20Packages%20Available.%20Our%20most,%26%20outside%20you%20home%20(3%20month%20warranty).",
        "https://whatsthedamage.com.au/pest-control-cost-perth/#:~:text=Quick%20answerPest%20Control%20in%20Perth%20costs%20%24190%E2%80%93%24470,treatment%20%7C%20%24125per%20visit%20%7C%20%24190%20%7C",
        "https://pestsoutwa.com.au/#:~:text=Please%20note%20that%20as%20of%2024%20March,refer%20to%20our%20pests%20page%20on%20mice."
      ],
      "cited_domains": [
        "whatsthedamage.com.au",
        "antipesto.net",
        "pestsoutwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "antipesto.net",
          "class": "brand-source"
        },
        {
          "domain": "pestsoutwa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-pest_control-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B3",
      "prompt": "affordable pest control Perth annual treatment",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://whatsthedamage.com.au/pest-control-cost-perth/?utm_source=gemini#:~:text=Frequently%20Asked%20Questions.%20How%20much%20does%20pest,is%20separate%20from%20a%20full%20termite%20treatment.",
        "https://whatsthedamage.com.au/pest-control-cost-perth/?utm_source=gemini#:~:text=A%20general%20treatment%20(%24190%E2%80%93%24470%20in%20Perth)%20typically,exterior%20perimeter%2C%20and%20any%20visible%20nesting%20areas.",
        "https://whatsthedamage.com.au/pest-control-cost-perth/?utm_source=gemini#:~:text=Frequently%20Asked%20Questions.%20How%20much%20does%20pest,is%20separate%20from%20a%20full%20termite%20treatment.",
        "https://whatsthedamage.com.au/pest-control-cost-perth/?utm_source=gemini#:~:text=Most%20general%20treatments%20include%20a%20warranty%20period,be%20free.%20Always%20check%20the%20warranty%20terms.",
        "https://pestsoutwa.com.au/?utm_source=gemini#:~:text=*%20Please%20note%3A%20Roof%20void%20rodent%20baiting,normally%20charged%20for%20this%20follow%20up%20attendance."
      ],
      "cited_domains": [
        "whatsthedamage.com.au",
        "pestsoutwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "pestsoutwa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-pest_control-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B4",
      "prompt": "most reliable pest control company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Enviro Pest Control Perth",
        "Chambers Pest Solutions"
      ],
      "brands_recommended": [
        "Enviro Pest Control Perth",
        "Chambers Pest Solutions"
      ],
      "brand_order": [
        "Enviro Pest Control Perth",
        "Chambers Pest Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1dre9em/good_pest_control_companies/",
        "https://www.reddit.com/r/perth/comments/1mtgcer/pest_control_recommendations_for_ratsmice_please/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=H6N3CNZE2CQWKMM5DDKL5VHM&variation_id=XFGVSQWI5A3TY5BY6VKCWETH",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=DM6PGLWZEPZMZOGPRPJYIMG2&variation_id=NH4LM4MHCZERNWXZ4HPOOE7R"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-pest_control-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B4",
      "prompt": "most reliable pest control company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Tiger Pest and Weed Control",
        "Pest Beaters",
        "Termseal & Specialized Termite Control"
      ],
      "brands_recommended": [
        "Tiger Pest and Weed Control",
        "Pest Beaters",
        "Termseal & Specialized Termite Control"
      ],
      "brand_order": [
        "Tiger Pest and Weed Control",
        "Pest Beaters",
        "Termseal & Specialized Termite Control"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=H6N3CNZE2CQWKMM5DDKL5VHM&variation_id=XFGVSQWI5A3TY5BY6VKCWETH",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=RJUM2DOIPWACJYRBU4OBUM4N&variation_id=FEFMQXCGTUYWJDQVQGKENW7M",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=RJUM2DOIPWACJYRBU4OBUM4N&variation_id=W7RESJZCQMBO6LKDIFIKH6CY"
      ],
      "cited_domains": [
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-pest_control-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B4",
      "prompt": "most reliable pest control company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-pest_control-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B4",
      "prompt": "most reliable pest control company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Rentokil"
      ],
      "brands_recommended": [
        "Rentokil"
      ],
      "brand_order": [
        "Rentokil"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.rentokil.com/au/about/local-branches/pest-control-perth",
        "https://www.tomspestcontrolperth.com.au/",
        "https://www.allpest.com.au/",
        "https://www.budgetpest.com.au/",
        "https://www.termicopestmanagement.com.au/"
      ],
      "cited_domains": [
        "rentokil.com",
        "tomspestcontrolperth.com.au",
        "allpest.com.au",
        "budgetpest.com.au",
        "termicopestmanagement.com.au"
      ],
      "source_classes": [
        {
          "domain": "rentokil.com",
          "class": "brand-source"
        },
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "budgetpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-pest_control-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B4",
      "prompt": "most reliable pest control company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-pest_control-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B4",
      "prompt": "most reliable pest control company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1dre9em/good_pest_control_companies/",
        "https://www.rentokil.com/au/about/local-branches/pest-control-perth",
        "https://www.tomspestcontrolperth.com.au/",
        "https://www.allpest.com.au/",
        "https://www.budgetpest.com.au/",
        "https://www.termicopestmanagement.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "rentokil.com",
        "tomspestcontrolperth.com.au",
        "allpest.com.au",
        "budgetpest.com.au",
        "termicopestmanagement.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "rentokil.com",
          "class": "brand-source"
        },
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "budgetpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-pest_control-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B4",
      "prompt": "most reliable pest control company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Rentokil",
        "Pest Relief — Cockroach Control",
        "Loins Pest Control Perth",
        "Antipesto Pest Control Perth",
        "Tom's Pest Control Perth",
        "Pest Relief or Loins"
      ],
      "brands_recommended": [
        "Rentokil",
        "Pest Relief — Cockroach Control",
        "Loins Pest Control Perth",
        "Antipesto Pest Control Perth",
        "Tom's Pest Control Perth",
        "Pest Relief or Loins"
      ],
      "brand_order": [
        "Rentokil",
        "Pest Relief — Cockroach Control",
        "Loins Pest Control Perth",
        "Antipesto Pest Control Perth",
        "Tom's Pest Control Perth",
        "Pest Relief or Loins"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-pest_control-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B4",
      "prompt": "most reliable pest control company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Rentokil",
        "Chambers Pest Solutions",
        "Loins Pest Control Perth",
        "Tom's Pest Control Perth",
        "Antipesto Pest Control Perth",
        "Enviro Pest Control Perth",
        "WA Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Perth Pest And Termite Solutions",
        "5 Star Termite & Pest Control",
        "Termipest Pest Control",
        "22B Pest Control Perth WA",
        "Pest Inspection Perth"
      ],
      "brands_recommended": [
        "Rentokil",
        "Chambers Pest Solutions",
        "Loins Pest Control Perth",
        "Tom's Pest Control Perth",
        "Antipesto Pest Control Perth",
        "Enviro Pest Control Perth",
        "WA Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Perth Pest And Termite Solutions",
        "5 Star Termite & Pest Control",
        "Termipest Pest Control",
        "22B Pest Control Perth WA",
        "Pest Inspection Perth"
      ],
      "brand_order": [
        "Rentokil",
        "Chambers Pest Solutions",
        "Loins Pest Control Perth",
        "Tom's Pest Control Perth",
        "Antipesto Pest Control Perth",
        "Enviro Pest Control Perth",
        "WA Pest Control Perth",
        "Ecofriendly Pest Control Perth",
        "Perth Pest And Termite Solutions",
        "5 Star Termite & Pest Control",
        "Termipest Pest Control",
        "22B Pest Control Perth WA",
        "Pest Inspection Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa/perth?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/pest-control/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "whotohire.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-pest_control-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B4",
      "prompt": "most reliable pest control company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Pest Relief — Cockroach Control",
        "Chambers Pest Solutions",
        "Rentokil"
      ],
      "brands_recommended": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Pest Relief — Cockroach Control",
        "Chambers Pest Solutions",
        "Rentokil"
      ],
      "brand_order": [
        "All-U-Need Pest Control & Termite Treatment Perth",
        "Loins Pest Control Perth",
        "Pest Relief — Cockroach Control",
        "Chambers Pest Solutions",
        "Rentokil"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/pest-control/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa/perth?utm_source=chatgpt.com",
        "https://whotohire.com.au/trades/pest-control/perth?utm_source=chatgpt.com",
        "https://whotohire.com.au/business/perth-pest-control-perth?utm_source=chatgpt.com",
        "https://traderefer.au/top/pest-control/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/pest-control?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/reviews/building-and-pest-services-wa?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/pest-control-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/pest-control-services?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/pro-pest-control-perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control/wa?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-pest-control-perth-cbd/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "whotohire.com.au",
        "traderefer.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "bluecollarbusiness.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "traderefer.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-pest_control-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B4",
      "prompt": "most reliable pest control company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Termico Pest Management",
        "Tom's Pest Control Perth"
      ],
      "brands_recommended": [
        "Termico Pest Management",
        "Tom's Pest Control Perth"
      ],
      "brand_order": [
        "Termico Pest Management",
        "Tom's Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.rentokil.com/au/about/local-branches/pest-control-perth#:~:text=Why%20choose%20Rentokil%20pest%20control%20in%20Perth%3F,pest%20treatments%20for%20fast%20results%20and%20resolution.",
        "https://www.rentokil.com/au/about/local-branches/pest-control-perth#:~:text=Rentokil's%20360%C2%B0%20pest%20management%20strategy%20offers%20a,it's%20about%20stopping%20them%20before%20they%20start.",
        "https://www.termicopestmanagement.com.au/",
        "https://www.allpest.com.au/",
        "https://www.tomspestcontrolperth.com.au/#:~:text=Contact%20Tom's%20Pest%20Control%20in%20Perth%20today,and%20reliable%20pest%20control%20solutions%20in%20Perth."
      ],
      "cited_domains": [
        "rentokil.com",
        "termicopestmanagement.com.au",
        "allpest.com.au",
        "tomspestcontrolperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "rentokil.com",
          "class": "brand-source"
        },
        {
          "domain": "termicopestmanagement.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-pest_control-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B4",
      "prompt": "most reliable pest control company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Stewarts Pest Control",
        "Tom's Pest Control Perth"
      ],
      "brands_recommended": [
        "Stewarts Pest Control",
        "Tom's Pest Control Perth"
      ],
      "brand_order": [
        "Stewarts Pest Control",
        "Tom's Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.stewartspestcontrol.com.au/reviews#:~:text=We%20are%20a%20family-owned%20and%20operated%20business,Control%20Licences%20%26%20Are%20All%20Police%20Cleared!",
        "https://www.stewartspestcontrol.com.au/reviews#:~:text=We%20are%20a%20family-owned%20and%20operated%20business,Control%20Licences%20%26%20Are%20All%20Police%20Cleared!",
        "https://www.termipest.com.au/#:~:text=Providing%20Pest%20Control%20in%20Perth%20For%20Over,ensuring%20your%20home%20or%20business%20remains%20pest-free.",
        "https://www.termipest.com.au/#:~:text=Here%20are%20a%20few%20testimonials%20from%20our%20satisfied%20clients%3A%20*%20Comprehensive%20pest%20control%20services.",
        "https://www.tomspestcontrolperth.com.au/#:~:text=You%20can%20enjoy%20affordable%20pest%20control%20in,quote%20for%20commercial%20or%20domestic%20pest%20control.",
        "https://www.tomspestcontrolperth.com.au/#:~:text=Our%20professional%20pest%20control%20services%20include%20affordable%2C,Proofing.%20*%20Rodent%20Control.%20*%20Cockroach%20Control.",
        "https://hipages.com.au/find/pest_control/wa/perth#:~:text=Gremlin%20Pest%20and%20Weed%20Control.%20Perth.%205.0(199,any%20pest%20control%20issues%20you%20may%20have.%22",
        "https://www.stewartspestcontrol.com.au/reviews#:~:text=Julie%20McNeil.%20We've%20been%20using%20Stewarts%20Pest,on%20time%2C%20courteous%2C%20professional%2C%20knowledgeable%20and%20efficient.",
        "https://www.tomspestcontrolperth.com.au/#:~:text=You%20can%20enjoy%20affordable%20pest%20control%20in,quote%20for%20commercial%20or%20domestic%20pest%20control."
      ],
      "cited_domains": [
        "stewartspestcontrol.com.au",
        "termipest.com.au",
        "tomspestcontrolperth.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "stewartspestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "termipest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-pest_control-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B4",
      "prompt": "most reliable pest control company Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.allpest.com.au/",
        "https://www.allpest.com.au/",
        "https://www.rentokil.com/au/about/local-branches/pest-control-perth#:~:text=Keeping%20pests%20out%20of%20your%20home%20shouldn't,monitoring%20to%20help%20manage%20recurring%20pest%20activity.",
        "https://www.termipest.com.au/#:~:text=However%2C%20Termipest%2C%20an%20operated%20pest%20control%20company%2C,to%20get%20the%20job%20done.%20Get%20Started.",
        "https://hipages.com.au/find/pest_control/wa/perth#:~:text=Gremlin%20Pest%20and%20Weed%20Control.%20Perth.%205.0(199,Bradley%20Francis%20Mcgrath.%20Perth.%204.9(280%20ratings)%20040",
        "https://pestsolutionsperth.com.au/#:~:text=Rest%20easy%20knowing%20your%20home%20is%20pest,Pest%20Management%20Services%20in%20Perth.%20CONTACT%20US."
      ],
      "cited_domains": [
        "allpest.com.au",
        "rentokil.com",
        "termipest.com.au",
        "hipages.com.au",
        "pestsolutionsperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "allpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rentokil.com",
          "class": "brand-source"
        },
        {
          "domain": "termipest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "pestsolutionsperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-pest_control-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B5",
      "prompt": "pest control Perth for rats in the roof",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Enviro Pest Control Perth",
        "Popular Pest Control Options in Perth"
      ],
      "brands_recommended": [
        "Enviro Pest Control Perth",
        "Popular Pest Control Options in Perth"
      ],
      "brand_order": [
        "Enviro Pest Control Perth",
        "Popular Pest Control Options in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ratspestcontrolperth.com.au/",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=MH6KIPRPDBSAZMGYL5DIY67K&variation_id=5ZYDMCN35B5RPJTG5B7G22QD",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=DM6PGLWZEPZMZOGPRPJYIMG2&variation_id=NH4LM4MHCZERNWXZ4HPOOE7R",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdGRubzVhR3N3GAo"
      ],
      "cited_domains": [
        "ratspestcontrolperth.com.au",
        "app.squareup.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "ratspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-pest_control-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B5",
      "prompt": "pest control Perth for rats in the roof",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Recommended Local Service"
      ],
      "brands_recommended": [
        "Recommended Local Service"
      ],
      "brand_order": [
        "Recommended Local Service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=MH6KIPRPDBSAZMGYL5DIY67K&variation_id=5ZYDMCN35B5RPJTG5B7G22QD",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=MH6KIPRPDBSAZMGYL5DIY67K&variation_id=U2O7HWKGOGGJZX2GMT4ORDTU"
      ],
      "cited_domains": [
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-pest_control-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B5",
      "prompt": "pest control Perth for rats in the roof",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly Rated Local Pest Control Options"
      ],
      "brands_recommended": [
        "Highly Rated Local Pest Control Options"
      ],
      "brand_order": [
        "Highly Rated Local Pest Control Options"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=MH6KIPRPDBSAZMGYL5DIY67K&variation_id=5ZYDMCN35B5RPJTG5B7G22QD",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=DM6PGLWZEPZMZOGPRPJYIMG2&variation_id=NH4LM4MHCZERNWXZ4HPOOE7R",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=MH6KIPRPDBSAZMGYL5DIY67K&variation_id=U2O7HWKGOGGJZX2GMT4ORDTU",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=H6N3CNZE2CQWKMM5DDKL5VHM&variation_id=XFGVSQWI5A3TY5BY6VKCWETH"
      ],
      "cited_domains": [
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-pest_control-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B5",
      "prompt": "pest control Perth for rats in the roof",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Allpest - WA"
      ],
      "brands_recommended": [
        "Allpest - WA"
      ],
      "brand_order": [
        "Allpest - WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/11s8n19/rats_in_the_roof_space/",
        "https://ratspestcontrolperth.com.au/",
        "https://www.allpest.com.au/pests/pest-control-rats-perth/",
        "https://roofrestorersperth.com.au/posts/rats-rodents-in-roof/",
        "https://megatecpestservices.com.au/rodent-control/",
        "https://ratspestcontrolperth.com.au/how-to-get-rid-of-rats-in-your-roof-space-expert-rodent-control-in-perth/",
        "https://antipesto.net/pest-control-perth/rat-pest-control/?srsltid=AfmBOoq2MaYtzhHRdReeafSvwhksHMqUtFp-7FlGBGfrqkxL3Dq3nx6i"
      ],
      "cited_domains": [
        "reddit.com",
        "ratspestcontrolperth.com.au",
        "allpest.com.au",
        "roofrestorersperth.com.au",
        "megatecpestservices.com.au",
        "antipesto.net"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "ratspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "roofrestorersperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "megatecpestservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "antipesto.net",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-pest_control-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B5",
      "prompt": "pest control Perth for rats in the roof",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Ratsak Max Strength Rat TrapGo to product viewer dialog for this item."
      ],
      "brands_recommended": [
        "Ratsak Max Strength Rat TrapGo to product viewer dialog for this item."
      ],
      "brand_order": [
        "Ratsak Max Strength Rat TrapGo to product viewer dialog for this item."
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1n1gayf/advice_needed_roof_rats/",
        "https://ratspestcontrolperth.com.au/",
        "https://www.allpest.com.au/pests/pest-control-rats-perth/",
        "https://roofrestorersperth.com.au/posts/rats-rodents-in-roof/",
        "https://antipesto.net/pest-control-perth/rat-pest-control/?srsltid=AfmBOooEs3ZiDg3Bpi0b_6--HrApFvWudYW8nFRwurg6zoAYmHsbfOOi",
        "https://www.youtube.com/watch?v=8t2zsN91yhA&t=2",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:1398834255045835734,catalogid:8841782836637477794,gpcid:7065774349105809719,mid:576462728821866439&ibp=oshop"
      ],
      "cited_domains": [
        "reddit.com",
        "ratspestcontrolperth.com.au",
        "allpest.com.au",
        "roofrestorersperth.com.au",
        "antipesto.net",
        "youtube.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "ratspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allpest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "roofrestorersperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "antipesto.net",
          "class": "brand-source"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-pest_control-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B5",
      "prompt": "pest control Perth for rats in the roof",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-pest_control-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B5",
      "prompt": "pest control Perth for rats in the roof",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Rats Pest Control Perth",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Rentokil",
        "Tom's Pest Control Perth",
        "Envirapest",
        "FAB Pest Control"
      ],
      "brands_recommended": [
        "Rats Pest Control Perth",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Rentokil",
        "Tom's Pest Control Perth",
        "Envirapest",
        "FAB Pest Control"
      ],
      "brand_order": [
        "Rats Pest Control Perth",
        "Rodent Control in Perth - Easy 24/7 Pest Control",
        "Rentokil",
        "Tom's Pest Control Perth",
        "Envirapest",
        "FAB Pest Control"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://fabpestcontrol.com.au/services/rodent-control-perth?utm_source=chatgpt.com",
        "https://pestsoutwa.com.au/?utm_source=chatgpt.com",
        "https://sherlockpestcontrol.com.au/rodent-control/?utm_source=chatgpt.com",
        "https://www.pestcontrolperth.com.au/services/rodent-pest-control-perth?utm_source=chatgpt.com",
        "https://www.propestcontrolperth.com.au/rodent-control/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/pest_control_rodent_control/wa/perth?utm_source=chatgpt.com",
        "https://ratspestcontrolperth.com.au/?utm_source=chatgpt.com",
        "https://www.hiveflow.com.au/rodent-control-perth?utm_source=chatgpt.com",
        "https://www.truebluesearch.com.au/business/rats-pest-control-perth/?utm_source=chatgpt.com",
        "https://www.rockypest.com.au/rodent-control-perth/?utm_source=chatgpt.com",
        "https://pestpatrolwa.com.au/mice-and-rodents/?utm_source=chatgpt.com",
        "https://www.joondaluppestcontrol.com.au/rodents?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "fabpestcontrol.com.au",
        "pestsoutwa.com.au",
        "sherlockpestcontrol.com.au",
        "pestcontrolperth.com.au",
        "propestcontrolperth.com.au",
        "hipages.com.au",
        "ratspestcontrolperth.com.au",
        "hiveflow.com.au",
        "truebluesearch.com.au",
        "rockypest.com.au",
        "pestpatrolwa.com.au",
        "joondaluppestcontrol.com.au"
      ],
      "source_classes": [
        {
          "domain": "fabpestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pestsoutwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sherlockpestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "ratspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hiveflow.com.au",
          "class": "brand-source"
        },
        {
          "domain": "truebluesearch.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rockypest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pestpatrolwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "joondaluppestcontrol.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-pest_control-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B5",
      "prompt": "pest control Perth for rats in the roof",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Rats Pest Control Perth",
        "Rentokil",
        "Enviro Pest Control Perth",
        "Pest Solutions Perth | Exterminator | Rodent & Pest Control Perth Wa",
        "Tom's Pest Control Perth",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Eco Safe Pest Control Perth",
        "Rat Removal Perth",
        "Budget Pest Control",
        "Mount Lawley Pest Control",
        "Ecofriendly Pest Control Perth",
        "Dead Pest Society"
      ],
      "brands_recommended": [
        "Rats Pest Control Perth",
        "Rentokil",
        "Enviro Pest Control Perth",
        "Pest Solutions Perth | Exterminator | Rodent & Pest Control Perth Wa",
        "Tom's Pest Control Perth",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Eco Safe Pest Control Perth",
        "Rat Removal Perth",
        "Budget Pest Control",
        "Mount Lawley Pest Control",
        "Ecofriendly Pest Control Perth",
        "Dead Pest Society"
      ],
      "brand_order": [
        "Rats Pest Control Perth",
        "Rentokil",
        "Enviro Pest Control Perth",
        "Pest Solutions Perth | Exterminator | Rodent & Pest Control Perth Wa",
        "Tom's Pest Control Perth",
        "WA Pest Control Perth",
        "Pesti Pest Control Perth",
        "Adaptive Pest Control Perth",
        "Eco Safe Pest Control Perth",
        "Rat Removal Perth",
        "Budget Pest Control",
        "Mount Lawley Pest Control",
        "Ecofriendly Pest Control Perth",
        "Dead Pest Society"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.enviropestcontrol.com.au/?utm_source=chatgpt.com",
        "https://fabpestcontrol.com.au/services/rodent-control-perth?utm_source=chatgpt.com",
        "https://pestsoutwa.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "enviropestcontrol.com.au",
        "fabpestcontrol.com.au",
        "pestsoutwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "enviropestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fabpestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pestsoutwa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-pest_control-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B5",
      "prompt": "pest control Perth for rats in the roof",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Rentokil",
        "Pesti Pest Control Perth",
        "Enviro Pest Control Perth",
        "Pest Solutions Perth | Exterminator | Rodent & Pest Control Perth Wa",
        "Rats Pest Control Perth",
        "Pest I Pest Control Perth",
        "22B Pest Control Perth WA",
        "Adaptive Pest Control Perth",
        "Rat Removal Perth",
        "Eco Safe Pest Control Perth",
        "Dead Pest Society",
        "Eco Friendly Pest Solutions",
        "Mount Lawley Pest Control",
        "5 Star Termite & Pest Control",
        "Ecofriendly Pest Control Perth"
      ],
      "brands_recommended": [
        "Rentokil",
        "Pesti Pest Control Perth",
        "Enviro Pest Control Perth",
        "Pest Solutions Perth | Exterminator | Rodent & Pest Control Perth Wa",
        "Rats Pest Control Perth",
        "Pest I Pest Control Perth",
        "22B Pest Control Perth WA",
        "Adaptive Pest Control Perth",
        "Rat Removal Perth",
        "Eco Safe Pest Control Perth",
        "Dead Pest Society",
        "Eco Friendly Pest Solutions",
        "Mount Lawley Pest Control",
        "5 Star Termite & Pest Control",
        "Ecofriendly Pest Control Perth"
      ],
      "brand_order": [
        "Rentokil",
        "Pesti Pest Control Perth",
        "Enviro Pest Control Perth",
        "Pest Solutions Perth | Exterminator | Rodent & Pest Control Perth Wa",
        "Rats Pest Control Perth",
        "Pest I Pest Control Perth",
        "22B Pest Control Perth WA",
        "Adaptive Pest Control Perth",
        "Rat Removal Perth",
        "Eco Safe Pest Control Perth",
        "Dead Pest Society",
        "Eco Friendly Pest Solutions",
        "Mount Lawley Pest Control",
        "5 Star Termite & Pest Control",
        "Ecofriendly Pest Control Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.pestipestcontrolperth.com.au/rodent-control/?utm_source=chatgpt.com",
        "https://www.enviropestcontrol.com.au/?utm_source=chatgpt.com",
        "https://pestsoutwa.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "pestipestcontrolperth.com.au",
        "enviropestcontrol.com.au",
        "pestsoutwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "pestipestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "enviropestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pestsoutwa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-pest_control-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B5",
      "prompt": "pest control Perth for rats in the roof",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Professional Pest Control Services in Perth"
      ],
      "brands_recommended": [
        "Professional Pest Control Services in Perth"
      ],
      "brand_order": [
        "Professional Pest Control Services in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://mountlawleypestcontrol.com.au/roof-rats-a-sneaky-threat-and-how-we-tackle-them-in-mount-lawley/",
        "https://www.stewartspestcontrol.com.au/rats-mice#:~:text=This%20enables%20us%20to%20adjust%20attractants%20according,technician%20can%20see%20the%20rodents%20regularly%20travel.",
        "https://www.stewartspestcontrol.com.au/rats-mice#:~:text=%EF%BB%BF%20Decades%20of%20Local%20Experience%3A%20Stewarts%20Pest,climate%2C%20building%20styles%20and%20common%20rodent%20species.",
        "https://ecosafepestcontrolperth.com.au/rat-control-perth/#:~:text=Eco%20Safe%20Pest%20Control%20Perth%20provides%20professional,a%20control%20strategy%20suited%20to%20the%20building.",
        "https://fantasticpestscontrol.com.au/perth/rat-control/#:~:text=They%20can%20also%20transmit%20dangerous%20diseases%20through,applying%20our%20proven%204-step%20pest%20management%20process.",
        "https://ecosafepestcontrolperth.com.au/rat-control-perth/#:~:text=It%20found%20a%20route%20in.%20Gaps%20around,leave%20a%20property%20vulnerable%20to%20another%20infestation.",
        "https://ecosafepestcontrolperth.com.au/rat-control-perth/#:~:text=It%20found%20a%20route%20in.%20Gaps%20around,leave%20a%20property%20vulnerable%20to%20another%20infestation."
      ],
      "cited_domains": [
        "mountlawleypestcontrol.com.au",
        "stewartspestcontrol.com.au",
        "ecosafepestcontrolperth.com.au",
        "fantasticpestscontrol.com.au"
      ],
      "source_classes": [
        {
          "domain": "mountlawleypestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stewartspestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ecosafepestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fantasticpestscontrol.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-pest_control-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B5",
      "prompt": "pest control Perth for rats in the roof",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Professional Pest Control Options in Perth",
        "Chewed electrical cables"
      ],
      "brands_recommended": [
        "Professional Pest Control Options in Perth",
        "Chewed electrical cables"
      ],
      "brand_order": [
        "Professional Pest Control Options in Perth",
        "Chewed electrical cables"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ecosafepestcontrolperth.com.au/rat-control-perth/#:~:text=%CE%94%20PERTH'S%20BEST%20RAT%20REMOVAL%20SERVICES.%20That,established%20a%20regular%20route%20through%20the%20property.",
        "https://ecosafepestcontrolperth.com.au/rat-control-perth/#:~:text=%CE%94%20PERTH'S%20BEST%20RAT%20REMOVAL%20SERVICES.%20That,established%20a%20regular%20route%20through%20the%20property.",
        "https://www.stewartspestcontrol.com.au/rats-mice#:~:text=This%20enables%20us%20to%20adjust%20attractants%20according,technician%20can%20see%20the%20rodents%20regularly%20travel.",
        "https://www.stewartspestcontrol.com.au/rats-mice#:~:text=(free%20treatment%20period)%20All%20Rat%20%26%20Mice,as%20electronic%20equipment%20you%20receive%20a%20warranty.",
        "https://www.envirapest.com.au/rodent-removal-envirapest/#:~:text=We%20do%20have%20a%20few%20tricks%20up,remove%20%26%20you%20can%20even%20pay%20later.",
        "https://www.reddit.com/r/perth/comments/1n1gayf/advice_needed_roof_rats/#:~:text=Trimming%20the%20tree%20and%20vines%20is%20probably,then%20no%20more%20issues.%20%E2%80%A2%201y%20ago.",
        "https://www.reddit.com/r/perth/comments/1n1gayf/advice_needed_roof_rats/#:~:text=2.%20Drain%20pipes%20and%20aircon%20ducting%2C%20any,You%20can%20purchase%20Ventilation%20mesh%20at%20bunnings.",
        "https://ratspestcontrolperth.com.au/how-to-get-rid-of-rats-in-your-roof-space-expert-rodent-control-in-perth/#:~:text=If%20they%20can't%20find%20any%2C%20they're%20less,Don't%20leave%20pet%20food%20out%20overnight.%203."
      ],
      "cited_domains": [
        "ecosafepestcontrolperth.com.au",
        "stewartspestcontrol.com.au",
        "envirapest.com.au",
        "reddit.com",
        "ratspestcontrolperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "ecosafepestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stewartspestcontrol.com.au",
          "class": "brand-source"
        },
        {
          "domain": "envirapest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "ratspestcontrolperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-pest_control-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "pest-control-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-pest_control-B5",
      "prompt": "pest control Perth for rats in the roof",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Pest control",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Professional Pest Control in Perth"
      ],
      "brands_recommended": [
        "Professional Pest Control in Perth"
      ],
      "brand_order": [
        "Professional Pest Control in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.tomspestcontrolperth.com.au/rodents-pest-library/roof-rat/#:~:text=Roof%20Rat%20Control%20Service%20in%20Perth%20%7C,that%20commonly%20inhabit%20areas%20near%20human%20homes.",
        "https://www.stewartspestcontrol.com.au/rats-mice#:~:text=Solutions%20tailored%20to%20you%20%26%20your%20family.,month%20service%20agreement.%20Guaranteed%20results.%20Prevention%20advice."
      ],
      "cited_domains": [
        "tomspestcontrolperth.com.au",
        "stewartspestcontrol.com.au"
      ],
      "source_classes": [
        {
          "domain": "tomspestcontrolperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stewartspestcontrol.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-pest_control-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A1",
      "prompt": "best physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "City Physiotherapy on Healthengine"
      ],
      "brands_recommended": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "City Physiotherapy on Healthengine"
      ],
      "brand_order": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "City Physiotherapy on Healthengine"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://healthengine.com.au/appointment/book/42871/Physiotherapy/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK"
      ],
      "cited_domains": [
        "google.com",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "healthengine.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-physiotherapist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A1",
      "prompt": "best physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Modern Physiotherapy",
        "Life Ready Mobile",
        "Kinima Physio West Leederville",
        "Whole Health Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Reform Physiotherapy & Pilates",
        "Life Ready Physio + Pilates South Perth",
        "STR Physio",
        "Spine & Sports Centre",
        "Perth Dance Physio",
        "PhysioLogix Physiotherapy + Pilates",
        "Mercy Physiotherapy",
        "Niche Physio & Pilates",
        "Star Physio and Podiatry",
        "West Coast Health and High Performance",
        "Beatty Park Physiotherapy",
        "The Fix Wellbeing"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Modern Physiotherapy",
        "Life Ready Mobile",
        "Kinima Physio West Leederville",
        "Whole Health Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Reform Physiotherapy & Pilates",
        "Life Ready Physio + Pilates South Perth",
        "STR Physio",
        "Spine & Sports Centre",
        "Perth Dance Physio",
        "PhysioLogix Physiotherapy + Pilates",
        "Mercy Physiotherapy",
        "Niche Physio & Pilates",
        "Star Physio and Podiatry",
        "West Coast Health and High Performance",
        "Beatty Park Physiotherapy",
        "The Fix Wellbeing"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Modern Physiotherapy",
        "Life Ready Mobile",
        "Kinima Physio West Leederville",
        "Whole Health Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Reform Physiotherapy & Pilates",
        "Life Ready Physio + Pilates South Perth",
        "STR Physio",
        "Spine & Sports Centre",
        "Perth Dance Physio",
        "PhysioLogix Physiotherapy + Pilates",
        "Mercy Physiotherapy",
        "Niche Physio & Pilates",
        "Star Physio and Podiatry",
        "West Coast Health and High Performance",
        "Beatty Park Physiotherapy",
        "The Fix Wellbeing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKb2NtaHVjWEExGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNeGJsODVNM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdnd01XMXdhRzAYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMmVXUTBibVkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd2MzTnVkSEl6GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-physiotherapist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A1",
      "prompt": "best physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Life Ready Mobile",
        "Modern Physiotherapy",
        "Kinima Physio West Leederville",
        "Whole Health Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "PhysioLogix Physiotherapy + Pilates",
        "Reform Physiotherapy & Pilates",
        "Life Ready Physio + Pilates South Perth",
        "STR Physio",
        "Spine & Sports Centre",
        "Perth Dance Physio",
        "Star Physio and Podiatry",
        "Mercy Physiotherapy"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Life Ready Mobile",
        "Modern Physiotherapy",
        "Kinima Physio West Leederville",
        "Whole Health Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "PhysioLogix Physiotherapy + Pilates",
        "Reform Physiotherapy & Pilates",
        "Life Ready Physio + Pilates South Perth",
        "STR Physio",
        "Spine & Sports Centre",
        "Perth Dance Physio",
        "Star Physio and Podiatry",
        "Mercy Physiotherapy"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Life Ready Mobile",
        "Modern Physiotherapy",
        "Kinima Physio West Leederville",
        "Whole Health Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "PhysioLogix Physiotherapy + Pilates",
        "Reform Physiotherapy & Pilates",
        "Life Ready Physio + Pilates South Perth",
        "STR Physio",
        "Spine & Sports Centre",
        "Perth Dance Physio",
        "Star Physio and Podiatry",
        "Mercy Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKb2NtaHVjWEExGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdnd01XMXdhRzAYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-physiotherapist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A1",
      "prompt": "best physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-physiotherapist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A1",
      "prompt": "best physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-physiotherapist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A1",
      "prompt": "best physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-physiotherapist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A1",
      "prompt": "best physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Kinima Physio West Leederville",
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Sports Physio",
        "Back2Run",
        "PURE SPORTS PHYSIO"
      ],
      "brands_recommended": [
        "Kinima Physio West Leederville",
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Sports Physio",
        "Back2Run",
        "PURE SPORTS PHYSIO"
      ],
      "brand_order": [
        "Kinima Physio West Leederville",
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Sports Physio",
        "Back2Run",
        "PURE SPORTS PHYSIO"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-sports-physio-166930224168347?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/physiotherapist?utm_source=chatgpt.com",
        "https://getbirdeye.com.au/wa-sportsmed-physiotherapy-175878565297660?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/doctors/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/physiotherapists/canning-vale?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/physiotherapy/WA/perth-6000?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/physiotherapy/WA/perth-6000?icid=icid%3Dnpp%3Apro%3A%3Aprp%3Apcs%3Aall%3A%3A%3A%3Ajun22&utm_source=chatgpt.com",
        "https://healthengine.com.au/search/physiotherapy/WA/perth-6000?icid=npp%3Apro%3A%3Aprp%3Apcs%3Aall%3A%3A%3A%3Ajun22&onlineAppts=true&utm_source=chatgpt.com",
        "https://reviews.birdeye.com/wa-sportsmed-physiotherapy-168057291821420?utm_source=chatgpt.com",
        "https://www.avenueperth.com/top-sports-doctors-perth/?utm_source=chatgpt.com",
        "https://oriahaven.com.au/explore/perth/allied/physiotherapy/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "reviews.birdeye.com",
        "wordofmouth.com.au",
        "getbirdeye.com.au",
        "healthengine.com.au",
        "avenueperth.com",
        "oriahaven.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "getbirdeye.com.au",
          "class": "directory"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "oriahaven.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-physiotherapist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A1",
      "prompt": "best physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Kinima Physio West Leederville",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "West Coast Health and High Performance",
        "Life Ready Physio + Pilates South Perth",
        "HBF Physio Perth City",
        "Pelvic Health Clinic",
        "City Physiotherapy Centre",
        "Star Physio and Podiatry",
        "Trained Physio & Fitness Perth",
        "South Perth Physiotherapy",
        "Perth Performance Physio",
        "Beatty Park Physiotherapy",
        "North Perth Physiotherapy"
      ],
      "brands_recommended": [
        "Kinima Physio West Leederville",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "West Coast Health and High Performance",
        "Life Ready Physio + Pilates South Perth",
        "HBF Physio Perth City",
        "Pelvic Health Clinic",
        "City Physiotherapy Centre",
        "Star Physio and Podiatry",
        "Trained Physio & Fitness Perth",
        "South Perth Physiotherapy",
        "Perth Performance Physio",
        "Beatty Park Physiotherapy",
        "North Perth Physiotherapy"
      ],
      "brand_order": [
        "Kinima Physio West Leederville",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "West Coast Health and High Performance",
        "Life Ready Physio + Pilates South Perth",
        "HBF Physio Perth City",
        "Pelvic Health Clinic",
        "City Physiotherapy Centre",
        "Star Physio and Podiatry",
        "Trained Physio & Fitness Perth",
        "South Perth Physiotherapy",
        "Perth Performance Physio",
        "Beatty Park Physiotherapy",
        "North Perth Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-physiotherapist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A1",
      "prompt": "best physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Kinima Physio West Leederville",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Trained Physio & Fitness Perth",
        "Whole Health Physiotherapy",
        "HBF Physio Perth City",
        "Pelvic Health Clinic",
        "City Physiotherapy Centre",
        "Star Physio and Podiatry",
        "South Perth Physiotherapy",
        "Beatty Park Physiotherapy",
        "North Perth Physiotherapy",
        "Perth Performance Physio",
        "Central City Health Professionals"
      ],
      "brands_recommended": [
        "Kinima Physio West Leederville",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Trained Physio & Fitness Perth",
        "Whole Health Physiotherapy",
        "HBF Physio Perth City",
        "Pelvic Health Clinic",
        "City Physiotherapy Centre",
        "Star Physio and Podiatry",
        "South Perth Physiotherapy",
        "Beatty Park Physiotherapy",
        "North Perth Physiotherapy",
        "Perth Performance Physio",
        "Central City Health Professionals"
      ],
      "brand_order": [
        "Kinima Physio West Leederville",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Trained Physio & Fitness Perth",
        "Whole Health Physiotherapy",
        "HBF Physio Perth City",
        "Pelvic Health Clinic",
        "City Physiotherapy Centre",
        "Star Physio and Podiatry",
        "South Perth Physiotherapy",
        "Beatty Park Physiotherapy",
        "North Perth Physiotherapy",
        "Perth Performance Physio",
        "Central City Health Professionals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-physiotherapist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A1",
      "prompt": "best physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Beatty Park Physiotherapy"
      ],
      "brands_recommended": [
        "Beatty Park Physiotherapy"
      ],
      "brand_order": [
        "Beatty Park Physiotherapy"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-physiotherapist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A1",
      "prompt": "best physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "PURE SPORTS PHYSIO",
        "Bodysmart Physio Pilates & Chiro Perth",
        "WA SportsMed Physiotherapy",
        "City Physiotherapy Centre",
        "Multi-disciplinary care team featuring sports physiotherapists"
      ],
      "brands_recommended": [
        "PURE SPORTS PHYSIO",
        "Bodysmart Physio Pilates & Chiro Perth",
        "WA SportsMed Physiotherapy",
        "City Physiotherapy Centre",
        "Multi-disciplinary care team featuring sports physiotherapists"
      ],
      "brand_order": [
        "PURE SPORTS PHYSIO",
        "Bodysmart Physio Pilates & Chiro Perth",
        "WA SportsMed Physiotherapy",
        "City Physiotherapy Centre",
        "Multi-disciplinary care team featuring sports physiotherapists"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-physiotherapist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A1",
      "prompt": "best physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Niche Physio & Pilates",
        "Trained Physio & Fitness Perth",
        "Perth Sports Physio"
      ],
      "brands_recommended": [
        "Niche Physio & Pilates",
        "Trained Physio & Fitness Perth",
        "Perth Sports Physio"
      ],
      "brand_order": [
        "Niche Physio & Pilates",
        "Trained Physio & Fitness Perth",
        "Perth Sports Physio"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-physiotherapist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A2",
      "prompt": "top physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "Whole Health Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Kinima Physio West Leederville",
        "Life Ready Physio + Pilates South Perth",
        "Modern Physiotherapy",
        "PhysioLogix Physiotherapy + Pilates",
        "Life Ready Mobile",
        "South Perth Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Reform Physiotherapy & Pilates",
        "The Fix Wellbeing",
        "Star Physio and Podiatry",
        "Beatty Park Physiotherapy",
        "West Coast Health and High Performance",
        "STR Physio",
        "Mercy Physiotherapy",
        "AppliedMotion"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "Whole Health Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Kinima Physio West Leederville",
        "Life Ready Physio + Pilates South Perth",
        "Modern Physiotherapy",
        "PhysioLogix Physiotherapy + Pilates",
        "Life Ready Mobile",
        "South Perth Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Reform Physiotherapy & Pilates",
        "The Fix Wellbeing",
        "Star Physio and Podiatry",
        "Beatty Park Physiotherapy",
        "West Coast Health and High Performance",
        "STR Physio",
        "Mercy Physiotherapy",
        "AppliedMotion"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "Whole Health Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Kinima Physio West Leederville",
        "Life Ready Physio + Pilates South Perth",
        "Modern Physiotherapy",
        "PhysioLogix Physiotherapy + Pilates",
        "Life Ready Mobile",
        "South Perth Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Reform Physiotherapy & Pilates",
        "The Fix Wellbeing",
        "Star Physio and Podiatry",
        "Beatty Park Physiotherapy",
        "West Coast Health and High Performance",
        "STR Physio",
        "Mercy Physiotherapy",
        "AppliedMotion"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXlZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd2MzTnVkSEl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdnd01XMXdhRzAYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMmVXUTBibVkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGREWXhjSGh5GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-physiotherapist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A2",
      "prompt": "top physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "Modern Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Life Ready Physio + Pilates South Perth",
        "Whole Health Physiotherapy",
        "Kinima Physio West Leederville",
        "Life Ready Mobile",
        "South Perth Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Star Physio and Podiatry",
        "Reform Physiotherapy & Pilates",
        "PhysioLogix Physiotherapy + Pilates",
        "STR Physio",
        "Beatty Park Physiotherapy",
        "West Coast Health and High Performance",
        "The Fix Wellbeing",
        "Mercy Physiotherapy"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "Modern Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Life Ready Physio + Pilates South Perth",
        "Whole Health Physiotherapy",
        "Kinima Physio West Leederville",
        "Life Ready Mobile",
        "South Perth Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Star Physio and Podiatry",
        "Reform Physiotherapy & Pilates",
        "PhysioLogix Physiotherapy + Pilates",
        "STR Physio",
        "Beatty Park Physiotherapy",
        "West Coast Health and High Performance",
        "The Fix Wellbeing",
        "Mercy Physiotherapy"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "Modern Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Life Ready Physio + Pilates South Perth",
        "Whole Health Physiotherapy",
        "Kinima Physio West Leederville",
        "Life Ready Mobile",
        "South Perth Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Star Physio and Podiatry",
        "Reform Physiotherapy & Pilates",
        "PhysioLogix Physiotherapy + Pilates",
        "STR Physio",
        "Beatty Park Physiotherapy",
        "West Coast Health and High Performance",
        "The Fix Wellbeing",
        "Mercy Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXlZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdnd01XMXdhRzAYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMmVXUTBibVkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd2MzTnVkSEl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-physiotherapist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A2",
      "prompt": "top physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Life Ready Mobile",
        "Modern Physiotherapy",
        "Kinima Physio West Leederville",
        "Whole Health Physiotherapy",
        "PhysioLogix Physiotherapy + Pilates",
        "Reform Physiotherapy & Pilates",
        "Life Ready Physio + Pilates South Perth",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "STR Physio",
        "Spine & Sports Centre",
        "Perth Dance Physio",
        "Star Physio and Podiatry",
        "Mercy Physiotherapy"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Life Ready Mobile",
        "Modern Physiotherapy",
        "Kinima Physio West Leederville",
        "Whole Health Physiotherapy",
        "PhysioLogix Physiotherapy + Pilates",
        "Reform Physiotherapy & Pilates",
        "Life Ready Physio + Pilates South Perth",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "STR Physio",
        "Spine & Sports Centre",
        "Perth Dance Physio",
        "Star Physio and Podiatry",
        "Mercy Physiotherapy"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Life Ready Mobile",
        "Modern Physiotherapy",
        "Kinima Physio West Leederville",
        "Whole Health Physiotherapy",
        "PhysioLogix Physiotherapy + Pilates",
        "Reform Physiotherapy & Pilates",
        "Life Ready Physio + Pilates South Perth",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "STR Physio",
        "Spine & Sports Centre",
        "Perth Dance Physio",
        "Star Physio and Podiatry",
        "Mercy Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKb2NtaHVjWEExGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdnd01XMXdhRzAYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-physiotherapist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A2",
      "prompt": "top physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-physiotherapist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A2",
      "prompt": "top physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-physiotherapist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A2",
      "prompt": "top physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-physiotherapist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A2",
      "prompt": "top physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Kinima Physio West Leederville",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "West Coast Health and High Performance",
        "WA SportsMed Physiotherapy",
        "Central City Physiotherapy",
        "Life Ready Physio + Pilates South Perth"
      ],
      "brands_recommended": [
        "Kinima Physio West Leederville",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "West Coast Health and High Performance",
        "WA SportsMed Physiotherapy",
        "Central City Physiotherapy",
        "Life Ready Physio + Pilates South Perth"
      ],
      "brand_order": [
        "Kinima Physio West Leederville",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "West Coast Health and High Performance",
        "WA SportsMed Physiotherapy",
        "Central City Physiotherapy",
        "Life Ready Physio + Pilates South Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/doctors/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/physiotherapist?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/physiotherapists/fremantle?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/physiotherapists/joondalup?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/physiotherapists/canning-vale?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/physiotherapists/ellenbrook?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/physiotherapy?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/physiotherapy/WA/perth-6000?icid=icid%3Dnpp%3Apro%3A%3Aprp%3Apcs%3Aall%3A%3A%3A%3Ajun22&utm_source=chatgpt.com",
        "https://healthengine.com.au/search/physiotherapy/WA/perth-6000?icid=npp%3Apro%3A%3Aprp%3Apcs%3Aall%3A%3A%3A%3Ajun22&onlineAppts=true&utm_source=chatgpt.com",
        "https://healthengine.com.au/search/physiotherapy/WA/perth-6000?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/physical-therapy/perth-wa/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "datagemba.com",
        "healthengine.com.au",
        "reviews.birdeye.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-physiotherapist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A2",
      "prompt": "top physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "Central City Physiotherapy",
        "West Coast Health and High Performance",
        "PURE SPORTS PHYSIO",
        "Back2Run",
        "Modern Physiotherapy",
        "Lowther Physiotherapy"
      ],
      "brands_recommended": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "Central City Physiotherapy",
        "West Coast Health and High Performance",
        "PURE SPORTS PHYSIO",
        "Back2Run",
        "Modern Physiotherapy",
        "Lowther Physiotherapy"
      ],
      "brand_order": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "Central City Physiotherapy",
        "West Coast Health and High Performance",
        "PURE SPORTS PHYSIO",
        "Back2Run",
        "Modern Physiotherapy",
        "Lowther Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-physiotherapist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A2",
      "prompt": "top physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "West Coast Health and High Performance",
        "Life Ready Physio + Pilates South Perth",
        "PURE SPORTS PHYSIO",
        "Perth Physio Precinct",
        "Perth Shoulder Physio",
        "HBF Physio Perth City",
        "Oxford Physiotherapy & Massage",
        "City Physiotherapy Centre",
        "Central City Health Professionals",
        "Perth Sports Injury Clinic",
        "Central City Physiotherapy",
        "PhysioLogix Physiotherapy + Pilates",
        "STR Physio",
        "Trained Physio & Fitness Perth"
      ],
      "brands_recommended": [
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "West Coast Health and High Performance",
        "Life Ready Physio + Pilates South Perth",
        "PURE SPORTS PHYSIO",
        "Perth Physio Precinct",
        "Perth Shoulder Physio",
        "HBF Physio Perth City",
        "Oxford Physiotherapy & Massage",
        "City Physiotherapy Centre",
        "Central City Health Professionals",
        "Perth Sports Injury Clinic",
        "Central City Physiotherapy",
        "PhysioLogix Physiotherapy + Pilates",
        "STR Physio",
        "Trained Physio & Fitness Perth"
      ],
      "brand_order": [
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "West Coast Health and High Performance",
        "Life Ready Physio + Pilates South Perth",
        "PURE SPORTS PHYSIO",
        "Perth Physio Precinct",
        "Perth Shoulder Physio",
        "HBF Physio Perth City",
        "Oxford Physiotherapy & Massage",
        "City Physiotherapy Centre",
        "Central City Health Professionals",
        "Perth Sports Injury Clinic",
        "Central City Physiotherapy",
        "PhysioLogix Physiotherapy + Pilates",
        "STR Physio",
        "Trained Physio & Fitness Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-physiotherapist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A2",
      "prompt": "top physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Orthopaedic & Sports Medicine Centre"
      ],
      "brands_recommended": [
        "Perth Orthopaedic & Sports Medicine Centre"
      ],
      "brand_order": [
        "Perth Orthopaedic & Sports Medicine Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-physiotherapist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A2",
      "prompt": "top physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-physiotherapist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A2",
      "prompt": "top physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-physiotherapist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A3",
      "prompt": "recommended physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "City Physiotherapy Centre",
        "Trained Physio & Fitness Perth",
        "WA SportsMed Physiotherapy",
        "Central City Health Professionals",
        "Whole Health Physiotherapy",
        "Kinima Physio West Leederville",
        "Life Ready Physio + Pilates South Perth",
        "Life Ready Mobile",
        "PhysioLogix Physiotherapy + Pilates",
        "Modern Physiotherapy",
        "The Fix Wellbeing",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Reform Physiotherapy & Pilates",
        "Star Physio and Podiatry",
        "Lowther Physiotherapy",
        "Beatty Park Physiotherapy",
        "Central City Podiatry",
        "STR Physio",
        "West Coast Health and High Performance",
        "Specialist & Sports-Focused"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "City Physiotherapy Centre",
        "Trained Physio & Fitness Perth",
        "WA SportsMed Physiotherapy",
        "Central City Health Professionals",
        "Whole Health Physiotherapy",
        "Kinima Physio West Leederville",
        "Life Ready Physio + Pilates South Perth",
        "Life Ready Mobile",
        "PhysioLogix Physiotherapy + Pilates",
        "Modern Physiotherapy",
        "The Fix Wellbeing",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Reform Physiotherapy & Pilates",
        "Star Physio and Podiatry",
        "Lowther Physiotherapy",
        "Beatty Park Physiotherapy",
        "Central City Podiatry",
        "STR Physio",
        "West Coast Health and High Performance",
        "Specialist & Sports-Focused"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "City Physiotherapy Centre",
        "Trained Physio & Fitness Perth",
        "WA SportsMed Physiotherapy",
        "Central City Health Professionals",
        "Whole Health Physiotherapy",
        "Kinima Physio West Leederville",
        "Life Ready Physio + Pilates South Perth",
        "Life Ready Mobile",
        "PhysioLogix Physiotherapy + Pilates",
        "Modern Physiotherapy",
        "The Fix Wellbeing",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Reform Physiotherapy & Pilates",
        "Star Physio and Podiatry",
        "Lowther Physiotherapy",
        "Beatty Park Physiotherapy",
        "Central City Podiatry",
        "STR Physio",
        "West Coast Health and High Performance",
        "Specialist & Sports-Focused"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd2MzTnVkSEl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdnd01XMXdhRzAYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG01eWFHWndNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMmVXUTBibVkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSZk9YZHljMmcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-physiotherapist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A3",
      "prompt": "recommended physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "HBF Physio Perth City",
        "City Physiotherapy Centre"
      ],
      "brands_recommended": [
        "HBF Physio Perth City",
        "City Physiotherapy Centre"
      ],
      "brand_order": [
        "HBF Physio Perth City",
        "City Physiotherapy Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-physiotherapist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A3",
      "prompt": "recommended physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Highly recommended physiotherapy clinics in Perth"
      ],
      "brands_recommended": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Highly recommended physiotherapy clinics in Perth"
      ],
      "brand_order": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Highly recommended physiotherapy clinics in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://healthengine.com.au/appointment/book/66190/Physiotherapy/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book/45497/Physiotherapy/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book/45360/Physiotherapy/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24"
      ],
      "cited_domains": [
        "google.com",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-physiotherapist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A3",
      "prompt": "recommended physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://puresports.physio/",
        "https://www.westcoasthealth.com.au/",
        "https://centralcityphysio.com.au/",
        "https://www.reddit.com/r/perth/comments/1e9v8l3/good_physios_in_perth/",
        "https://www.trainedphysioperth.com.au/",
        "https://starphysiowa.com.au/"
      ],
      "cited_domains": [
        "puresports.physio",
        "westcoasthealth.com.au",
        "centralcityphysio.com.au",
        "reddit.com",
        "trainedphysioperth.com.au",
        "starphysiowa.com.au"
      ],
      "source_classes": [
        {
          "domain": "puresports.physio",
          "class": "brand-source"
        },
        {
          "domain": "westcoasthealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralcityphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "trainedphysioperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starphysiowa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-physiotherapist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A3",
      "prompt": "recommended physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-physiotherapist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A3",
      "prompt": "recommended physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-physiotherapist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A3",
      "prompt": "recommended physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Kinima Physio West Leederville",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Trained Physio & Fitness Perth",
        "Life Ready Physio + Pilates South Perth"
      ],
      "brands_recommended": [
        "Kinima Physio West Leederville",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Trained Physio & Fitness Perth",
        "Life Ready Physio + Pilates South Perth"
      ],
      "brand_order": [
        "Kinima Physio West Leederville",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Trained Physio & Fitness Perth",
        "Life Ready Physio + Pilates South Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com",
        "https://threebestrated.com.au/physiotherapy-in-perth-wa?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/physiotherapist?utm_source=chatgpt.com",
        "https://www.fresha.com/lp/en/bt/therapy-centers/in/au-perth?utm_source=chatgpt.com",
        "https://www.whatclinic.com/physiotherapy/australia/western-australia/perth?utm_source=chatgpt.com",
        "https://www.dlook.com.au/find/physiotherapist-in-perth-wa-6000?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/physiotherapists/joondalup?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/physiotherapists/fremantle?utm_source=chatgpt.com",
        "https://www.avenueperth.com/best-physiotherapists-perth/?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/physiotherapy?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/physiotherapy/WA/perth-6000?icid=icid%3Dnpp%3Apro%3A%3Aprp%3Apcs%3Aall%3A%3A%3A%3Ajun22&utm_source=chatgpt.com",
        "https://healthengine.com.au/search/physiotherapy/WA/perth-6000?icid=unp%3Apro%3Aunp%3Aprp%3Apaa%3A%3Avmn%3A%3A%3AAO&utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "threebestrated.com.au",
        "wordofmouth.com.au",
        "fresha.com",
        "whatclinic.com",
        "dlook.com.au",
        "avenueperth.com",
        "datagemba.com",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "fresha.com",
          "class": "third-party"
        },
        {
          "domain": "whatclinic.com",
          "class": "brand-source"
        },
        {
          "domain": "dlook.com.au",
          "class": "brand-source"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-physiotherapist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A3",
      "prompt": "recommended physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Back2Run",
        "Life Ready Physio + Pilates South Perth",
        "Perth Sports Injury Clinic",
        "Cottesloe Sports Physiotherapy",
        "City Physiotherapy Centre",
        "Trained Physio & Fitness Perth",
        "Modern Physiotherapy",
        "Perth Sports Physio",
        "South Perth Physiotherapy",
        "STR Physio",
        "Perth Performance Physio",
        "Beatty Park Physiotherapy"
      ],
      "brands_recommended": [
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Back2Run",
        "Life Ready Physio + Pilates South Perth",
        "Perth Sports Injury Clinic",
        "Cottesloe Sports Physiotherapy",
        "City Physiotherapy Centre",
        "Trained Physio & Fitness Perth",
        "Modern Physiotherapy",
        "Perth Sports Physio",
        "South Perth Physiotherapy",
        "STR Physio",
        "Perth Performance Physio",
        "Beatty Park Physiotherapy"
      ],
      "brand_order": [
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Back2Run",
        "Life Ready Physio + Pilates South Perth",
        "Perth Sports Injury Clinic",
        "Cottesloe Sports Physiotherapy",
        "City Physiotherapy Centre",
        "Trained Physio & Fitness Perth",
        "Modern Physiotherapy",
        "Perth Sports Physio",
        "South Perth Physiotherapy",
        "STR Physio",
        "Perth Performance Physio",
        "Beatty Park Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-physiotherapist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A3",
      "prompt": "recommended physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Kinima Physio West Leederville",
        "Spine & Sports Centre",
        "WA SportsMed Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "Trained Physio & Fitness Perth",
        "HBF Physio Perth City",
        "Perth Physio Precinct",
        "Perth Sports Injury Clinic",
        "City Physiotherapy Centre",
        "Cottesloe Sports Physiotherapy",
        "Central City Health Professionals",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Modern Physiotherapy",
        "South Perth Physiotherapy",
        "Perth Sports Physio",
        "Mount Lawley Physiotherapy"
      ],
      "brands_recommended": [
        "Kinima Physio West Leederville",
        "Spine & Sports Centre",
        "WA SportsMed Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "Trained Physio & Fitness Perth",
        "HBF Physio Perth City",
        "Perth Physio Precinct",
        "Perth Sports Injury Clinic",
        "City Physiotherapy Centre",
        "Cottesloe Sports Physiotherapy",
        "Central City Health Professionals",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Modern Physiotherapy",
        "South Perth Physiotherapy",
        "Perth Sports Physio",
        "Mount Lawley Physiotherapy"
      ],
      "brand_order": [
        "Kinima Physio West Leederville",
        "Spine & Sports Centre",
        "WA SportsMed Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "Trained Physio & Fitness Perth",
        "HBF Physio Perth City",
        "Perth Physio Precinct",
        "Perth Sports Injury Clinic",
        "City Physiotherapy Centre",
        "Cottesloe Sports Physiotherapy",
        "Central City Health Professionals",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Modern Physiotherapy",
        "South Perth Physiotherapy",
        "Perth Sports Physio",
        "Mount Lawley Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/physiotherapy/WA/perth-6000?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-physiotherapist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A3",
      "prompt": "recommended physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-physiotherapist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A3",
      "prompt": "recommended physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "Mount Lawley Physiotherapy",
        "Karrinyup Physio"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "Mount Lawley Physiotherapy",
        "Karrinyup Physio"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "Mount Lawley Physiotherapy",
        "Karrinyup Physio"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-physiotherapist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A3",
      "prompt": "recommended physiotherapist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Star Physio and Podiatry",
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Beatty Park Physiotherapy"
      ],
      "brands_recommended": [
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Star Physio and Podiatry",
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Beatty Park Physiotherapy"
      ],
      "brand_order": [
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Star Physio and Podiatry",
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Beatty Park Physiotherapy"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-physiotherapist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A4",
      "prompt": "who is the best physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Whole Health Physiotherapy",
        "Life Ready Mobile",
        "Reform Physiotherapy & Pilates",
        "Modern Physiotherapy",
        "Kinima Physio West Leederville",
        "STR Physio",
        "PhysioLogix Physiotherapy + Pilates",
        "Spine & Sports Centre",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Life Ready Physio + Pilates South Perth",
        "Beatty Park Physiotherapy",
        "Lowther Physiotherapy",
        "Star Physio and Podiatry",
        "West Coast Health and High Performance",
        "Mercy Physiotherapy",
        "Niche Physio & Pilates",
        "Move Forward Mt Hawthorn Physiotherapy"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Whole Health Physiotherapy",
        "Life Ready Mobile",
        "Reform Physiotherapy & Pilates",
        "Modern Physiotherapy",
        "Kinima Physio West Leederville",
        "STR Physio",
        "PhysioLogix Physiotherapy + Pilates",
        "Spine & Sports Centre",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Life Ready Physio + Pilates South Perth",
        "Beatty Park Physiotherapy",
        "Lowther Physiotherapy",
        "Star Physio and Podiatry",
        "West Coast Health and High Performance",
        "Mercy Physiotherapy",
        "Niche Physio & Pilates",
        "Move Forward Mt Hawthorn Physiotherapy"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Whole Health Physiotherapy",
        "Life Ready Mobile",
        "Reform Physiotherapy & Pilates",
        "Modern Physiotherapy",
        "Kinima Physio West Leederville",
        "STR Physio",
        "PhysioLogix Physiotherapy + Pilates",
        "Spine & Sports Centre",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Life Ready Physio + Pilates South Perth",
        "Beatty Park Physiotherapy",
        "Lowther Physiotherapy",
        "Star Physio and Podiatry",
        "West Coast Health and High Performance",
        "Mercy Physiotherapy",
        "Niche Physio & Pilates",
        "Move Forward Mt Hawthorn Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMmVXUTBibVkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG01eWFHWndNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdnd01XMXdhRzAYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNeGJsODVNM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKMGVtdHJlak16GAo",
        "https://healthengine.com.au/appointment/book/69756/Physiotherapy/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24"
      ],
      "cited_domains": [
        "google.com",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-physiotherapist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A4",
      "prompt": "who is the best physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Reform Physiotherapy & Pilates",
        "Whole Health Physiotherapy",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Life Ready Mobile",
        "Kinima Physio West Leederville",
        "Modern Physiotherapy",
        "STR Physio",
        "The Fix Wellbeing",
        "PhysioLogix Physiotherapy + Pilates",
        "Life Ready Physio + Pilates South Perth",
        "Beatty Park Physiotherapy",
        "Star Physio and Podiatry",
        "Mercy Physiotherapy",
        "AppliedMotion",
        "Life Ready Physio + Pilates"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Reform Physiotherapy & Pilates",
        "Whole Health Physiotherapy",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Life Ready Mobile",
        "Kinima Physio West Leederville",
        "Modern Physiotherapy",
        "STR Physio",
        "The Fix Wellbeing",
        "PhysioLogix Physiotherapy + Pilates",
        "Life Ready Physio + Pilates South Perth",
        "Beatty Park Physiotherapy",
        "Star Physio and Podiatry",
        "Mercy Physiotherapy",
        "AppliedMotion",
        "Life Ready Physio + Pilates"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Reform Physiotherapy & Pilates",
        "Whole Health Physiotherapy",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Life Ready Mobile",
        "Kinima Physio West Leederville",
        "Modern Physiotherapy",
        "STR Physio",
        "The Fix Wellbeing",
        "PhysioLogix Physiotherapy + Pilates",
        "Life Ready Physio + Pilates South Perth",
        "Beatty Park Physiotherapy",
        "Star Physio and Podiatry",
        "Mercy Physiotherapy",
        "AppliedMotion",
        "Life Ready Physio + Pilates"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd2MzTnVkSEl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMmVXUTBibVkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdnd01XMXdhRzAYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGREWXhjSGh5GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-physiotherapist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A4",
      "prompt": "who is the best physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Whole Health Physiotherapy",
        "Kinima Physio West Leederville",
        "Modern Physiotherapy",
        "Reform Physiotherapy & Pilates",
        "WA SportsMed Physiotherapy",
        "Life Ready Mobile",
        "Central City Health Professionals",
        "The Fix Wellbeing",
        "STR Physio",
        "Life Ready Physio + Pilates South Perth",
        "PhysioLogix Physiotherapy + Pilates",
        "Mercy Physiotherapy",
        "Niche Physio & Pilates",
        "West Coast Health and High Performance",
        "Thrive Wellness Centre",
        "Bodysmart Health Centre",
        "Kinima Physio",
        "Life Ready Physio + Pilates"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Whole Health Physiotherapy",
        "Kinima Physio West Leederville",
        "Modern Physiotherapy",
        "Reform Physiotherapy & Pilates",
        "WA SportsMed Physiotherapy",
        "Life Ready Mobile",
        "Central City Health Professionals",
        "The Fix Wellbeing",
        "STR Physio",
        "Life Ready Physio + Pilates South Perth",
        "PhysioLogix Physiotherapy + Pilates",
        "Mercy Physiotherapy",
        "Niche Physio & Pilates",
        "West Coast Health and High Performance",
        "Thrive Wellness Centre",
        "Bodysmart Health Centre",
        "Kinima Physio",
        "Life Ready Physio + Pilates"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Whole Health Physiotherapy",
        "Kinima Physio West Leederville",
        "Modern Physiotherapy",
        "Reform Physiotherapy & Pilates",
        "WA SportsMed Physiotherapy",
        "Life Ready Mobile",
        "Central City Health Professionals",
        "The Fix Wellbeing",
        "STR Physio",
        "Life Ready Physio + Pilates South Perth",
        "PhysioLogix Physiotherapy + Pilates",
        "Mercy Physiotherapy",
        "Niche Physio & Pilates",
        "West Coast Health and High Performance",
        "Thrive Wellness Centre",
        "Bodysmart Health Centre",
        "Kinima Physio",
        "Life Ready Physio + Pilates"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd2MzTnVkSEl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNeGJsODVNM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVtWnhhM0kYCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-physiotherapist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A4",
      "prompt": "who is the best physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.sportsmedsubiaco.com.au/about-us/meet-our-team/physiotherapists/",
        "https://www.bodysmart.com.au/about-us/best-physiotherapist-perth/",
        "https://www.trainedphysioperth.com.au/",
        "https://starphysiowa.com.au/",
        "https://www.moveforward.physio/"
      ],
      "cited_domains": [
        "sportsmedsubiaco.com.au",
        "bodysmart.com.au",
        "trainedphysioperth.com.au",
        "starphysiowa.com.au",
        "moveforward.physio"
      ],
      "source_classes": [
        {
          "domain": "sportsmedsubiaco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bodysmart.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trainedphysioperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starphysiowa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "moveforward.physio",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-physiotherapist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A4",
      "prompt": "who is the best physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1e9v8l3/good_physios_in_perth/",
        "https://puresports.physio/",
        "https://www.sportsmedsubiaco.com.au/about-us/meet-our-team/physiotherapists/",
        "https://www.trainedphysioperth.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG01eWFHWndNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaM2MydGpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGREWXhjSGh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo"
      ],
      "cited_domains": [
        "reddit.com",
        "puresports.physio",
        "sportsmedsubiaco.com.au",
        "trainedphysioperth.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "puresports.physio",
          "class": "brand-source"
        },
        {
          "domain": "sportsmedsubiaco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trainedphysioperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-physiotherapist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A4",
      "prompt": "who is the best physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1e9v8l3/good_physios_in_perth/",
        "https://www.nichephysioandpilates.com.au/about-us/best-physio-perth/",
        "https://perthsportsphysio.com/",
        "https://www.bodysmart.com.au/about-us/best-physiotherapist-perth/",
        "https://www.trainedphysioperth.com.au/",
        "https://starphysiowa.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "nichephysioandpilates.com.au",
        "perthsportsphysio.com",
        "bodysmart.com.au",
        "trainedphysioperth.com.au",
        "starphysiowa.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "nichephysioandpilates.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsportsphysio.com",
          "class": "brand-source"
        },
        {
          "domain": "bodysmart.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trainedphysioperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starphysiowa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-physiotherapist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A4",
      "prompt": "who is the best physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Kinima Physio West Leederville",
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "PURE SPORTS PHYSIO",
        "Perth Sports Physio",
        "Perth Shoulder Physio",
        "HBF Physio Perth City",
        "North Perth Physiotherapy",
        "Perth Sports Injury Clinic",
        "Central City Physiotherapy",
        "Lowther Physiotherapy",
        "City Physiotherapy Centre",
        "PhysioLogix Physiotherapy + Pilates",
        "Back2It Sports Physiotherapy & Fitness",
        "Trained Physio & Fitness Perth"
      ],
      "brands_recommended": [
        "Kinima Physio West Leederville",
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "PURE SPORTS PHYSIO",
        "Perth Sports Physio",
        "Perth Shoulder Physio",
        "HBF Physio Perth City",
        "North Perth Physiotherapy",
        "Perth Sports Injury Clinic",
        "Central City Physiotherapy",
        "Lowther Physiotherapy",
        "City Physiotherapy Centre",
        "PhysioLogix Physiotherapy + Pilates",
        "Back2It Sports Physiotherapy & Fitness",
        "Trained Physio & Fitness Perth"
      ],
      "brand_order": [
        "Kinima Physio West Leederville",
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "PURE SPORTS PHYSIO",
        "Perth Sports Physio",
        "Perth Shoulder Physio",
        "HBF Physio Perth City",
        "North Perth Physiotherapy",
        "Perth Sports Injury Clinic",
        "Central City Physiotherapy",
        "Lowther Physiotherapy",
        "City Physiotherapy Centre",
        "PhysioLogix Physiotherapy + Pilates",
        "Back2It Sports Physiotherapy & Fitness",
        "Trained Physio & Fitness Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-sports-physio-166930224168347?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "reviews.birdeye.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-physiotherapist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A4",
      "prompt": "who is the best physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Kinima Physio West Leederville",
        "West Coast Health and High Performance",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Sports Physio",
        "PURE SPORTS PHYSIO",
        "HBF Physio Perth City",
        "Central City Physiotherapy",
        "Spine & Sports Centre",
        "City Physiotherapy Centre",
        "Perth Sports Injury Clinic",
        "Trained Physio & Fitness Perth",
        "Cottesloe Sports Physiotherapy",
        "Modern Physiotherapy"
      ],
      "brands_recommended": [
        "Kinima Physio West Leederville",
        "West Coast Health and High Performance",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Sports Physio",
        "PURE SPORTS PHYSIO",
        "HBF Physio Perth City",
        "Central City Physiotherapy",
        "Spine & Sports Centre",
        "City Physiotherapy Centre",
        "Perth Sports Injury Clinic",
        "Trained Physio & Fitness Perth",
        "Cottesloe Sports Physiotherapy",
        "Modern Physiotherapy"
      ],
      "brand_order": [
        "Kinima Physio West Leederville",
        "West Coast Health and High Performance",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Sports Physio",
        "PURE SPORTS PHYSIO",
        "HBF Physio Perth City",
        "Central City Physiotherapy",
        "Spine & Sports Centre",
        "City Physiotherapy Centre",
        "Perth Sports Injury Clinic",
        "Trained Physio & Fitness Perth",
        "Cottesloe Sports Physiotherapy",
        "Modern Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-sports-physio-166930224168347?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "reviews.birdeye.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-physiotherapist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A4",
      "prompt": "who is the best physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Kinima Physio West Leederville",
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "WA SportsMed Physiotherapy",
        "PURE SPORTS PHYSIO",
        "Back2Run",
        "HBF Physio Perth City",
        "Perth Physio Precinct",
        "City Physiotherapy Centre",
        "Lowther Physiotherapy",
        "Central City Physiotherapy",
        "Star Physio and Podiatry",
        "Move Steady Physio",
        "South Perth Physiotherapy",
        "Perth Sports Injury Clinic",
        "Trained Physio & Fitness Perth"
      ],
      "brands_recommended": [
        "Kinima Physio West Leederville",
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "WA SportsMed Physiotherapy",
        "PURE SPORTS PHYSIO",
        "Back2Run",
        "HBF Physio Perth City",
        "Perth Physio Precinct",
        "City Physiotherapy Centre",
        "Lowther Physiotherapy",
        "Central City Physiotherapy",
        "Star Physio and Podiatry",
        "Move Steady Physio",
        "South Perth Physiotherapy",
        "Perth Sports Injury Clinic",
        "Trained Physio & Fitness Perth"
      ],
      "brand_order": [
        "Kinima Physio West Leederville",
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "WA SportsMed Physiotherapy",
        "PURE SPORTS PHYSIO",
        "Back2Run",
        "HBF Physio Perth City",
        "Perth Physio Precinct",
        "City Physiotherapy Centre",
        "Lowther Physiotherapy",
        "Central City Physiotherapy",
        "Star Physio and Podiatry",
        "Move Steady Physio",
        "South Perth Physiotherapy",
        "Perth Sports Injury Clinic",
        "Trained Physio & Fitness Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-physiotherapist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A4",
      "prompt": "who is the best physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Star Physio and Podiatry",
        "Central City Physiotherapy",
        "Subiaco Physiotherapy",
        "Midland Physiotherapy"
      ],
      "brands_recommended": [
        "Star Physio and Podiatry",
        "Central City Physiotherapy",
        "Subiaco Physiotherapy",
        "Midland Physiotherapy"
      ],
      "brand_order": [
        "Star Physio and Podiatry",
        "Central City Physiotherapy",
        "Subiaco Physiotherapy",
        "Midland Physiotherapy"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-physiotherapist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A4",
      "prompt": "who is the best physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Perth Orthopaedic & Sports Medicine Centre",
        "PURE SPORTS PHYSIO",
        "Offers a combination of physiotherapy"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Perth Orthopaedic & Sports Medicine Centre",
        "PURE SPORTS PHYSIO",
        "Offers a combination of physiotherapy"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Perth Orthopaedic & Sports Medicine Centre",
        "PURE SPORTS PHYSIO",
        "Offers a combination of physiotherapy"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-physiotherapist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A4",
      "prompt": "who is the best physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Karrinyup Physio"
      ],
      "brands_recommended": [
        "Karrinyup Physio"
      ],
      "brand_order": [
        "Karrinyup Physio"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-physiotherapist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A5",
      "prompt": "recommend a good physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Whole Health Physiotherapy",
        "Kinima Physio West Leederville",
        "Life Ready Physio + Pilates South Perth",
        "Modern Physiotherapy",
        "Life Ready Mobile",
        "PhysioLogix Physiotherapy + Pilates",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "South Perth Physiotherapy",
        "Star Physio and Podiatry",
        "Reform Physiotherapy & Pilates",
        "The Fix Wellbeing",
        "Beatty Park Physiotherapy",
        "West Coast Health and High Performance"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Whole Health Physiotherapy",
        "Kinima Physio West Leederville",
        "Life Ready Physio + Pilates South Perth",
        "Modern Physiotherapy",
        "Life Ready Mobile",
        "PhysioLogix Physiotherapy + Pilates",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "South Perth Physiotherapy",
        "Star Physio and Podiatry",
        "Reform Physiotherapy & Pilates",
        "The Fix Wellbeing",
        "Beatty Park Physiotherapy",
        "West Coast Health and High Performance"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Whole Health Physiotherapy",
        "Kinima Physio West Leederville",
        "Life Ready Physio + Pilates South Perth",
        "Modern Physiotherapy",
        "Life Ready Mobile",
        "PhysioLogix Physiotherapy + Pilates",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "South Perth Physiotherapy",
        "Star Physio and Podiatry",
        "Reform Physiotherapy & Pilates",
        "The Fix Wellbeing",
        "Beatty Park Physiotherapy",
        "West Coast Health and High Performance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXlZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdnd01XMXdhRzAYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd2MzTnVkSEl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMmVXUTBibVkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-physiotherapist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A5",
      "prompt": "recommend a good physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Whole Health Physiotherapy",
        "Modern Physiotherapy",
        "Life Ready Physio + Pilates South Perth",
        "Life Ready Mobile",
        "South Perth Physiotherapy",
        "Kinima Physio West Leederville",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "PhysioLogix Physiotherapy + Pilates",
        "Star Physio and Podiatry",
        "Beatty Park Physiotherapy",
        "Spine & Sports Centre",
        "Reform Physiotherapy & Pilates",
        "STR Physio",
        "West Coast Health and High Performance",
        "Perth Physiotherapy and Pilates",
        "Mercy Physiotherapy",
        "Niche Physio & Pilates",
        "Move Forward Mt Hawthorn Physiotherapy"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Whole Health Physiotherapy",
        "Modern Physiotherapy",
        "Life Ready Physio + Pilates South Perth",
        "Life Ready Mobile",
        "South Perth Physiotherapy",
        "Kinima Physio West Leederville",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "PhysioLogix Physiotherapy + Pilates",
        "Star Physio and Podiatry",
        "Beatty Park Physiotherapy",
        "Spine & Sports Centre",
        "Reform Physiotherapy & Pilates",
        "STR Physio",
        "West Coast Health and High Performance",
        "Perth Physiotherapy and Pilates",
        "Mercy Physiotherapy",
        "Niche Physio & Pilates",
        "Move Forward Mt Hawthorn Physiotherapy"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Whole Health Physiotherapy",
        "Modern Physiotherapy",
        "Life Ready Physio + Pilates South Perth",
        "Life Ready Mobile",
        "South Perth Physiotherapy",
        "Kinima Physio West Leederville",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "PhysioLogix Physiotherapy + Pilates",
        "Star Physio and Podiatry",
        "Beatty Park Physiotherapy",
        "Spine & Sports Centre",
        "Reform Physiotherapy & Pilates",
        "STR Physio",
        "West Coast Health and High Performance",
        "Perth Physiotherapy and Pilates",
        "Mercy Physiotherapy",
        "Niche Physio & Pilates",
        "Move Forward Mt Hawthorn Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXlZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdnd01XMXdhRzAYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMmVXUTBibVkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeWF6aG9hbVoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNeGJsODVNM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKMGVtdHJlak16GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-physiotherapist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A5",
      "prompt": "recommend a good physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Trained Physio & Fitness Perth",
        "Whole Health Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Central City Health Professionals",
        "Modern Physiotherapy",
        "Reform Physiotherapy & Pilates",
        "Life Ready Physio + Pilates South Perth",
        "PhysioLogix Physiotherapy + Pilates",
        "Kinima Physio West Leederville",
        "STR Physio",
        "The Fix Wellbeing",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Perth Physiotherapy and Pilates",
        "West Coast Health and High Performance",
        "South Perth Physiotherapy",
        "Spine & Sports Centre"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Trained Physio & Fitness Perth",
        "Whole Health Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Central City Health Professionals",
        "Modern Physiotherapy",
        "Reform Physiotherapy & Pilates",
        "Life Ready Physio + Pilates South Perth",
        "PhysioLogix Physiotherapy + Pilates",
        "Kinima Physio West Leederville",
        "STR Physio",
        "The Fix Wellbeing",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Perth Physiotherapy and Pilates",
        "West Coast Health and High Performance",
        "South Perth Physiotherapy",
        "Spine & Sports Centre"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Trained Physio & Fitness Perth",
        "Whole Health Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Central City Health Professionals",
        "Modern Physiotherapy",
        "Reform Physiotherapy & Pilates",
        "Life Ready Physio + Pilates South Perth",
        "PhysioLogix Physiotherapy + Pilates",
        "Kinima Physio West Leederville",
        "STR Physio",
        "The Fix Wellbeing",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Perth Physiotherapy and Pilates",
        "West Coast Health and High Performance",
        "South Perth Physiotherapy",
        "Spine & Sports Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd2MzTnVkSEl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeWF6aG9hbVoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXlZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-physiotherapist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A5",
      "prompt": "recommend a good physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.nichephysioandpilates.com.au/about-us/best-physio-perth/",
        "https://centralcityphysio.com.au/",
        "https://www.sportsmedsubiaco.com.au/about-us/meet-our-team/physiotherapists/",
        "https://www.trainedphysioperth.com.au/"
      ],
      "cited_domains": [
        "nichephysioandpilates.com.au",
        "centralcityphysio.com.au",
        "sportsmedsubiaco.com.au",
        "trainedphysioperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "nichephysioandpilates.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralcityphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sportsmedsubiaco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trainedphysioperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-physiotherapist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A5",
      "prompt": "recommend a good physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.trainedphysioperth.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdnd01XMXdhRzAYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMmVXUTBibVkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKb2NtaHVjWEExGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.reddit.com/r/perth/comments/1e9v8l3/good_physios_in_perth/"
      ],
      "cited_domains": [
        "trainedphysioperth.com.au",
        "google.com",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "trainedphysioperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-physiotherapist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A5",
      "prompt": "recommend a good physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Niche Physio & Pilates"
      ],
      "brands_recommended": [
        "Niche Physio & Pilates"
      ],
      "brand_order": [
        "Niche Physio & Pilates"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1e9v8l3/good_physios_in_perth/",
        "https://www.nichephysioandpilates.com.au/about-us/best-physio-perth/",
        "https://centralcityphysio.com.au/",
        "https://www.sportsmedsubiaco.com.au/about-us/meet-our-team/physiotherapists/",
        "https://www.trainedphysioperth.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "nichephysioandpilates.com.au",
        "centralcityphysio.com.au",
        "sportsmedsubiaco.com.au",
        "trainedphysioperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "nichephysioandpilates.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralcityphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sportsmedsubiaco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trainedphysioperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-physiotherapist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A5",
      "prompt": "recommend a good physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Kinima Physio West Leederville",
        "West Coast Health and High Performance",
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Trained Physio & Fitness Perth",
        "HBF Physio Perth City",
        "Pelvic Health Clinic (South Perth)",
        "Recommended physiotherapists in Perth"
      ],
      "brands_recommended": [
        "Kinima Physio West Leederville",
        "West Coast Health and High Performance",
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Trained Physio & Fitness Perth",
        "HBF Physio Perth City",
        "Pelvic Health Clinic (South Perth)",
        "Recommended physiotherapists in Perth"
      ],
      "brand_order": [
        "Kinima Physio West Leederville",
        "West Coast Health and High Performance",
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Trained Physio & Fitness Perth",
        "HBF Physio Perth City",
        "Pelvic Health Clinic (South Perth)",
        "Recommended physiotherapists in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/physiotherapist?utm_source=chatgpt.com",
        "https://www.dlook.com.au/find/physiotherapist-in-perth-wa-6000?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/physiotherapy/WA/perth-6000?icid=unp%3Apro%3Aunp%3Aprp%3Apaa%3A%3Avmn%3A%3A%3AAO&utm_source=chatgpt.com",
        "https://healthengine.com.au/search/physiotherapy/WA/perth-6000?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/physiotherapy/WA/perth-6000?icid=icid%3Dnpp%3Apro%3A%3Aprp%3Apcs%3Aall%3A%3A%3A%3Ajun22&utm_source=chatgpt.com",
        "https://nearus.com.au/physiotherapy/wa/?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/physiotherapy?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/physiotherapists/joondalup?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/physiotherapists/fremantle?utm_source=chatgpt.com",
        "https://www.whatclinic.com/physiotherapy/australia/western-australia/perth?utm_source=chatgpt.com",
        "https://www.avenueperth.com/best-physiotherapists-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "dlook.com.au",
        "healthengine.com.au",
        "nearus.com.au",
        "datagemba.com",
        "whatclinic.com",
        "avenueperth.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "dlook.com.au",
          "class": "brand-source"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nearus.com.au",
          "class": "brand-source"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        },
        {
          "domain": "whatclinic.com",
          "class": "brand-source"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-physiotherapist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A5",
      "prompt": "recommend a good physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Spine & Sports Centre",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Life Ready Physio + Pilates South Perth",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Sports Physio",
        "City Physiotherapy Centre",
        "Perth Physio Precinct",
        "North Perth Physiotherapy",
        "HBF Physio Perth City",
        "Perth Physiotherapy and Pilates",
        "Pelvic Health Clinic",
        "Trained Physio & Fitness Perth",
        "Oxford Physiotherapy & Massage",
        "PURE SPORTS PHYSIO",
        "Central City Physiotherapy — Perth CBD",
        "WA SportsMed Physiotherapy — North Perth"
      ],
      "brands_recommended": [
        "Spine & Sports Centre",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Life Ready Physio + Pilates South Perth",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Sports Physio",
        "City Physiotherapy Centre",
        "Perth Physio Precinct",
        "North Perth Physiotherapy",
        "HBF Physio Perth City",
        "Perth Physiotherapy and Pilates",
        "Pelvic Health Clinic",
        "Trained Physio & Fitness Perth",
        "Oxford Physiotherapy & Massage",
        "PURE SPORTS PHYSIO",
        "Central City Physiotherapy — Perth CBD",
        "WA SportsMed Physiotherapy — North Perth"
      ],
      "brand_order": [
        "Spine & Sports Centre",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Life Ready Physio + Pilates South Perth",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Perth Sports Physio",
        "City Physiotherapy Centre",
        "Perth Physio Precinct",
        "North Perth Physiotherapy",
        "HBF Physio Perth City",
        "Perth Physiotherapy and Pilates",
        "Pelvic Health Clinic",
        "Trained Physio & Fitness Perth",
        "Oxford Physiotherapy & Massage",
        "PURE SPORTS PHYSIO",
        "Central City Physiotherapy — Perth CBD",
        "WA SportsMed Physiotherapy — North Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-physiotherapist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A5",
      "prompt": "recommend a good physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "HBF Physio Perth City",
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "WA SportsMed Physiotherapy",
        "West Coast Health and High Performance",
        "Life Ready Physio + Pilates South Perth",
        "PhysioLogix Physiotherapy + Pilates",
        "PURE SPORTS PHYSIO",
        "Pelvic Health Clinic",
        "Spine & Sports Centre",
        "City Physiotherapy Centre",
        "Perth Sports Injury Clinic",
        "Trained Physio & Fitness Perth",
        "Back2It Sports Physiotherapy & Fitness",
        "Cottesloe Sports Physiotherapy",
        "South Perth Physiotherapy"
      ],
      "brands_recommended": [
        "HBF Physio Perth City",
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "WA SportsMed Physiotherapy",
        "West Coast Health and High Performance",
        "Life Ready Physio + Pilates South Perth",
        "PhysioLogix Physiotherapy + Pilates",
        "PURE SPORTS PHYSIO",
        "Pelvic Health Clinic",
        "Spine & Sports Centre",
        "City Physiotherapy Centre",
        "Perth Sports Injury Clinic",
        "Trained Physio & Fitness Perth",
        "Back2It Sports Physiotherapy & Fitness",
        "Cottesloe Sports Physiotherapy",
        "South Perth Physiotherapy"
      ],
      "brand_order": [
        "HBF Physio Perth City",
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "WA SportsMed Physiotherapy",
        "West Coast Health and High Performance",
        "Life Ready Physio + Pilates South Perth",
        "PhysioLogix Physiotherapy + Pilates",
        "PURE SPORTS PHYSIO",
        "Pelvic Health Clinic",
        "Spine & Sports Centre",
        "City Physiotherapy Centre",
        "Perth Sports Injury Clinic",
        "Trained Physio & Fitness Perth",
        "Back2It Sports Physiotherapy & Fitness",
        "Cottesloe Sports Physiotherapy",
        "South Perth Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-physiotherapist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A5",
      "prompt": "recommend a good physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-physiotherapist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A5",
      "prompt": "recommend a good physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Offers specialized services including Clinical Pilates",
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "brands_recommended": [
        "Offers specialized services including Clinical Pilates",
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "brand_order": [
        "Offers specialized services including Clinical Pilates",
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-physiotherapist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-A5",
      "prompt": "recommend a good physiotherapist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "PURE SPORTS PHYSIO"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "PURE SPORTS PHYSIO"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "PURE SPORTS PHYSIO"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-physiotherapist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B1",
      "prompt": "best physio in Perth for lower back pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-physiotherapist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B1",
      "prompt": "best physio in Perth for lower back pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "City Physiotherapy on Healthengine",
        "Titled APA Musculoskeletal Physiotherapist",
        "Recommended Physio Clinics in Perth"
      ],
      "brands_recommended": [
        "City Physiotherapy on Healthengine",
        "Titled APA Musculoskeletal Physiotherapist",
        "Recommended Physio Clinics in Perth"
      ],
      "brand_order": [
        "City Physiotherapy on Healthengine",
        "Titled APA Musculoskeletal Physiotherapist",
        "Recommended Physio Clinics in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://healthengine.com.au/appointment/book/45497/Physiotherapy/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book/45360/Physiotherapy/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book/44239/Physiotherapy/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book_webplugin/62548/Physiotherapy/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24&utm_source=google&utm_medium=organic&utm_campaign=business_profile"
      ],
      "cited_domains": [
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-physiotherapist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B1",
      "prompt": "best physio in Perth for lower back pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.westcoasthealth.com.au/",
        "https://www.painoptions.com.au/",
        "https://healthengine.com.au/appointment/book/45497/Physiotherapy/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book/45360/Physiotherapy/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24"
      ],
      "cited_domains": [
        "westcoasthealth.com.au",
        "painoptions.com.au",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "westcoasthealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "painoptions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-physiotherapist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B1",
      "prompt": "best physio in Perth for lower back pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-physiotherapist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B1",
      "prompt": "best physio in Perth for lower back pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Body Logic"
      ],
      "brands_recommended": [
        "Body Logic"
      ],
      "brand_order": [
        "Body Logic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bodylogic.physio/conditions/back-pain/",
        "https://www.painoptions.com.au/",
        "https://www.physioproperth.com.au/injuries-conditions/lower-back-pain/",
        "https://www.nextwavetherapy.com.au/physiotherapy/lower-back-physio/",
        "https://movephysiotherapy.com.au/conditions/back-pain"
      ],
      "cited_domains": [
        "bodylogic.physio",
        "painoptions.com.au",
        "physioproperth.com.au",
        "nextwavetherapy.com.au",
        "movephysiotherapy.com.au"
      ],
      "source_classes": [
        {
          "domain": "bodylogic.physio",
          "class": "brand-source"
        },
        {
          "domain": "painoptions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "physioproperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nextwavetherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-physiotherapist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B1",
      "prompt": "best physio in Perth for lower back pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://bodylogic.physio/conditions/back-pain/",
        "https://www.painoptions.com.au/",
        "https://www.physioproperth.com.au/injuries-conditions/lower-back-pain/",
        "https://www.nextwavetherapy.com.au/physiotherapy/lower-back-physio/",
        "https://movephysiotherapy.com.au/conditions/back-pain"
      ],
      "cited_domains": [
        "bodylogic.physio",
        "painoptions.com.au",
        "physioproperth.com.au",
        "nextwavetherapy.com.au",
        "movephysiotherapy.com.au"
      ],
      "source_classes": [
        {
          "domain": "bodylogic.physio",
          "class": "brand-source"
        },
        {
          "domain": "painoptions.com.au",
          "class": "brand-source"
        },
        {
          "domain": "physioproperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nextwavetherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-physiotherapist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B1",
      "prompt": "best physio in Perth for lower back pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "Perth Physiotherapy and Pilates",
        "Perth Physio Precinct",
        "Central City Physiotherapy — Perth CBD",
        "Perth Physiotherapy and Pilates — Innaloo",
        "Perth Physio Precinct — Subiaco"
      ],
      "brands_recommended": [
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "Perth Physiotherapy and Pilates",
        "Perth Physio Precinct",
        "Central City Physiotherapy — Perth CBD",
        "Perth Physiotherapy and Pilates — Innaloo",
        "Perth Physio Precinct — Subiaco"
      ],
      "brand_order": [
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "Perth Physiotherapy and Pilates",
        "Perth Physio Precinct",
        "Central City Physiotherapy — Perth CBD",
        "Perth Physiotherapy and Pilates — Innaloo",
        "Perth Physio Precinct — Subiaco"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-physiotherapy-and-pilates-167653471397278?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/physiotherapist?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/doctors/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/physiotherapists/joondalup?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/physiotherapists/canning-vale?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/physiotherapists/fremantle?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/physiotherapists/ellenbrook?utm_source=chatgpt.com",
        "https://www.fresha.com/lp/en/bt/therapy-centers/in/au-perth?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/physiotherapy?utm_source=chatgpt.com",
        "https://www.physioproperth.com.au/services/treatments/?utm_source=chatgpt.com",
        "https://www.physioproperth.com.au/about-us/testimonials/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "reviews.birdeye.com",
        "wordofmouth.com.au",
        "fresha.com",
        "datagemba.com",
        "physioproperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "fresha.com",
          "class": "third-party"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        },
        {
          "domain": "physioproperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-physiotherapist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B1",
      "prompt": "best physio in Perth for lower back pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "West Coast Health and High Performance",
        "North Perth Physiotherapy",
        "Perth Performance Physio",
        "HBF Physio Perth City",
        "City Physiotherapy Centre",
        "Beatty Park Physiotherapy",
        "STR Physio",
        "Move Steady Physio",
        "Specialist Sports and Spinal Physiotherapy",
        "Perth Shoulder Physio",
        "Central City Physiotherapy — Perth CBD",
        "North Perth Physiotherapy — North Perth"
      ],
      "brands_recommended": [
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "West Coast Health and High Performance",
        "North Perth Physiotherapy",
        "Perth Performance Physio",
        "HBF Physio Perth City",
        "City Physiotherapy Centre",
        "Beatty Park Physiotherapy",
        "STR Physio",
        "Move Steady Physio",
        "Specialist Sports and Spinal Physiotherapy",
        "Perth Shoulder Physio",
        "Central City Physiotherapy — Perth CBD",
        "North Perth Physiotherapy — North Perth"
      ],
      "brand_order": [
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "West Coast Health and High Performance",
        "North Perth Physiotherapy",
        "Perth Performance Physio",
        "HBF Physio Perth City",
        "City Physiotherapy Centre",
        "Beatty Park Physiotherapy",
        "STR Physio",
        "Move Steady Physio",
        "Specialist Sports and Spinal Physiotherapy",
        "Perth Shoulder Physio",
        "Central City Physiotherapy — Perth CBD",
        "North Perth Physiotherapy — North Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/physiotherapist?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-physiotherapist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B1",
      "prompt": "best physio in Perth for lower back pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "Perth Physio Precinct",
        "Modern Physiotherapy",
        "Perth Shoulder Physio",
        "HBF Physio Perth City",
        "Beatty Park Physiotherapy",
        "City Physiotherapy Centre",
        "Perth Headache and Physiotherapy Clinic",
        "STR Physio",
        "Perth Sports Physio",
        "Perth Injury & Pain Clinic",
        "Central City Physiotherapy — Perth CBD",
        "Perth Physio Precinct — Subiaco",
        "Modern Physiotherapy — South Perth"
      ],
      "brands_recommended": [
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "Perth Physio Precinct",
        "Modern Physiotherapy",
        "Perth Shoulder Physio",
        "HBF Physio Perth City",
        "Beatty Park Physiotherapy",
        "City Physiotherapy Centre",
        "Perth Headache and Physiotherapy Clinic",
        "STR Physio",
        "Perth Sports Physio",
        "Perth Injury & Pain Clinic",
        "Central City Physiotherapy — Perth CBD"
      ],
      "brand_order": [
        "Spine & Sports Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "Perth Physio Precinct",
        "Modern Physiotherapy",
        "Perth Shoulder Physio",
        "HBF Physio Perth City",
        "Beatty Park Physiotherapy",
        "City Physiotherapy Centre",
        "Perth Headache and Physiotherapy Clinic",
        "STR Physio",
        "Perth Sports Physio",
        "Perth Injury & Pain Clinic",
        "Central City Physiotherapy — Perth CBD"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-physiotherapist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B1",
      "prompt": "best physio in Perth for lower back pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "Star Physio and Podiatry Mosman Park"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "Star Physio and Podiatry Mosman Park"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "Star Physio and Podiatry Mosman Park"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-physiotherapist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B1",
      "prompt": "best physio in Perth for lower back pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Body Logic Physiotherapy - Shenton Park",
        "Niche Physio & Pilates"
      ],
      "brands_recommended": [
        "Body Logic Physiotherapy - Shenton Park",
        "Niche Physio & Pilates"
      ],
      "brand_order": [
        "Body Logic Physiotherapy - Shenton Park",
        "Niche Physio & Pilates"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-physiotherapist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B1",
      "prompt": "best physio in Perth for lower back pain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Star Physio and Podiatry Mosman Park"
      ],
      "brands_recommended": [
        "Star Physio and Podiatry Mosman Park"
      ],
      "brand_order": [
        "Star Physio and Podiatry Mosman Park"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-physiotherapist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B2",
      "prompt": "sports physiotherapist Perth for running injuries",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "WA SportsMed Physiotherapy",
        "Kinima Physio West Leederville",
        "Trained Physio & Fitness Perth",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "HBF Physio Perth City",
        "Front Runner Coaching & Physiotherapy",
        "West Coast Health and High Performance",
        "Prana Physio & Wellness",
        "Star Physio and Podiatry",
        "Front Runner Physiotherapy",
        "AppliedMotion",
        "Central City Health Professionals",
        "Peak Performance Institute",
        "Niche Physio & Pilates",
        "Life Ready Mobile",
        "PURE SPORTS PHYSIO",
        "Life Ready Physio + Pilates Inglewood"
      ],
      "brands_recommended": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "WA SportsMed Physiotherapy",
        "Kinima Physio West Leederville",
        "Trained Physio & Fitness Perth",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "HBF Physio Perth City",
        "Front Runner Coaching & Physiotherapy",
        "West Coast Health and High Performance",
        "Prana Physio & Wellness",
        "Star Physio and Podiatry",
        "Front Runner Physiotherapy",
        "AppliedMotion",
        "Central City Health Professionals",
        "Peak Performance Institute",
        "Niche Physio & Pilates",
        "Life Ready Mobile",
        "PURE SPORTS PHYSIO",
        "Life Ready Physio + Pilates Inglewood"
      ],
      "brand_order": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "WA SportsMed Physiotherapy",
        "Kinima Physio West Leederville",
        "Trained Physio & Fitness Perth",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "HBF Physio Perth City",
        "Front Runner Coaching & Physiotherapy",
        "West Coast Health and High Performance",
        "Prana Physio & Wellness",
        "Star Physio and Podiatry",
        "Front Runner Physiotherapy",
        "AppliedMotion",
        "Central City Health Professionals",
        "Peak Performance Institute",
        "Niche Physio & Pilates",
        "Life Ready Mobile",
        "PURE SPORTS PHYSIO",
        "Life Ready Physio + Pilates Inglewood"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2QyeDRObXAyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhObU1ubGtZM28xGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdnd01XMXdhRzAYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmJsOWtabkl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGREWXhjSGh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSamRETnlOMnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNeGJsODVNM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSa1ltZGpkekEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMGREaHlNMmcYCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-physiotherapist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B2",
      "prompt": "sports physiotherapist Perth for running injuries",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "HotDoc",
        "City Physiotherapy on Healthengine"
      ],
      "brands_recommended": [
        "HotDoc",
        "City Physiotherapy on Healthengine"
      ],
      "brand_order": [
        "HotDoc",
        "City Physiotherapy on Healthengine"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://subiaco-physiotherapy.com.au/services/gait-analysis/",
        "https://physioandexerciselab.com.au/physiotherapy/running-gait-analysis-perth/",
        "https://www.hotdoc.com.au/medical-centres/osborne-park-WA-6017/back2it-physiotherapy/doctors?wp=gmb",
        "https://www.hotdoc.com.au/medical-centres/perth-WA-6000/wa-sportsmed-physiotherapy1/doctors?wp=gmb",
        "https://healthengine.com.au/appointment/book/65988/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24",
        "https://healthengine.com.au/appointment/book/69514/Physiotherapy/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24"
      ],
      "cited_domains": [
        "subiaco-physiotherapy.com.au",
        "physioandexerciselab.com.au",
        "hotdoc.com.au",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "subiaco-physiotherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "physioandexerciselab.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hotdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-physiotherapist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B2",
      "prompt": "sports physiotherapist Perth for running injuries",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Star Physio and Podiatry",
        "HotDoc",
        "WA SportsMed Physiotherapy"
      ],
      "brands_recommended": [
        "Star Physio and Podiatry",
        "HotDoc",
        "WA SportsMed Physiotherapy"
      ],
      "brand_order": [
        "Star Physio and Podiatry",
        "HotDoc",
        "WA SportsMed Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://starphysiowa.com.au/",
        "https://www.westcoasthealth.com.au/",
        "https://www.sportsmedsubiaco.com.au/",
        "https://www.hotdoc.com.au/medical-centres/perth-WA-6000/wa-sportsmed-physiotherapy1/doctors?wp=gmb"
      ],
      "cited_domains": [
        "starphysiowa.com.au",
        "westcoasthealth.com.au",
        "sportsmedsubiaco.com.au",
        "hotdoc.com.au"
      ],
      "source_classes": [
        {
          "domain": "starphysiowa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoasthealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sportsmedsubiaco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hotdoc.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-physiotherapist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B2",
      "prompt": "sports physiotherapist Perth for running injuries",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Back2Run",
        "WA SportsMed Physiotherapy",
        "Trained Physio & Fitness Perth",
        "Specialized Running Physio Clinics in Perth"
      ],
      "brands_recommended": [
        "Back2Run",
        "WA SportsMed Physiotherapy",
        "Trained Physio & Fitness Perth",
        "Specialized Running Physio Clinics in Perth"
      ],
      "brand_order": [
        "Back2Run",
        "WA SportsMed Physiotherapy",
        "Trained Physio & Fitness Perth",
        "Specialized Running Physio Clinics in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://frontrunnersports.com.au/physiotherapy/",
        "https://back2it.com.au/back2run/",
        "https://www.wasportsmed.com.au/physiotherapy/running-analysis",
        "https://www.trainedphysioperth.com.au/running-assessment-perth-running-physio-east-perth/",
        "https://wahealthgroup.com.au/physio-for-running-injury-in-perth",
        "https://physioandexerciselab.com.au/physiotherapy/running-gait-analysis-perth/",
        "https://www.kinimaphysio.com.au/sports-physio"
      ],
      "cited_domains": [
        "frontrunnersports.com.au",
        "back2it.com.au",
        "wasportsmed.com.au",
        "trainedphysioperth.com.au",
        "wahealthgroup.com.au",
        "physioandexerciselab.com.au",
        "kinimaphysio.com.au"
      ],
      "source_classes": [
        {
          "domain": "frontrunnersports.com.au",
          "class": "brand-source"
        },
        {
          "domain": "back2it.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wasportsmed.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trainedphysioperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wahealthgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "physioandexerciselab.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kinimaphysio.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-physiotherapist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B2",
      "prompt": "sports physiotherapist Perth for running injuries",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://frontrunnersports.com.au/physiotherapy/",
        "https://back2it.com.au/back2run/",
        "https://www.wasportsmed.com.au/physiotherapy/running-analysis",
        "https://www.trainedphysioperth.com.au/running-assessment-perth-running-physio-east-perth/",
        "https://wahealthgroup.com.au/physio-for-running-injury-in-perth",
        "https://physioandexerciselab.com.au/physiotherapy/running-gait-analysis-perth/",
        "https://www.kinimaphysio.com.au/sports-physio"
      ],
      "cited_domains": [
        "frontrunnersports.com.au",
        "back2it.com.au",
        "wasportsmed.com.au",
        "trainedphysioperth.com.au",
        "wahealthgroup.com.au",
        "physioandexerciselab.com.au",
        "kinimaphysio.com.au"
      ],
      "source_classes": [
        {
          "domain": "frontrunnersports.com.au",
          "class": "brand-source"
        },
        {
          "domain": "back2it.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wasportsmed.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trainedphysioperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wahealthgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "physioandexerciselab.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kinimaphysio.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-physiotherapist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B2",
      "prompt": "sports physiotherapist Perth for running injuries",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://frontrunnersports.com.au/physiotherapy/",
        "https://starphysiowa.com.au/running/",
        "https://back2it.com.au/back2run/",
        "https://wahealthgroup.com.au/physio-for-running-injury-in-perth",
        "https://www.kinimaphysio.com.au/sports-physio"
      ],
      "cited_domains": [
        "frontrunnersports.com.au",
        "starphysiowa.com.au",
        "back2it.com.au",
        "wahealthgroup.com.au",
        "kinimaphysio.com.au"
      ],
      "source_classes": [
        {
          "domain": "frontrunnersports.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starphysiowa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "back2it.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wahealthgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kinimaphysio.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-physiotherapist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B2",
      "prompt": "sports physiotherapist Perth for running injuries",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth, WA, Australia | 231 Bulwer St, Perth WA 6000",
        "Physio Pro Perth"
      ],
      "brands_recommended": [
        "Perth, WA, Australia | 231 Bulwer St, Perth WA 6000",
        "Physio Pro Perth"
      ],
      "brand_order": [
        "Perth, WA, Australia | 231 Bulwer St, Perth WA 6000",
        "Physio Pro Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.sportsphysiotherapy-perth.com.au/?utm_source=chatgpt.com",
        "https://www.harperphysio.com.au/?utm_source=chatgpt.com",
        "https://www.sportsmedsubiaco.com.au/team/shaun-rodgers/?utm_source=chatgpt.com",
        "https://www.westcoasthealth.com.au/?utm_source=chatgpt.com",
        "https://www.physioproperth.com.au/services/sport-physio/?utm_source=chatgpt.com",
        "https://healthengine.com.au/physiotherapist/wa/perth/ms-nina-crowhurst/p95064?utm_source=chatgpt.com",
        "https://letslivewell.com.au/services/injury-recovery/?utm_source=chatgpt.com",
        "https://www.westcoasthealth.com.au/our-approach?utm_source=chatgpt.com",
        "https://www.jsmnorthbridgedoctors.com.au/our-services/physiotherapy-clinic-in-perth-cbd/?utm_source=chatgpt.com",
        "https://www.trainedphysioperth.com.au/service/sports-injuries/?utm_source=chatgpt.com",
        "https://www.jspodiatry.com/running-assessments-perth?utm_source=chatgpt.com",
        "https://perthsportsphysio.com/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "sportsphysiotherapy-perth.com.au",
        "harperphysio.com.au",
        "sportsmedsubiaco.com.au",
        "westcoasthealth.com.au",
        "physioproperth.com.au",
        "healthengine.com.au",
        "letslivewell.com.au",
        "jsmnorthbridgedoctors.com.au",
        "trainedphysioperth.com.au",
        "jspodiatry.com",
        "perthsportsphysio.com"
      ],
      "source_classes": [
        {
          "domain": "sportsphysiotherapy-perth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "harperphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sportsmedsubiaco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoasthealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "physioproperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        },
        {
          "domain": "letslivewell.com.au",
          "class": "brand-source"
        },
        {
          "domain": "jsmnorthbridgedoctors.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trainedphysioperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "jspodiatry.com",
          "class": "third-party"
        },
        {
          "domain": "perthsportsphysio.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-physiotherapist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B2",
      "prompt": "sports physiotherapist Perth for running injuries",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Front Runner Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Perth Performance Physio",
        "Perth Sports Physio",
        "Front Runner Coaching & Physiotherapy",
        "Back2Run",
        "Harper Physio",
        "WA Health Group",
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "South Perth Physiotherapy",
        "Perth Sports Injury Clinic",
        "Trained Physio & Fitness Perth",
        "PURE SPORTS PHYSIO",
        "My Physio Duncraig",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Beatty Park Physiotherapy",
        "Nina Crowhurst Sports Physiotherapy"
      ],
      "brands_recommended": [
        "Front Runner Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Perth Performance Physio",
        "Perth Sports Physio",
        "Front Runner Coaching & Physiotherapy",
        "Back2Run",
        "Harper Physio",
        "WA Health Group",
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "South Perth Physiotherapy",
        "Perth Sports Injury Clinic",
        "Trained Physio & Fitness Perth",
        "PURE SPORTS PHYSIO",
        "My Physio Duncraig",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Beatty Park Physiotherapy",
        "Nina Crowhurst Sports Physiotherapy"
      ],
      "brand_order": [
        "Front Runner Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Perth Performance Physio",
        "Perth Sports Physio",
        "Front Runner Coaching & Physiotherapy",
        "Back2Run",
        "Harper Physio",
        "WA Health Group",
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "South Perth Physiotherapy",
        "Perth Sports Injury Clinic",
        "Trained Physio & Fitness Perth",
        "PURE SPORTS PHYSIO",
        "My Physio Duncraig",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Beatty Park Physiotherapy",
        "Nina Crowhurst Sports Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.sportsphysiotherapy-perth.com.au/running-assessments?utm_source=chatgpt.com",
        "https://www.sportsphysiotherapy-perth.com.au/?utm_source=chatgpt.com",
        "https://www.harperphysio.com.au/?utm_source=chatgpt.com",
        "https://wahealthgroup.com.au/physio-for-running-injury-in-perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "sportsphysiotherapy-perth.com.au",
        "harperphysio.com.au",
        "wahealthgroup.com.au"
      ],
      "source_classes": [
        {
          "domain": "sportsphysiotherapy-perth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "harperphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wahealthgroup.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-physiotherapist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B2",
      "prompt": "sports physiotherapist Perth for running injuries",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "WA SportsMed Physiotherapy",
        "Front Runner Physiotherapy",
        "PURE SPORTS PHYSIO",
        "Kinima Physio West Leederville",
        "Perth Sports Physio",
        "Perth Performance Physio",
        "HBF Physio Perth City",
        "City Physiotherapy Centre",
        "Central City Physiotherapy",
        "Spine & Sports Centre",
        "Perth Physio Precinct",
        "South Perth Physiotherapy",
        "Perth Sports Injury Clinic",
        "Back2It Sports Physiotherapy & Fitness"
      ],
      "brands_recommended": [
        "WA SportsMed Physiotherapy",
        "Front Runner Physiotherapy",
        "PURE SPORTS PHYSIO",
        "Kinima Physio West Leederville",
        "Perth Sports Physio",
        "Perth Performance Physio",
        "HBF Physio Perth City",
        "City Physiotherapy Centre",
        "Central City Physiotherapy",
        "Spine & Sports Centre",
        "Perth Physio Precinct",
        "South Perth Physiotherapy",
        "Perth Sports Injury Clinic",
        "Back2It Sports Physiotherapy & Fitness"
      ],
      "brand_order": [
        "WA SportsMed Physiotherapy",
        "Front Runner Physiotherapy",
        "PURE SPORTS PHYSIO",
        "Kinima Physio West Leederville",
        "Perth Sports Physio",
        "Perth Performance Physio",
        "HBF Physio Perth City",
        "City Physiotherapy Centre",
        "Central City Physiotherapy",
        "Spine & Sports Centre",
        "Perth Physio Precinct",
        "South Perth Physiotherapy",
        "Perth Sports Injury Clinic",
        "Back2It Sports Physiotherapy & Fitness"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wasportsmed.com.au/about/meet-our-experts/nina-crowhurst?utm_source=chatgpt.com",
        "https://www.sportsphysiotherapy-perth.com.au/running-assessments?utm_source=chatgpt.com",
        "https://frontrunnersports.com.au/physiotherapy/?utm_source=chatgpt.com",
        "https://www.sportsphysiotherapy-perth.com.au/about?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wasportsmed.com.au",
        "sportsphysiotherapy-perth.com.au",
        "frontrunnersports.com.au"
      ],
      "source_classes": [
        {
          "domain": "wasportsmed.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sportsphysiotherapy-perth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "frontrunnersports.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-physiotherapist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B2",
      "prompt": "sports physiotherapist Perth for running injuries",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Front Runner Physio",
        "Trained Physio & Fitness Perth",
        "Star Physio",
        "Specialized Running Physio Clinics in Perth"
      ],
      "brands_recommended": [
        "Front Runner Physio",
        "Trained Physio & Fitness Perth",
        "Star Physio",
        "Specialized Running Physio Clinics in Perth"
      ],
      "brand_order": [
        "Front Runner Physio",
        "Trained Physio & Fitness Perth",
        "Star Physio",
        "Specialized Running Physio Clinics in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.trainedphysioperth.com.au/running-assessment-perth-running-physio-east-perth/#:~:text=If%20you're%20searching%20for%3A%20*%20Running%20Assessment,General%20Physiotherapy.%20Physio%20Opening%20Hours.%20Monday%207am%E2%80%938pm.",
        "https://frontrunnersports.com.au/physiotherapy/#:~:text=With%20clinics%20in%20Wembley%2C%20Osborne%20Park%20%26,strains.%20*%20Ligament%20tears.%20*%20Joint%20pain.",
        "https://frontrunnersports.com.au/physiotherapy/#:~:text=We%20manage%3A%20*%20MVA.%20*%20Workers%20Compensation.,Read%20more%20about%20our%20Physio%20Team%3A%20HERE.",
        "https://www.trainedphysioperth.com.au/running-assessment-perth-running-physio-east-perth/#:~:text=Running%20Assessment%20Perth%20%E2%80%93%20Running%20Physio%20%26,to%20improve%20performance%20and%20reduce%20injury%20risk.",
        "https://www.trainedphysioperth.com.au/running-assessment-perth-running-physio-east-perth/#:~:text=Our%20running%20assessments%20are%20designed%20to%20identify,technique.%20Return-to-running%20planning.%20Rehab%20and%20performance%20strategies.",
        "https://starphysiowa.com.au/our-physiotherapy-treatment/#:~:text=At%20Star%20Physio%2C%20we%20provide%20expert%20physiotherapy,help%20you%20recover%20and%20perform%20at%20your",
        "https://starphysiowa.com.au/our-physiotherapy-treatment/#:~:text=*%20Fully%20Equipped%20Rehabilitation%20Gyms.",
        "https://www.trainedphysioperth.com.au/running-assessment-perth-running-physio-east-perth/#:~:text=A%20detailed%20running%20assessment%20helps%20identify%3A%20*,restrictions.%20*%20training%20errors.%20*%20biomechanical%20contributors.",
        "https://www.trainedphysioperth.com.au/running-assessment-perth-running-physio-east-perth/#:~:text=Our%20running%20assessments%20are%20designed%20to%20identify,technique.%20Return-to-running%20planning.%20Rehab%20and%20performance%20strategies.",
        "https://www.trainedphysioperth.com.au/running-assessment-perth-running-physio-east-perth/#:~:text=These%20assessments%20are%20ideal%20for%3A%20*%20Recreational,and%20lower%20limb%20control.%20*%20Runner's%20Knee."
      ],
      "cited_domains": [
        "trainedphysioperth.com.au",
        "frontrunnersports.com.au",
        "starphysiowa.com.au"
      ],
      "source_classes": [
        {
          "domain": "trainedphysioperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "frontrunnersports.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starphysiowa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-physiotherapist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B2",
      "prompt": "sports physiotherapist Perth for running injuries",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "WA SportsMed Physiotherapy",
        "City Physiotherapy Centre",
        "Front Runner Coaching & Physiotherapy",
        "Trained Physio & Fitness Perth",
        "Star Physio and Podiatry",
        "Offers expert bicycle fitting"
      ],
      "brands_recommended": [
        "WA SportsMed Physiotherapy",
        "City Physiotherapy Centre",
        "Front Runner Coaching & Physiotherapy",
        "Trained Physio & Fitness Perth",
        "Star Physio and Podiatry",
        "Offers expert bicycle fitting"
      ],
      "brand_order": [
        "WA SportsMed Physiotherapy",
        "City Physiotherapy Centre",
        "Front Runner Coaching & Physiotherapy",
        "Trained Physio & Fitness Perth",
        "Star Physio and Podiatry",
        "Offers expert bicycle fitting"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-physiotherapist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B2",
      "prompt": "sports physiotherapist Perth for running injuries",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Star Physio",
        "Trained Physio & Fitness Perth",
        "AppliedMotion Physiotherapy",
        "Perth Sports Physio"
      ],
      "brands_recommended": [
        "Star Physio",
        "Trained Physio & Fitness Perth",
        "AppliedMotion Physiotherapy",
        "Perth Sports Physio"
      ],
      "brand_order": [
        "Star Physio",
        "Trained Physio & Fitness Perth",
        "AppliedMotion Physiotherapy",
        "Perth Sports Physio"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://starphysiowa.com.au/running/?utm_source=gemini",
        "https://www.trainedphysioperth.com.au/running-assessment-perth-running-physio-east-perth/?utm_source=gemini#:~:text=Running%20Physio%20in%20East%20Perth%20*%20exercise,planning.%20*%20athlete-focused%20programming.%20*%20performance%20progression.",
        "https://www.trainedphysioperth.com.au/running-assessment-perth-running-physio-east-perth/?utm_source=gemini#:~:text=Running%20Assessment%20Perth%20%E2%80%93%20Running%20Physio%20%26,to%20improve%20performance%20and%20reduce%20injury%20risk.",
        "https://appliedmotion.com.au/sports-physiotherapy-perth/?utm_source=gemini#:~:text=*%2008%2092840736.%20*%2099%20Loftus%20Street%20Leederville%206007.%20%C2%A9%202026All%20rights%20reserved.",
        "https://appliedmotion.com.au/sports-physiotherapy-perth/?utm_source=gemini#:~:text=Why%20Choose%20AppliedMotion%20Physiotherapy%20for%20Sports%20Physiotherapy%3F,challenges%20athletes%20face%20during%20injury%20and%20recovery.",
        "https://perthsportsphysio.com/?utm_source=gemini#:~:text=Perth%20Sports%20Physio%20%7C%20Expert%20Sports%20Physio,*%20Post%20Operative%20Rehabilitation.%20*%20Knee%20Pain.",
        "https://perthsportsphysio.com/?utm_source=gemini#:~:text=08%206183%201790.%20Perth%20Sports%20Physio%20helps,best%20physical%20condition%20using%20our%20innovative%20techniques."
      ],
      "cited_domains": [
        "starphysiowa.com.au",
        "trainedphysioperth.com.au",
        "appliedmotion.com.au",
        "perthsportsphysio.com"
      ],
      "source_classes": [
        {
          "domain": "starphysiowa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trainedphysioperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "appliedmotion.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsportsphysio.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-physiotherapist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B3",
      "prompt": "physio Perth appointment available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "Whole Health Physiotherapy",
        "Central City Health Professionals",
        "Reform Physiotherapy & Pilates",
        "WA SportsMed Physiotherapy",
        "STR Physio",
        "Life Ready Mobile",
        "Modern Physiotherapy",
        "The Fix Wellbeing",
        "Trained Physio & Fitness Perth",
        "Kinima Physio West Leederville",
        "PhysioLogix Physiotherapy + Pilates",
        "Spine & Sports Centre",
        "Star Physio and Podiatry",
        "West Coast Health and High Performance",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Mercy Physiotherapy"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "Whole Health Physiotherapy",
        "Central City Health Professionals",
        "Reform Physiotherapy & Pilates",
        "WA SportsMed Physiotherapy",
        "STR Physio",
        "Life Ready Mobile",
        "Modern Physiotherapy",
        "The Fix Wellbeing",
        "Trained Physio & Fitness Perth",
        "Kinima Physio West Leederville",
        "PhysioLogix Physiotherapy + Pilates",
        "Spine & Sports Centre",
        "Star Physio and Podiatry",
        "West Coast Health and High Performance",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Mercy Physiotherapy"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "Whole Health Physiotherapy",
        "Central City Health Professionals",
        "Reform Physiotherapy & Pilates",
        "WA SportsMed Physiotherapy",
        "STR Physio",
        "Life Ready Mobile",
        "Modern Physiotherapy",
        "The Fix Wellbeing",
        "Trained Physio & Fitness Perth",
        "Kinima Physio West Leederville",
        "PhysioLogix Physiotherapy + Pilates",
        "Spine & Sports Centre",
        "Star Physio and Podiatry",
        "West Coast Health and High Performance",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Mercy Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd2MzTnVkSEl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdnd01XMXdhRzAYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-physiotherapist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B3",
      "prompt": "physio Perth appointment available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-physiotherapist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B3",
      "prompt": "physio Perth appointment available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HotDoc",
        "WA SportsMed Physiotherapy"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HotDoc",
        "WA SportsMed Physiotherapy"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HotDoc",
        "WA SportsMed Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hotdoc.com.au/find/physiotherapist/WA/perth-6000",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK"
      ],
      "cited_domains": [
        "hotdoc.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "hotdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-physiotherapist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B3",
      "prompt": "physio Perth appointment available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "HotDoc",
        "City Physiotherapy on Healthengine"
      ],
      "brands_recommended": [
        "HotDoc",
        "City Physiotherapy on Healthengine"
      ],
      "brand_order": [
        "HotDoc",
        "City Physiotherapy on Healthengine"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://centralcityphysio.com.au/",
        "https://starphysiowa.com.au/book-physio-perth/",
        "https://starphysiowa.com.au/",
        "https://www.hbfphysio.com.au/clinic/perth-city/"
      ],
      "cited_domains": [
        "centralcityphysio.com.au",
        "starphysiowa.com.au",
        "hbfphysio.com.au"
      ],
      "source_classes": [
        {
          "domain": "centralcityphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starphysiowa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hbfphysio.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-physiotherapist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B3",
      "prompt": "physio Perth appointment available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "HotDoc"
      ],
      "brands_recommended": [
        "HotDoc"
      ],
      "brand_order": [
        "HotDoc"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://centralcityphysio.com.au/",
        "https://www.hotdoc.com.au/find/physiotherapist/WA/perth-6000",
        "https://healthengine.com.au/search/physiotherapy/WA/west-perth-6005?page=2&onlineAppts=true&time=AFTER_HOURS&show_all_appts=1",
        "https://movephysiotherapy.com.au/book-online",
        "https://www.southperthphysio.com.au/"
      ],
      "cited_domains": [
        "centralcityphysio.com.au",
        "hotdoc.com.au",
        "healthengine.com.au",
        "movephysiotherapy.com.au",
        "southperthphysio.com.au"
      ],
      "source_classes": [
        {
          "domain": "centralcityphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hotdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "southperthphysio.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-physiotherapist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B3",
      "prompt": "physio Perth appointment available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "HotDoc"
      ],
      "brands_recommended": [
        "HotDoc"
      ],
      "brand_order": [
        "HotDoc"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://centralcityphysio.com.au/",
        "https://www.hotdoc.com.au/find/physiotherapist/WA/perth-6000",
        "https://movephysiotherapy.com.au/book-online",
        "https://www.perthphysiotherapy.net.au/",
        "https://www.perthphysiotherapy.net.au/office-hours/"
      ],
      "cited_domains": [
        "centralcityphysio.com.au",
        "hotdoc.com.au",
        "movephysiotherapy.com.au",
        "perthphysiotherapy.net.au"
      ],
      "source_classes": [
        {
          "domain": "centralcityphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hotdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthphysiotherapy.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-physiotherapist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B3",
      "prompt": "physio Perth appointment available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "WA SportsMed Physiotherapy",
        "Life Ready Physio + Pilates South Perth",
        "Beatty Park Physiotherapy",
        "Move Physiotherapy Perth availability"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "WA SportsMed Physiotherapy",
        "Life Ready Physio + Pilates South Perth",
        "Beatty Park Physiotherapy",
        "Move Physiotherapy Perth availability"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "WA SportsMed Physiotherapy",
        "Life Ready Physio + Pilates South Perth",
        "Beatty Park Physiotherapy",
        "Move Physiotherapy Perth availability"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://healthengine.com.au/search/physiotherapy/WA/perth-6000?language-select=fa-prs&onlineAppts=true&time=AFTER_HOURS&utm_source=chatgpt.com",
        "https://www.movephysiotherapy.com.au/availability?utm_source=chatgpt.com",
        "https://healthengine.com.au/physiotherapist/wa/perth/bodysmart-health-centre/s45357?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/physiotherapy/WA/perth-6000?onlineAppts=true&page=2&practicegroup=LifeCare&time=AFTER_HOURS&utm_source=chatgpt.com",
        "https://healthengine.com.au/search/physiotherapy/WA/perth-6000?language-select=gu&onlineAppts=true&page=2&time=AFTER_HOURS&utm_source=chatgpt.com",
        "https://www.myhealth1st.com.au/find/physiotherapists/wa/perth-inner/perth?utm_source=chatgpt.com",
        "https://www.myhealth1st.com.au/find/physiotherapists/wa?utm_source=chatgpt.com",
        "https://bookphysio.com/perth/?utm_source=chatgpt.com",
        "https://www.activesolutions.physio/?utm_source=chatgpt.com",
        "https://www.fresha.com/lp/en/tt/physiotherapists/in/au-perth/perth?utm_source=chatgpt.com",
        "https://www.bodysmart.com.au/book-an-appointment/?utm_source=chatgpt.com",
        "https://perthbulkbillphysiotherapy.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "healthengine.com.au",
        "movephysiotherapy.com.au",
        "myhealth1st.com.au",
        "bookphysio.com",
        "activesolutions.physio",
        "fresha.com",
        "bodysmart.com.au",
        "perthbulkbillphysiotherapy.com.au"
      ],
      "source_classes": [
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "myhealth1st.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bookphysio.com",
          "class": "third-party"
        },
        {
          "domain": "activesolutions.physio",
          "class": "third-party"
        },
        {
          "domain": "fresha.com",
          "class": "third-party"
        },
        {
          "domain": "bodysmart.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthbulkbillphysiotherapy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-physiotherapist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B3",
      "prompt": "physio Perth appointment available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Beatty Park Physiotherapy",
        "Life Ready Physio + Pilates South Perth",
        "Perth Wellness",
        "Perth Sports Physio",
        "Perth Performance Physio",
        "City Physiotherapy Centre",
        "South Perth Physiotherapy",
        "Modern Physiotherapy",
        "Pelvic Health Clinic",
        "Trained Physio & Fitness Perth",
        "North Perth Physiotherapy",
        "Oxford Physiotherapy & Massage"
      ],
      "brands_recommended": [
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Beatty Park Physiotherapy",
        "Life Ready Physio + Pilates South Perth",
        "Perth Wellness",
        "Perth Sports Physio",
        "Perth Performance Physio",
        "City Physiotherapy Centre",
        "South Perth Physiotherapy",
        "Modern Physiotherapy",
        "Pelvic Health Clinic",
        "Trained Physio & Fitness Perth",
        "North Perth Physiotherapy",
        "Oxford Physiotherapy & Massage"
      ],
      "brand_order": [
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "WA SportsMed Physiotherapy",
        "Beatty Park Physiotherapy",
        "Life Ready Physio + Pilates South Perth",
        "Perth Wellness",
        "Perth Sports Physio",
        "Perth Performance Physio",
        "City Physiotherapy Centre",
        "South Perth Physiotherapy",
        "Modern Physiotherapy",
        "Pelvic Health Clinic",
        "Trained Physio & Fitness Perth",
        "North Perth Physiotherapy",
        "Oxford Physiotherapy & Massage"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthwellness.com/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthwellness.com"
      ],
      "source_classes": [
        {
          "domain": "perthwellness.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-physiotherapist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B3",
      "prompt": "physio Perth appointment available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Trained Physio & Fitness Perth",
        "WA SportsMed Physiotherapy",
        "South Perth Physiotherapy",
        "Oxford Physiotherapy & Massage",
        "HBF Physio Perth City",
        "Pelvic Health Clinic",
        "City Physiotherapy Centre",
        "STR Physio",
        "Perth Performance Physio",
        "Modern Physiotherapy",
        "Perth Physio Precinct"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Trained Physio & Fitness Perth",
        "WA SportsMed Physiotherapy",
        "South Perth Physiotherapy",
        "Oxford Physiotherapy & Massage",
        "HBF Physio Perth City",
        "Pelvic Health Clinic",
        "City Physiotherapy Centre",
        "STR Physio",
        "Perth Performance Physio",
        "Modern Physiotherapy",
        "Perth Physio Precinct"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Trained Physio & Fitness Perth",
        "WA SportsMed Physiotherapy",
        "South Perth Physiotherapy",
        "Oxford Physiotherapy & Massage",
        "HBF Physio Perth City",
        "Pelvic Health Clinic",
        "City Physiotherapy Centre",
        "STR Physio",
        "Perth Performance Physio",
        "Modern Physiotherapy",
        "Perth Physio Precinct"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-physiotherapist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B3",
      "prompt": "physio Perth appointment available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.hotdoc.com.au/find/physiotherapist/WA/perth-6000#:~:text=*%20WA%20SportsMed%20Physiotherapy.%20231%20Bulwer%20St%2C,WA.%202.9km%20away.%20Next%20Available.%20%2B%20more.",
        "https://www.hotdoc.com.au/find/physiotherapist/WA/perth-6000#:~:text=Book%20a%20physiotherapist%20appointment%20online%20near%20me,17%20Sep.%204%3A00pm.%20*%20WA%20SportsMed%20Physiotherapy.",
        "https://centralcityphysio.com.au/#:~:text=Conveniently%20located%20in%20the%20heart%20of%20the,of%20Perth%20CBD.%20Convenient%20same-day%20appointments%20available.",
        "https://www.hotdoc.com.au/find/physiotherapist/WA/perth-6000#:~:text=Book%20a%20physiotherapist%20appointment%20online%20near%20me,17%20Sep.%204%3A00pm.%20*%20WA%20SportsMed%20Physiotherapy.",
        "https://www.hotdoc.com.au/find/physiotherapist/WA/perth-6000#:~:text=*%20WA%20SportsMed%20Physiotherapy.%20231%20Bulwer%20St%2C,WA.%202.9km%20away.%20Next%20Available.%20%2B%20more.",
        "https://www.hotdoc.com.au/find/physiotherapist/WA/perth-6000#:~:text=*%20East%20Perth%20Chiro%20%26%20Physio.%20125,WA.%206.1km%20away.%20Next%20Available.%20%2B%20more.",
        "https://starphysiowa.com.au/book-physio-perth/",
        "https://movephysiotherapy.com.au/book-online",
        "https://healthengine.com.au/search/physiotherapy/WA/west-perth-6005?page=2&onlineAppts=true&time=AFTER_HOURS&show_all_appts=1#:~:text=Whether%20it's%20a%20baby%2C%20child%2C%20adult%20or,Physiotherapist%20when%20you%20need%20it%20the%20most."
      ],
      "cited_domains": [
        "hotdoc.com.au",
        "centralcityphysio.com.au",
        "starphysiowa.com.au",
        "movephysiotherapy.com.au",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "hotdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralcityphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starphysiowa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-physiotherapist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B3",
      "prompt": "physio Perth appointment available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Health Professionals",
        "City Physiotherapy",
        "North Perth Physiotherapy",
        "South Perth Physiotherapy"
      ],
      "brands_recommended": [
        "Central City Health Professionals",
        "City Physiotherapy",
        "North Perth Physiotherapy",
        "South Perth Physiotherapy"
      ],
      "brand_order": [
        "Central City Health Professionals",
        "City Physiotherapy",
        "North Perth Physiotherapy",
        "South Perth Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hotdoc.com.au/find/physiotherapist/WA/perth-6000#:~:text=Mon%2C%2021%20Sep.%203%3A00pm%203%3A30pm%203%3A40pm.%20*,9%3A10am%209%3A20am.%20*%20Head%202%20Toe%20Solutions.",
        "https://centralcityphysio.com.au/#:~:text=Conveniently%20located%20in%20the%20heart%20of%20the,of%20Perth%20CBD.%20Convenient%20same-day%20appointments%20available.",
        "https://www.hotdoc.com.au/find/physiotherapist/WA/perth-6000#:~:text=Book%20a%20physiotherapist%20appointment%20online%20near%20me,9%3A00am%209%3A30am%2010%3A00am.%20*%20WA%20SportsMed%20Physiotherapy.",
        "https://cityphysio.net/#:~:text=City%20Physiotherapy%20has%20been%20proudly%20operating%20in,you%20can%20expect%20a%20welcoming%2C%20professional%20environment.",
        "https://www.hotdoc.com.au/find/physiotherapist/WA/perth-6000#:~:text=Mon%2C%2021%20Sep.%203%3A00pm%203%3A30pm%203%3A40pm.%20*,9%3A10am%209%3A20am.%20*%20Head%202%20Toe%20Solutions.",
        "https://www.perthphysiotherapy.net.au/#:~:text=We%20also%20work%20with%20local%20GP's%2C%20Medical,call%20us%20today%20on%20(08)%209204%201010.",
        "https://wholehealthphysio.com/appointments/#:~:text=Opening%20Hours.%20AI%20receptionist%2024%2F7%20Clinic%20open%3A,or%20Motor%20Vehicle%20Accidents%20(ICWA)%20or%20DVA.",
        "https://wholehealthphysio.com/appointments/#:~:text=*%20Can%20I%20claim%20on%20my%20health,hip%20or%20knee%20injury%2C%20shorts%20are%20ideal."
      ],
      "cited_domains": [
        "hotdoc.com.au",
        "centralcityphysio.com.au",
        "cityphysio.net",
        "perthphysiotherapy.net.au",
        "wholehealthphysio.com"
      ],
      "source_classes": [
        {
          "domain": "hotdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralcityphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cityphysio.net",
          "class": "brand-source"
        },
        {
          "domain": "perthphysiotherapy.net.au",
          "class": "brand-source"
        },
        {
          "domain": "wholehealthphysio.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-physiotherapist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B3",
      "prompt": "physio Perth appointment available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.hotdoc.com.au/find/physiotherapist/WA/perth-6000#:~:text=Book%20a%20physiotherapist%20appointment%20online%20near%20me,9%3A00am%209%3A30am%2010%3A00am.%20*%20WA%20SportsMed%20Physiotherapy.",
        "https://www.hotdoc.com.au/find/physiotherapist/WA/perth-6000",
        "https://centralcityphysio.com.au/#:~:text=Conveniently%20located%20in%20the%20heart%20of%20the,of%20Perth%20CBD.%20Convenient%20same-day%20appointments%20available.",
        "https://starphysiowa.com.au/book-physio-perth/",
        "https://www.hotdoc.com.au/find/physiotherapist/WA/perth-6000#:~:text=Mon%2C%2021%20Sep.%203%3A00pm%203%3A30pm%203%3A40pm.%20*,9%3A10am%209%3A20am.%20*%20Head%202%20Toe%20Solutions.",
        "https://movephysiotherapy.com.au/book-online"
      ],
      "cited_domains": [
        "hotdoc.com.au",
        "centralcityphysio.com.au",
        "starphysiowa.com.au",
        "movephysiotherapy.com.au"
      ],
      "source_classes": [
        {
          "domain": "hotdoc.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralcityphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starphysiowa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-physiotherapist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B4",
      "prompt": "highest rated physiotherapy clinic Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "Central City Health Professionals",
        "Whole Health Physiotherapy",
        "Kinima Physio West Leederville",
        "WA SportsMed Physiotherapy",
        "Trained Physio & Fitness Perth",
        "The Fix Wellbeing",
        "Life Ready Mobile",
        "Reform Physiotherapy & Pilates",
        "Modern Physiotherapy",
        "STR Physio",
        "West Coast Health and High Performance",
        "Mercy Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "PhysioLogix Physiotherapy + Pilates",
        "Life Ready Physio + Pilates South Perth",
        "AppliedMotion",
        "Central City Chiropractic",
        "Beatty Park Physiotherapy"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "Central City Health Professionals",
        "Whole Health Physiotherapy",
        "Kinima Physio West Leederville",
        "WA SportsMed Physiotherapy",
        "Trained Physio & Fitness Perth",
        "The Fix Wellbeing",
        "Life Ready Mobile",
        "Reform Physiotherapy & Pilates",
        "Modern Physiotherapy",
        "STR Physio",
        "West Coast Health and High Performance",
        "Mercy Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "PhysioLogix Physiotherapy + Pilates",
        "Life Ready Physio + Pilates South Perth",
        "AppliedMotion",
        "Central City Chiropractic",
        "Beatty Park Physiotherapy"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "Central City Health Professionals",
        "Whole Health Physiotherapy",
        "Kinima Physio West Leederville",
        "WA SportsMed Physiotherapy",
        "Trained Physio & Fitness Perth",
        "The Fix Wellbeing",
        "Life Ready Mobile",
        "Reform Physiotherapy & Pilates",
        "Modern Physiotherapy",
        "STR Physio",
        "West Coast Health and High Performance",
        "Mercy Physiotherapy",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "PhysioLogix Physiotherapy + Pilates",
        "Life Ready Physio + Pilates South Perth",
        "AppliedMotion",
        "Central City Chiropractic",
        "Beatty Park Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd2MzTnVkSEl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGREWXhjSGh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMmVXUTBibVkYCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-physiotherapist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B4",
      "prompt": "highest rated physiotherapy clinic Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "City Physiotherapy Centre",
        "Kinima Physio West Leederville",
        "Niche Physio & Pilates",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Modern Physiotherapy",
        "West Coast Health and High Performance",
        "WA SportsMed Physiotherapy",
        "Central City Health Professionals",
        "Trained Physio & Fitness Perth",
        "Life Ready Physio + Pilates South Perth",
        "AppliedMotion",
        "Star Physio and Podiatry",
        "Life Ready Mobile",
        "Whole Health Physiotherapy",
        "Wellbeing Physiotherapy",
        "Oxford Physiotherapy & Massage",
        "Rivervale Physiotherapy",
        "Reform Physiotherapy & Pilates",
        "STR Physio",
        "PhysioLogix Physiotherapy + Pilates",
        "The Fix Wellbeing",
        "Mercy Physiotherapy",
        "Lowther Physiotherapy"
      ],
      "brands_recommended": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "City Physiotherapy Centre",
        "Kinima Physio West Leederville",
        "Niche Physio & Pilates",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Modern Physiotherapy",
        "West Coast Health and High Performance",
        "WA SportsMed Physiotherapy",
        "Central City Health Professionals",
        "Trained Physio & Fitness Perth",
        "Life Ready Physio + Pilates South Perth",
        "AppliedMotion",
        "Star Physio and Podiatry",
        "Life Ready Mobile",
        "Whole Health Physiotherapy",
        "Wellbeing Physiotherapy",
        "Oxford Physiotherapy & Massage",
        "Rivervale Physiotherapy",
        "Reform Physiotherapy & Pilates",
        "STR Physio",
        "PhysioLogix Physiotherapy + Pilates",
        "The Fix Wellbeing",
        "Mercy Physiotherapy",
        "Lowther Physiotherapy"
      ],
      "brand_order": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "City Physiotherapy Centre",
        "Kinima Physio West Leederville",
        "Niche Physio & Pilates",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Modern Physiotherapy",
        "West Coast Health and High Performance",
        "WA SportsMed Physiotherapy",
        "Central City Health Professionals",
        "Trained Physio & Fitness Perth",
        "Life Ready Physio + Pilates South Perth",
        "AppliedMotion",
        "Star Physio and Podiatry",
        "Life Ready Mobile",
        "Whole Health Physiotherapy",
        "Wellbeing Physiotherapy",
        "Oxford Physiotherapy & Massage",
        "Rivervale Physiotherapy",
        "Reform Physiotherapy & Pilates",
        "STR Physio",
        "PhysioLogix Physiotherapy + Pilates",
        "The Fix Wellbeing",
        "Mercy Physiotherapy",
        "Lowther Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNeGJsODVNM3BxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGREWXhjSGh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdnd01XMXdhRzAYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeVpqWTFhbXcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmNUUm5jVEEzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSM01ISjVhM2cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd2MzTnVkSEl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG01eWFHWndNQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-physiotherapist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B4",
      "prompt": "highest rated physiotherapy clinic Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Modern Physiotherapy",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Life Ready Mobile",
        "Kinima Physio West Leederville",
        "Whole Health Physiotherapy",
        "PhysioLogix Physiotherapy + Pilates",
        "Reform Physiotherapy & Pilates",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Life Ready Physio + Pilates South Perth",
        "STR Physio",
        "West Coast Health and High Performance",
        "Central City Chiropractic",
        "Prana Physio & Wellness",
        "Perth Dance Physio"
      ],
      "brands_recommended": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Modern Physiotherapy",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Life Ready Mobile",
        "Kinima Physio West Leederville",
        "Whole Health Physiotherapy",
        "PhysioLogix Physiotherapy + Pilates",
        "Reform Physiotherapy & Pilates",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Life Ready Physio + Pilates South Perth",
        "STR Physio",
        "West Coast Health and High Performance",
        "Central City Chiropractic",
        "Prana Physio & Wellness",
        "Perth Dance Physio"
      ],
      "brand_order": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "City Physiotherapy Centre",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Modern Physiotherapy",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Life Ready Mobile",
        "Kinima Physio West Leederville",
        "Whole Health Physiotherapy",
        "PhysioLogix Physiotherapy + Pilates",
        "Reform Physiotherapy & Pilates",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Life Ready Physio + Pilates South Perth",
        "STR Physio",
        "West Coast Health and High Performance",
        "Central City Chiropractic",
        "Prana Physio & Wellness",
        "Perth Dance Physio"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://centralcityphysio.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNk4yeHNhQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhObU1ubGtZM28xGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKb2NtaHVjWEExGAo"
      ],
      "cited_domains": [
        "centralcityphysio.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "centralcityphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-physiotherapist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B4",
      "prompt": "highest rated physiotherapy clinic Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.westcoasthealth.com.au/",
        "https://www.hbfphysio.com.au/clinic/perth-city/",
        "https://upwellhealth.com.au/upwell-blog/how-much-does-physio-cost-australia-2026-guide",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd2MzTnVkSEl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRIWnRjSEZzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGREWXhjSGh5GAo"
      ],
      "cited_domains": [
        "westcoasthealth.com.au",
        "hbfphysio.com.au",
        "upwellhealth.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "westcoasthealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hbfphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "upwellhealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-physiotherapist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B4",
      "prompt": "highest rated physiotherapy clinic Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.nichephysioandpilates.com.au/about-us/best-physio-perth/",
        "https://www.hbfphysio.com.au/clinic/perth-city/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd2MzTnVkSEl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGREWXhjSGh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo"
      ],
      "cited_domains": [
        "nichephysioandpilates.com.au",
        "hbfphysio.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "nichephysioandpilates.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hbfphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-physiotherapist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B4",
      "prompt": "highest rated physiotherapy clinic Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Australian Physiotherapy Association",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "Kinima Physio"
      ],
      "brands_recommended": [
        "Australian Physiotherapy Association",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "Kinima Physio"
      ],
      "brand_order": [
        "Australian Physiotherapy Association",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "Kinima Physio"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westcoasthealth.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRIUnljbkF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReGVXNXliZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNd2MzTnVkSEl6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcWFqUjZPSGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvd016QjVZbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGNXeDVPRFp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGREWXhjSGh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMmVXUTBibVkYCg"
      ],
      "cited_domains": [
        "westcoasthealth.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "westcoasthealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-physiotherapist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B4",
      "prompt": "highest rated physiotherapy clinic Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "Central City Physiotherapy",
        "Kinima Physio West Leederville",
        "WA SportsMed Physiotherapy",
        "Life Ready Physio + Pilates South Perth"
      ],
      "brands_recommended": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "Central City Physiotherapy",
        "Kinima Physio West Leederville",
        "WA SportsMed Physiotherapy",
        "Life Ready Physio + Pilates South Perth"
      ],
      "brand_order": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "HBF Physio Perth City",
        "Central City Physiotherapy",
        "Kinima Physio West Leederville",
        "WA SportsMed Physiotherapy",
        "Life Ready Physio + Pilates South Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reviews.birdeye.com/d/physical-therapy/perth-wa/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com",
        "https://au.physiofinder.net/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/physiotherapist?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/doctors/perth?utm_source=chatgpt.com",
        "https://www.fresha.com/lp/en/bt/therapy-centers/in/au-perth?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/physiotherapy?utm_source=chatgpt.com",
        "https://healthengine.com.au/search/physiotherapy/WA/perth-6000?utm_source=chatgpt.com",
        "https://nearus.com.au/physiotherapy/wa/?utm_source=chatgpt.com",
        "https://nearus.com.au/physiotherapy/wa/perth/?utm_source=chatgpt.com",
        "https://oriahaven.com.au/explore/perth/allied/physiotherapy/?utm_source=chatgpt.com",
        "https://www.avenueperth.com/best-physiotherapists-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reviews.birdeye.com",
        "starworks.com.au",
        "au.physiofinder.net",
        "wordofmouth.com.au",
        "fresha.com",
        "datagemba.com",
        "healthengine.com.au",
        "nearus.com.au",
        "oriahaven.com.au",
        "avenueperth.com"
      ],
      "source_classes": [
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "au.physiofinder.net",
          "class": "third-party"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "fresha.com",
          "class": "third-party"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nearus.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oriahaven.com.au",
          "class": "brand-source"
        },
        {
          "domain": "avenueperth.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-physiotherapist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B4",
      "prompt": "highest rated physiotherapy clinic Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Life Ready Physio + Pilates South Perth",
        "Kinima Physio West Leederville",
        "WA SportsMed Physiotherapy",
        "Perth Performance Physio",
        "City Physiotherapy Centre",
        "Star Physio and Podiatry",
        "STR Physio",
        "South Perth Physiotherapy",
        "Perth Physio Precinct",
        "Pelvic Health Clinic",
        "Beatty Park Physiotherapy",
        "Modern Physiotherapy",
        "Perth Sports Physio"
      ],
      "brands_recommended": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Life Ready Physio + Pilates South Perth",
        "Kinima Physio West Leederville",
        "WA SportsMed Physiotherapy",
        "Perth Performance Physio",
        "City Physiotherapy Centre",
        "Star Physio and Podiatry",
        "STR Physio",
        "South Perth Physiotherapy",
        "Perth Physio Precinct",
        "Pelvic Health Clinic",
        "Beatty Park Physiotherapy",
        "Modern Physiotherapy",
        "Perth Sports Physio"
      ],
      "brand_order": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Life Ready Physio + Pilates South Perth",
        "Kinima Physio West Leederville",
        "WA SportsMed Physiotherapy",
        "Perth Performance Physio",
        "City Physiotherapy Centre",
        "Star Physio and Podiatry",
        "STR Physio",
        "South Perth Physiotherapy",
        "Perth Physio Precinct",
        "Pelvic Health Clinic",
        "Beatty Park Physiotherapy",
        "Modern Physiotherapy",
        "Perth Sports Physio"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/doctors/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-physiotherapist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B4",
      "prompt": "highest rated physiotherapy clinic Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Kinima Physio West Leederville",
        "Life Ready Physio + Pilates South Perth",
        "WA SportsMed Physiotherapy",
        "Oxford Physiotherapy & Massage",
        "City Physiotherapy Centre",
        "STR Physio",
        "Perth Performance Physio",
        "Perth Physio Precinct",
        "Trained Physio & Fitness Perth",
        "South Perth Physiotherapy",
        "Pelvic Health Clinic",
        "Beatty Park Physiotherapy"
      ],
      "brands_recommended": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Kinima Physio West Leederville",
        "Life Ready Physio + Pilates South Perth",
        "WA SportsMed Physiotherapy",
        "Oxford Physiotherapy & Massage",
        "City Physiotherapy Centre",
        "STR Physio",
        "Perth Performance Physio",
        "Perth Physio Precinct",
        "Trained Physio & Fitness Perth",
        "South Perth Physiotherapy",
        "Pelvic Health Clinic",
        "Beatty Park Physiotherapy"
      ],
      "brand_order": [
        "Bodysmart Physio Pilates & Chiro Perth",
        "Central City Physiotherapy",
        "HBF Physio Perth City",
        "Kinima Physio West Leederville",
        "Life Ready Physio + Pilates South Perth",
        "WA SportsMed Physiotherapy",
        "Oxford Physiotherapy & Massage",
        "City Physiotherapy Centre",
        "STR Physio",
        "Perth Performance Physio",
        "Perth Physio Precinct",
        "Trained Physio & Fitness Perth",
        "South Perth Physiotherapy",
        "Pelvic Health Clinic",
        "Beatty Park Physiotherapy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/physiotherapists/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/doctors/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-physiotherapist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B4",
      "prompt": "highest rated physiotherapy clinic Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Beatty Park Physiotherapy"
      ],
      "brands_recommended": [
        "Beatty Park Physiotherapy"
      ],
      "brand_order": [
        "Beatty Park Physiotherapy"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-physiotherapist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B4",
      "prompt": "highest rated physiotherapy clinic Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Beatty Park Physiotherapy",
        "Niche Physio & Pilates",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Stirling Physio",
        "Physio Pro Perth"
      ],
      "brands_recommended": [
        "Beatty Park Physiotherapy",
        "Niche Physio & Pilates",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Stirling Physio",
        "Physio Pro Perth"
      ],
      "brand_order": [
        "Beatty Park Physiotherapy",
        "Niche Physio & Pilates",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Stirling Physio",
        "Physio Pro Perth"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-physiotherapist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B4",
      "prompt": "highest rated physiotherapy clinic Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Wisdom Physiotherapy",
        "PURE SPORTS PHYSIO",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Central City Physiotherapy",
        "Offers an integrated approach combining physiotherapy"
      ],
      "brands_recommended": [
        "Wisdom Physiotherapy",
        "PURE SPORTS PHYSIO",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Central City Physiotherapy",
        "Offers an integrated approach combining physiotherapy"
      ],
      "brand_order": [
        "Wisdom Physiotherapy",
        "PURE SPORTS PHYSIO",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Central City Physiotherapy",
        "Offers an integrated approach combining physiotherapy"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-physiotherapist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B5",
      "prompt": "affordable physio Perth with health fund rebates",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Popular Perth Physiotherapy Options with Rebates"
      ],
      "brands_recommended": [
        "Popular Perth Physiotherapy Options with Rebates"
      ],
      "brand_order": [
        "Popular Perth Physiotherapy Options with Rebates"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.myhealth1st.com.au/appointmentWidget/makatea?practice_id=9911",
        "https://www.myhealth1st.com.au/appointmentWidget/makatea?practice_id=11304",
        "https://healthengine.com.au/appointment/book/62376/Physiotherapy/?cid=nas%3Agoo%3Apaa%3Aall%3Agba%3A%3A%3A%3Aoct24"
      ],
      "cited_domains": [
        "myhealth1st.com.au",
        "healthengine.com.au"
      ],
      "source_classes": [
        {
          "domain": "myhealth1st.com.au",
          "class": "brand-source"
        },
        {
          "domain": "healthengine.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-physiotherapist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B5",
      "prompt": "affordable physio Perth with health fund rebates",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "Life Ready Mobile",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Modern Physiotherapy",
        "Mercy Physiotherapy",
        "Kinima Physio West Leederville",
        "Beatty Park Physiotherapy",
        "Star Physio and Podiatry",
        "South Perth Physiotherapy",
        "AppliedMotion",
        "STR Physio",
        "Perth Physio Precinct",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Oxford Physiotherapy & Massage",
        "East Perth Healthcare Centre"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "Life Ready Mobile",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Modern Physiotherapy",
        "Mercy Physiotherapy",
        "Kinima Physio West Leederville",
        "Beatty Park Physiotherapy",
        "Star Physio and Podiatry",
        "South Perth Physiotherapy",
        "AppliedMotion",
        "STR Physio",
        "Perth Physio Precinct",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Oxford Physiotherapy & Massage",
        "East Perth Healthcare Centre"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "Life Ready Mobile",
        "HBF Physio Perth City",
        "Trained Physio & Fitness Perth",
        "Central City Health Professionals",
        "WA SportsMed Physiotherapy",
        "Modern Physiotherapy",
        "Mercy Physiotherapy",
        "Kinima Physio West Leederville",
        "Beatty Park Physiotherapy",
        "Star Physio and Podiatry",
        "South Perth Physiotherapy",
        "AppliedMotion",
        "STR Physio",
        "Perth Physio Precinct",
        "Mount Lawley Physiotherapy, Podiatry, Massage",
        "Oxford Physiotherapy & Massage",
        "East Perth Healthcare Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://archerstphysio.com.au/payment-options/privately-managed-funds/",
        "https://centralcityphysio.com.au/health-funds/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNWMyNHpjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5GbWRERXliamMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwcU9IRmpZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmRtdDJObDk0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoemVtdHFaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeGJYRTJOMjVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWQyc3hZbXR0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdnNE5HcHJZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvM2VuSjJhREZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMmVXUTBibVkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVdnd01XMXdhRzAYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXlZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGREWXhjSGh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNWRHUmpkM2w2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRMmVtSjJOWGxqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWRqRjRZMjE2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmNUUm5jVEEzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU1XaHNPWEJtGAo"
      ],
      "cited_domains": [
        "archerstphysio.com.au",
        "centralcityphysio.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "archerstphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralcityphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-physiotherapist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B5",
      "prompt": "affordable physio Perth with health fund rebates",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Move Physiotherapy",
        "Pro Physio Scarborough",
        "Bodysmart Health Centre"
      ],
      "brands_recommended": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Move Physiotherapy",
        "Pro Physio Scarborough",
        "Bodysmart Health Centre"
      ],
      "brand_order": [
        "Central City Physiotherapy",
        "Bodysmart Physio Pilates & Chiro Perth",
        "Move Physiotherapy",
        "Pro Physio Scarborough",
        "Bodysmart Health Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://movephysiotherapy.com.au/fees-and-rebates",
        "https://centralcityphysio.com.au/health-funds/",
        "https://pro-physio.com.au/appointments/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMWVYWjBNR2Q2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4dVozRnlhZxgK"
      ],
      "cited_domains": [
        "movephysiotherapy.com.au",
        "centralcityphysio.com.au",
        "pro-physio.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralcityphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pro-physio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-physiotherapist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B5",
      "prompt": "affordable physio Perth with health fund rebates",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://archerstphysio.com.au/payment-options/privately-managed-funds/",
        "https://centralcityphysio.com.au/health-funds/",
        "https://bodysmartcentre.com.au/health/private-health-insurance/",
        "https://archerstphysio.com.au/payment-options/",
        "https://movephysiotherapy.com.au/fees-and-rebates",
        "https://archerstphysio.com.au/payment-options/healthfund/",
        "https://www.movephysiotherapy.com.au/fees-and-rebates",
        "https://www.bodysmart.com.au/private-health-insurance/",
        "https://www.perthphysiotherapy.net.au/new-patients/",
        "https://www.perthphysioprecinct.com.au/physiotherapy/medicare-referrals",
        "https://aboveandbeyondphysio.com.au/bulk-bill-physiotherapy/",
        "https://www.employhealth.com.au/is-physio-covered-by-medicare/"
      ],
      "cited_domains": [
        "archerstphysio.com.au",
        "centralcityphysio.com.au",
        "bodysmartcentre.com.au",
        "movephysiotherapy.com.au",
        "bodysmart.com.au",
        "perthphysiotherapy.net.au",
        "perthphysioprecinct.com.au",
        "aboveandbeyondphysio.com.au",
        "employhealth.com.au"
      ],
      "source_classes": [
        {
          "domain": "archerstphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralcityphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bodysmartcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bodysmart.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthphysiotherapy.net.au",
          "class": "brand-source"
        },
        {
          "domain": "perthphysioprecinct.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aboveandbeyondphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "employhealth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-physiotherapist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B5",
      "prompt": "affordable physio Perth with health fund rebates",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Affordable Physio Options in Perth"
      ],
      "brands_recommended": [
        "Affordable Physio Options in Perth"
      ],
      "brand_order": [
        "Affordable Physio Options in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://archerstphysio.com.au/payment-options/privately-managed-funds/",
        "https://archerstphysio.com.au/payment-options/",
        "https://google.com.au/goto?url=CAESdwHrOzAVc8JCGpECdCVXrLAqyRUqC-RQXFKQQ3fNNNIeZkGWuex6KIyMlcLf9NHooa-q65HkZ5POUkzhuiFypVq-al_jGa3ZAyGxOS46113lnWNvfgXnUs3Zk-QLeGi8ZQ6n5sm1yiChLTkvBOdF4w9hTvxli6xa",
        "https://www.curtin.edu.au/about/learning-teaching/health-sciences/about/clinics/physiotherapy-clinics/",
        "https://movephysiotherapy.com.au/fees-and-rebates",
        "https://www.perthphysiotherapy.net.au/new-patients/",
        "https://www.perthphysioprecinct.com.au/physiotherapy/medicare-referrals",
        "https://aboveandbeyondphysio.com.au/bulk-bill-physiotherapy/",
        "https://www.employhealth.com.au/is-physio-covered-by-medicare/"
      ],
      "cited_domains": [
        "archerstphysio.com.au",
        "google.com.au",
        "curtin.edu.au",
        "movephysiotherapy.com.au",
        "perthphysiotherapy.net.au",
        "perthphysioprecinct.com.au",
        "aboveandbeyondphysio.com.au",
        "employhealth.com.au"
      ],
      "source_classes": [
        {
          "domain": "archerstphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com.au",
          "class": "platform-owned"
        },
        {
          "domain": "curtin.edu.au",
          "class": "brand-source"
        },
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthphysiotherapy.net.au",
          "class": "brand-source"
        },
        {
          "domain": "perthphysioprecinct.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aboveandbeyondphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "employhealth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-physiotherapist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B5",
      "prompt": "affordable physio Perth with health fund rebates",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.movephysiotherapy.com.au/fees-and-rebates",
        "https://archerstphysio.com.au/payment-options/privately-managed-funds/",
        "https://centralcityphysio.com.au/health-funds/",
        "https://movephysiotherapy.com.au/fees-and-rebates",
        "https://bodysmartcentre.com.au/health/private-health-insurance/",
        "https://pro-physio.com.au/pricing/",
        "https://www.sportreat.com.au/faqs/",
        "https://www.perthphysiotherapy.net.au/new-patients/",
        "https://www.perthphysioprecinct.com.au/physiotherapy/medicare-referrals"
      ],
      "cited_domains": [
        "movephysiotherapy.com.au",
        "archerstphysio.com.au",
        "centralcityphysio.com.au",
        "bodysmartcentre.com.au",
        "pro-physio.com.au",
        "sportreat.com.au",
        "perthphysiotherapy.net.au",
        "perthphysioprecinct.com.au"
      ],
      "source_classes": [
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "archerstphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralcityphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bodysmartcentre.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pro-physio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sportreat.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthphysiotherapy.net.au",
          "class": "brand-source"
        },
        {
          "domain": "perthphysioprecinct.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-physiotherapist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B5",
      "prompt": "affordable physio Perth with health fund rebates",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.thornliehealth.com.au/thornlie-physiotherapy?utm_source=chatgpt.com",
        "https://perthphysiocollective.com.au/new-patients/?utm_source=chatgpt.com",
        "https://www.hbf.com.au/health-insurance/physio?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "thornliehealth.com.au",
        "perthphysiocollective.com.au",
        "hbf.com.au"
      ],
      "source_classes": [
        {
          "domain": "thornliehealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthphysiocollective.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hbf.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-physiotherapist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B5",
      "prompt": "affordable physio Perth with health fund rebates",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "Whole Health Physiotherapy",
        "Trained Physio & Fitness Perth"
      ],
      "brands_recommended": [
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "Whole Health Physiotherapy",
        "Trained Physio & Fitness Perth"
      ],
      "brand_order": [
        "HBF Physio Perth City",
        "Bodysmart Physio Pilates & Chiro Perth",
        "City Physiotherapy Centre",
        "Whole Health Physiotherapy",
        "Trained Physio & Fitness Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hbfphysio.com.au/?utm_source=chatgpt.com",
        "https://privatehealth.gov.au/dynamic/Premium/PHIS/HIF/A2/WATM1D?utm_source=chatgpt.com",
        "https://www.hbf.com.au/health-insurance/physio?utm_source=chatgpt.com",
        "https://www.hbf.com.au/support/help-centre/claims/faqs/how-do-i-submit-a-claim-for-physiotherapy-treatment---hidden?utm_source=chatgpt.com",
        "https://www.privatehealth.gov.au/dynamic/Premium/PHIS/HIF/A7/WBRT10?utm_source=chatgpt.com",
        "https://www.privatehealth.gov.au/dynamic/Premium/PHIS/HCF/I31/WPXL10?utm_source=chatgpt.com",
        "https://privatehealth.gov.au/dynamic/Premium/PHIS/HCF/I25/WITU2D?utm_source=chatgpt.com",
        "https://privatehealth.gov.au/dynamic/Premium/PHIS/HBF/I4/WOMA2D?utm_source=chatgpt.com",
        "https://www.privatehealth.gov.au/dynamic/Premium/PHIS/HIF/A7/WBRM2D?utm_source=chatgpt.com",
        "https://www.privatehealth.gov.au/dynamic/Premium/PHIS/HCF/I27/WIXB2Y?utm_source=chatgpt.com",
        "https://www.privatehealth.gov.au/dynamic/Premium/PHIS/HCF/I15/WAKZ20?utm_source=chatgpt.com",
        "https://www.hif.com.au/physio?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "hbfphysio.com.au",
        "privatehealth.gov.au",
        "hbf.com.au",
        "hif.com.au"
      ],
      "source_classes": [
        {
          "domain": "hbfphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "privatehealth.gov.au",
          "class": "third-party"
        },
        {
          "domain": "hbf.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hif.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-physiotherapist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B5",
      "prompt": "affordable physio Perth with health fund rebates",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Trained Physio & Fitness Perth",
        "Move Steady Physio",
        "Modern Physiotherapy",
        "Tweak.Health Physiotherapy Belmont",
        "Physio Pro Perth"
      ],
      "brands_recommended": [
        "Trained Physio & Fitness Perth",
        "Move Steady Physio",
        "Modern Physiotherapy",
        "Tweak.Health Physiotherapy Belmont",
        "Physio Pro Perth"
      ],
      "brand_order": [
        "Trained Physio & Fitness Perth",
        "Move Steady Physio",
        "Modern Physiotherapy",
        "Tweak.Health Physiotherapy Belmont",
        "Physio Pro Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.thornliehealth.com.au/thornlie-physiotherapy?utm_source=chatgpt.com",
        "https://www.hbf.com.au/health-insurance/physio?intcmp=newtohi%3App_physio&utm_source=chatgpt.com",
        "https://www.privatehealth.gov.au/dynamic/Premium/PHIS/HIF/A8/WBTR2D?utm_source=chatgpt.com",
        "https://www.privatehealth.gov.au/dynamic/Premium/PHIS/HIF/A9/WBXJ10?utm_source=chatgpt.com",
        "https://www.privatehealth.gov.au/dynamic/Premium/PHIS/HCF/I24/WISI2Y?utm_source=chatgpt.com",
        "https://www.privatehealth.gov.au/dynamic/Premium/PHIS/HIF/A7/WBRT10?utm_source=chatgpt.com",
        "https://privatehealth.gov.au/dynamic/Premium/PHIS/HIF/A2/WATM1D?utm_source=chatgpt.com",
        "https://www.privatehealth.gov.au/dynamic/Premium/PHIS/HCF/I30/WKWX2D?utm_source=chatgpt.com",
        "https://www.privatehealth.gov.au/dynamic/Premium/PHIS/HIF/A7/WBRM2D?utm_source=chatgpt.com",
        "https://www.thornliehealth.com.au/fees?utm_source=chatgpt.com",
        "https://perthphysiocollective.com.au/new-patients/?utm_source=chatgpt.com",
        "https://wembleyphysiotherapy.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "thornliehealth.com.au",
        "hbf.com.au",
        "privatehealth.gov.au",
        "perthphysiocollective.com.au",
        "wembleyphysiotherapy.com.au"
      ],
      "source_classes": [
        {
          "domain": "thornliehealth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hbf.com.au",
          "class": "brand-source"
        },
        {
          "domain": "privatehealth.gov.au",
          "class": "third-party"
        },
        {
          "domain": "perthphysiocollective.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wembleyphysiotherapy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-physiotherapist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B5",
      "prompt": "affordable physio Perth with health fund rebates",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "5 allied health services"
      ],
      "brands_recommended": [
        "5 allied health services"
      ],
      "brand_order": [
        "5 allied health services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://therapy-hub.com.au/private-health-insurance#:~:text=If%20you%20have%20Extras%20cover%2C%20you%20may,pathology%2C%20and%20psychology%20services%20at%20Therapy%20Hub.",
        "https://therapy-hub.com.au/private-health-insurance#:~:text=Here%20is%20how%20it%20works.%20*%20Check,allied%20health%20services%20under%20private%20health%20insurance.",
        "https://therapy-hub.com.au/private-health-insurance#:~:text=We%20process%20Extras%20claims%20on%20the%20spot,claim%20form%20or%20wait%20for%20a%20reimbursement.",
        "https://downsouththerapy.com.au/rebates-funding/#:~:text=*%20Further%20information%20regarding%20this%20funding%20is,to%20the%20Medicare%20Chronic%20Disease%20Management%20Plan.",
        "https://movephysiotherapy.com.au/fees-and-rebates#:~:text=Up%20to%205%20allied%20health%20visits%20per,EPC%20referral%20letter%20to%20your%20first%20appointment.",
        "https://therapy-hub.com.au/private-health-insurance#:~:text=Rebates%2C%20annual%20limits%2C%20and%20covered%20services%20vary,Needed%20Book%20directly%20without%20a%20GP%20referral."
      ],
      "cited_domains": [
        "therapy-hub.com.au",
        "downsouththerapy.com.au",
        "movephysiotherapy.com.au"
      ],
      "source_classes": [
        {
          "domain": "therapy-hub.com.au",
          "class": "brand-source"
        },
        {
          "domain": "downsouththerapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-physiotherapist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B5",
      "prompt": "affordable physio Perth with health fund rebates",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://therapy-hub.com.au/private-health-insurance#:~:text=Simply%20book%20the%20service%20you%20need%20and,health%20fund%20card%20through%20our%20HICAPS%20terminal.",
        "https://centralcityphysio.com.au/health-funds/#:~:text=Our%20members%20are%20just%20like%20family%20to,meaning%20we're%20a%20not%20for%20profit%20organisation.",
        "https://pro-physio.com.au/pricing/#:~:text=Railway%20%26%20Transport%20Health%20Fund.%20Australian%20Unity.,Appointment%20(Standard)%20%2490.%20*%20Extended%20Physiotherapy%20Appointment.",
        "https://pro-physio.com.au/pricing/#:~:text=Reserve%20Bank%20Health%20Scoiety.%20Teachers%20Federation%20Health.,%24107.%20*%20Physio%20Massage%20(with%20Physiotherapist)%20%2490.",
        "https://archerstphysio.com.au/payment-options/privately-managed-funds/#:~:text=Archer%20St%20Physiotherapy%20Centre%20accepts%20all%20private,and%20level%20of%20cover.%20(08)%209361%203477.",
        "https://archerstphysio.com.au/payment-options/privately-managed-funds/#:~:text=At%20Archer%20St%20Physiotherapy%20Centre%2C%20we%20can,a%20healthier%2C%20more%20functional%20and%20pain-free%20you!",
        "https://movephysiotherapy.com.au/fees-and-rebates#:~:text=How%20billing%20works%20at%20Move%20*%20%F0%9F%92%B3,*%20%F0%9F%A6%BA%20WorkCover.%20WA%20%26%20ICWA%20accepted.",
        "https://movephysiotherapy.com.au/fees-and-rebates#:~:text=WorkCover-funded%20treatment%20is%20focused%20on%20your%20return-to-work,your%20insurance%2C%20plan%20type%2C%20and%20appointment%20duration.",
        "https://fitrightwomenshealth.au/health-fund-rebates/#:~:text=593%20%E2%80%93%20pelvic%20floor%20physiotherapy%20follow%20up,(or%20digital%20card)%20along%20to%20your%20appointment.",
        "https://therapy-hub.com.au/private-health-insurance#:~:text=Coverage%20is%20more%20common%20where%20OT%20is,before%20booking.%20Varies%20%E2%80%94%20check%20your%20policy.",
        "https://therapy-hub.com.au/private-health-insurance#:~:text=No.%20Unlike%20Medicare-funded%20allied%20health%20services%2C%20private,session%20for%20the%20specific%20service%20you%20need.",
        "https://www.applecrossphysio.com.au/",
        "https://movephysiotherapy.com.au/fees-and-rebates#:~:text=Up%20to%205%20allied%20health%20visits%20per,EPC%20referral%20letter%20to%20your%20first%20appointment."
      ],
      "cited_domains": [
        "therapy-hub.com.au",
        "centralcityphysio.com.au",
        "pro-physio.com.au",
        "archerstphysio.com.au",
        "movephysiotherapy.com.au",
        "fitrightwomenshealth.au",
        "applecrossphysio.com.au"
      ],
      "source_classes": [
        {
          "domain": "therapy-hub.com.au",
          "class": "brand-source"
        },
        {
          "domain": "centralcityphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pro-physio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "archerstphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fitrightwomenshealth.au",
          "class": "brand-source"
        },
        {
          "domain": "applecrossphysio.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-physiotherapist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "physiotherapist-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-physiotherapist-B5",
      "prompt": "affordable physio Perth with health fund rebates",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Physiotherapist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "HBF Physio"
      ],
      "brands_recommended": [
        "HBF Physio"
      ],
      "brand_order": [
        "HBF Physio"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://therapy-hub.com.au/private-health-insurance#:~:text=We%20process%20Extras%20claims%20on%20the%20spot,a%20referral%20to%20use%20my%20Extras%20cover%3F",
        "https://www.hbfphysio.com.au/clinic/perth-city/#:~:text=Eligible%20HBF%20members%20get%20a%20no%20gap,Conditions%20here.%20About%20our%20Perth%20City%20clinic.",
        "https://www.hbfphysio.com.au/clinic/perth-city/#:~:text=Welcome%20to%20HBF%20Physio%20Perth%20City.%20Whether,of%20one%20per%20person%20per%20calendar%20year.",
        "https://movephysiotherapy.com.au/fees-and-rebates",
        "https://www.hbfphysio.com.au/#:~:text=No%20gap%20initial%20consult*%20Eligible%20HBF%20members,Not%20a%20valid%20postcode%20or%20suburb%20name.",
        "https://therapy-hub.com.au/private-health-insurance#:~:text=Rebate%20amounts%20vary%20by%20fund%20and%20policy,welcome%20to%20attend%20appointments%20and%20pay%20privately.",
        "https://therapy-hub.com.au/private-health-insurance#:~:text=Your%20fund's%20rebate%20is%20deducted%20from%20the,know%20how%20much%20my%20rebate%20will%20be%3F"
      ],
      "cited_domains": [
        "therapy-hub.com.au",
        "hbfphysio.com.au",
        "movephysiotherapy.com.au"
      ],
      "source_classes": [
        {
          "domain": "therapy-hub.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hbfphysio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movephysiotherapy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-physiotherapist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A1",
      "prompt": "best plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Swan's Professional Plumbing",
        "G.X.R Plumbing & Gas",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbdog",
        "The Plumbing & Electrical Co.",
        "Best Plumbing And Gas",
        "O'Brien Plumbing",
        "Tap Doctor Plumbing Perth",
        "Ember Plumbing & Gas",
        "Best Coast Plumbing and Gas",
        "Perths Plumbing Professor",
        "Wembley Plumbing & Gas",
        "South Perth Plumbing",
        "Mr Blockage Plumbing & Gas",
        "Hilton Plumbing",
        "TPR Plumbing & Gas",
        "No Probs Plumbing",
        "Plumbing Bros",
        "BG Plumbing & Gas Services Perth"
      ],
      "brands_recommended": [
        "Swan's Professional Plumbing",
        "G.X.R Plumbing & Gas",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbdog",
        "The Plumbing & Electrical Co.",
        "Best Plumbing And Gas",
        "O'Brien Plumbing",
        "Tap Doctor Plumbing Perth",
        "Ember Plumbing & Gas",
        "Best Coast Plumbing and Gas",
        "Perths Plumbing Professor",
        "Wembley Plumbing & Gas",
        "South Perth Plumbing",
        "Mr Blockage Plumbing & Gas",
        "Hilton Plumbing",
        "TPR Plumbing & Gas",
        "No Probs Plumbing",
        "Plumbing Bros",
        "BG Plumbing & Gas Services Perth"
      ],
      "brand_order": [
        "Swan's Professional Plumbing",
        "G.X.R Plumbing & Gas",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbdog",
        "The Plumbing & Electrical Co.",
        "Best Plumbing And Gas",
        "O'Brien Plumbing",
        "Tap Doctor Plumbing Perth",
        "Ember Plumbing & Gas",
        "Best Coast Plumbing and Gas",
        "Perths Plumbing Professor",
        "Wembley Plumbing & Gas",
        "South Perth Plumbing",
        "Mr Blockage Plumbing & Gas",
        "Hilton Plumbing",
        "TPR Plumbing & Gas",
        "No Probs Plumbing",
        "Plumbing Bros",
        "BG Plumbing & Gas Services Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGN6QTJiVzB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVltWTRjVGxzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCclptWnRjbW8zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkNWVWOXJhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFME0yNXFkbmh3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmVXZHJhbXgyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdka2ExOHhialozGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-plumber-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A1",
      "prompt": "best plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "The Plumbing & Electrical Co.",
        "Swan's Professional Plumbing",
        "Wembley Plumbing & Gas",
        "No Probs Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Ember Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "TPR Plumbing & Gas",
        "25 Hour Plumbing & Gas Services",
        "Hilton Plumbing",
        "Mr Blockage Plumbing & Gas",
        "Jewelbic Plumbing & Gas",
        "Plumbdog",
        "BMD Plumbing and Gas",
        "Tap Doctor Plumbing Perth",
        "Perths Plumbing Professor",
        "BG Plumbing & Gas Services Perth",
        "Best Plumbing And Gas",
        "Proud Plumbing and Gas",
        "South Perth Plumbing",
        "Best Coast Plumbing and Gas"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "The Plumbing & Electrical Co.",
        "Swan's Professional Plumbing",
        "Wembley Plumbing & Gas",
        "No Probs Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Ember Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "TPR Plumbing & Gas",
        "25 Hour Plumbing & Gas Services",
        "Hilton Plumbing",
        "Mr Blockage Plumbing & Gas",
        "Jewelbic Plumbing & Gas",
        "Plumbdog",
        "BMD Plumbing and Gas",
        "Tap Doctor Plumbing Perth",
        "Perths Plumbing Professor",
        "BG Plumbing & Gas Services Perth",
        "Best Plumbing And Gas",
        "Proud Plumbing and Gas",
        "South Perth Plumbing",
        "Best Coast Plumbing and Gas"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "The Plumbing & Electrical Co.",
        "Swan's Professional Plumbing",
        "Wembley Plumbing & Gas",
        "No Probs Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Ember Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "TPR Plumbing & Gas",
        "25 Hour Plumbing & Gas Services",
        "Hilton Plumbing",
        "Mr Blockage Plumbing & Gas",
        "Jewelbic Plumbing & Gas",
        "Plumbdog",
        "BMD Plumbing and Gas",
        "Tap Doctor Plumbing Perth",
        "Perths Plumbing Professor",
        "BG Plumbing & Gas Services Perth",
        "Best Plumbing And Gas",
        "Proud Plumbing and Gas",
        "South Perth Plumbing",
        "Best Coast Plumbing and Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk5tWm1Oekp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFME0yNXFkbmh3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0NE4yMW1PVGRrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkNWVWOXJhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCclptWnRjbW8zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdGNuaHFZblowGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSb2JHTnVhM1J5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdka2ExOHhialozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGN6QTJiVzB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKbk9HZGtaMlpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVltWTRjVGxzGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-plumber-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A1",
      "prompt": "best plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "Plumbdog",
        "Wembley Plumbing & Gas",
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Best Plumbing And Gas",
        "No Probs Plumbing",
        "Perths Plumbing Professor",
        "Best Coast Plumbing and Gas",
        "Ember Plumbing & Gas",
        "South Perth Plumbing",
        "Baywood Plumbing & Gas",
        "Plumbing Bros",
        "Proud Plumbing and Gas",
        "TPR Plumbing & Gas",
        "Johnny Blue Plumbing"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "Plumbdog",
        "Wembley Plumbing & Gas",
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Best Plumbing And Gas",
        "No Probs Plumbing",
        "Perths Plumbing Professor",
        "Best Coast Plumbing and Gas",
        "Ember Plumbing & Gas",
        "South Perth Plumbing",
        "Baywood Plumbing & Gas",
        "Plumbing Bros",
        "Proud Plumbing and Gas",
        "TPR Plumbing & Gas",
        "Johnny Blue Plumbing"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "Plumbdog",
        "Wembley Plumbing & Gas",
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Best Plumbing And Gas",
        "No Probs Plumbing",
        "Perths Plumbing Professor",
        "Best Coast Plumbing and Gas",
        "Ember Plumbing & Gas",
        "South Perth Plumbing",
        "Baywood Plumbing & Gas",
        "Plumbing Bros",
        "Proud Plumbing and Gas",
        "TPR Plumbing & Gas",
        "Johnny Blue Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGN6QTJiVzB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVltWTRjVGxzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk5tWm1Oekp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmVXZHJhbXgyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKbk9HZGtaMlpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFME0yNXFkbmh3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsaWFEaDZiamRqGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-plumber-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A1",
      "prompt": "best plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-plumber-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A1",
      "prompt": "best plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-plumber-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A1",
      "prompt": "best plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-plumber-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A1",
      "prompt": "best plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "Proud Plumbing and Gas",
        "No Probs Plumbing",
        "O'Brien Plumbing",
        "Plumbdog",
        "Tap Doctor Plumbing Perth",
        "Recommended Perth plumbers"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "Proud Plumbing and Gas",
        "No Probs Plumbing",
        "O'Brien Plumbing",
        "Plumbdog",
        "Tap Doctor Plumbing Perth",
        "Recommended Perth plumbers"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "Proud Plumbing and Gas",
        "No Probs Plumbing",
        "O'Brien Plumbing",
        "Plumbdog",
        "Tap Doctor Plumbing Perth",
        "Recommended Perth plumbers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/wa?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/plumber?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/plumbing/perth-wa/?utm_source=chatgpt.com",
        "https://www.mybuilder.com/plumbing/plumber-tradespeople/perth?internalNavigation=true&utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/plumbers/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.service.com.au/find/plumbers-gasfitters/perth-wa?utm_source=chatgpt.com",
        "https://www.starworks.com.au/score/e1c9fdab-7908-4980-bdc0-7d27c77f5d67?utm_source=chatgpt.com",
        "https://www.starworks.com.au/score/5b3794c5-b51a-4962-929e-faada6b25c2a?utm_source=chatgpt.com",
        "https://threebestrated.com.au/plumbers-in-perth-wa?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "reviews.birdeye.com",
        "mybuilder.com",
        "productreview.com.au",
        "service.com.au",
        "threebestrated.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "mybuilder.com",
          "class": "third-party"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-plumber-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A1",
      "prompt": "best plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "No Probs Plumbing",
        "Perth Plumbing Co",
        "Tap Doctor Plumbing Perth",
        "Exceed Plumbing & Gas Perth",
        "Plumbdog",
        "O'Brien Plumbing",
        "BG Plumbing & Gas Services Perth"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "No Probs Plumbing",
        "Perth Plumbing Co",
        "Tap Doctor Plumbing Perth",
        "Exceed Plumbing & Gas Perth",
        "Plumbdog",
        "O'Brien Plumbing",
        "BG Plumbing & Gas Services Perth"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "No Probs Plumbing",
        "Perth Plumbing Co",
        "Tap Doctor Plumbing Perth",
        "Exceed Plumbing & Gas Perth",
        "Plumbdog",
        "O'Brien Plumbing",
        "BG Plumbing & Gas Services Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-plumber-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A1",
      "prompt": "best plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Proud Plumbing and Gas",
        "No Probs Plumbing",
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "Tap Doctor Plumbing Perth",
        "Perth Pro Plumbers & Gasfitters",
        "Plumbdog",
        "CBD Plumbers Perth",
        "Exceed Plumbing & Gas Perth",
        "Perth First Plumbing",
        "BG Plumbing & Gas Services Perth",
        "TPR Plumbing & Gas",
        "World of Plumbing and Gas"
      ],
      "brands_recommended": [
        "Proud Plumbing and Gas",
        "No Probs Plumbing",
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "Tap Doctor Plumbing Perth",
        "Perth Pro Plumbers & Gasfitters",
        "Plumbdog",
        "CBD Plumbers Perth",
        "Exceed Plumbing & Gas Perth",
        "Perth First Plumbing",
        "BG Plumbing & Gas Services Perth",
        "TPR Plumbing & Gas",
        "World of Plumbing and Gas"
      ],
      "brand_order": [
        "Proud Plumbing and Gas",
        "No Probs Plumbing",
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "Tap Doctor Plumbing Perth",
        "Perth Pro Plumbers & Gasfitters",
        "Plumbdog",
        "CBD Plumbers Perth",
        "Exceed Plumbing & Gas Perth",
        "Perth First Plumbing",
        "BG Plumbing & Gas Services Perth",
        "TPR Plumbing & Gas",
        "World of Plumbing and Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-plumber-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A1",
      "prompt": "best plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://hipages.com.au/find/plumbers/wa/perth#:~:text=4.8(169%20ratings)%20CUSTOMER%20FOCUSED%20PLUMBING%20%26%20GAS,use%20him%20again.%22%20JESSUP%2C%20GLEN%20NEVILLE.%20Perth.",
        "https://www.hiltonplumbing.com.au/location/plumber-north-perth/#:~:text=Check.%20No%20hidden%20fees%2C%20no%20mark-up%20costs%2C,won't%20have%20to%20worry%20about%20a%20thing.",
        "https://hipages.com.au/find/plumbers/wa/perth#:~:text=87%20Recommendations.%20Katt.%20%22Glen%20was%20fast%20and,friendly%20service%22%20BMD%20PLUMBING%20AND%20GAS.%20Perth.",
        "https://www.wordofmouth.com.au/wa/perth/plumber#:~:text=Word%20of%20Mouth%20plumbers%20in%20Perth%20receive,the%20day.%20Very%20happy%20customer%3B%20would%20recommend.%22",
        "https://top10plumbers.com.au/plumbers-in-perth/#:~:text=Are%20you%20tired%20of%20Tradesman%20not%20showing,and%20strata%20managers%20with%20any%20plumbing%20need.",
        "https://www.wordofmouth.com.au/wa/perth/plumber#:~:text=%22Prompt%2C%20professional%20service%20and%20well%20priced%3B%20fixed,and%20was%20able%20to%20make%20an%20appointment"
      ],
      "cited_domains": [
        "hipages.com.au",
        "hiltonplumbing.com.au",
        "wordofmouth.com.au",
        "top10plumbers.com.au"
      ],
      "source_classes": [
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "top10plumbers.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-plumber-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A1",
      "prompt": "best plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://plumbingbros.com.au/perth/#:~:text=Perth%20is%20where%20Plumbing%20Bros%20began%2C%20and,of%20the%20city's%20most%20trusted%20plumbing%20teams.",
        "https://plumbingbros.com.au/perth/#:~:text=It%20is%20the%20reason%20more%20than%2010%2C000,left%20waiting%20around.%20*%20No%20call-out%20fees.",
        "https://top10plumbers.com.au/plumbers-in-perth/#:~:text=Are%20you%20tired%20of%20Tradesman%20not%20showing,and%20strata%20managers%20with%20any%20plumbing%20need.",
        "https://top10plumbers.com.au/plumbers-in-perth/#:~:text=Are%20you%20tired%20of%20Tradesman%20not%20showing,and%20strata%20managers%20with%20any%20plumbing%20need.",
        "https://hipages.com.au/find/plumbers/perth_inner_northern_suburbs_region#:~:text=Plumbpal%20is%20a%20fully%20insured%20business%20with,Gas.%20Perth%20Inner%20Northern%20Suburbs.%205.0(311%20ratings)",
        "https://www.wordofmouth.com.au/wa/perth/plumber#:~:text=%22%20Get%20quote%20Show%20number.%20*%20Metropolitan,came%20same%20day%20and%20found%20the%20problem.",
        "https://www.wordofmouth.com.au/wa/perth/plumber#:~:text=Word%20of%20Mouth%20plumbers%20in%20Perth%20receive,quote%20a%20major%20installation%20of%20a%20new"
      ],
      "cited_domains": [
        "plumbingbros.com.au",
        "top10plumbers.com.au",
        "hipages.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "plumbingbros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10plumbers.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-plumber-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A1",
      "prompt": "best plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Offers a convenient sister service"
      ],
      "brands_recommended": [
        "Offers a convenient sister service"
      ],
      "brand_order": [
        "Offers a convenient sister service"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-plumber-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A2",
      "prompt": "top plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Wembley Plumbing & Gas",
        "No Probs Plumbing",
        "Ember Plumbing & Gas",
        "Tap Doctor Plumbing Perth",
        "Hilton Plumbing",
        "Plumbdog",
        "Proud Plumbing and Gas",
        "Best Plumbing And Gas",
        "TPR Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "South Perth Plumbing",
        "25 Hour Plumbing & Gas Services",
        "Mr Blockage Plumbing & Gas",
        "Perths Plumbing Professor",
        "Highly Rated General & Emergency Plumbers",
        "Comprehensive & Specialised Services"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Wembley Plumbing & Gas",
        "No Probs Plumbing",
        "Ember Plumbing & Gas",
        "Tap Doctor Plumbing Perth",
        "Hilton Plumbing",
        "Plumbdog",
        "Proud Plumbing and Gas",
        "Best Plumbing And Gas",
        "TPR Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "South Perth Plumbing",
        "25 Hour Plumbing & Gas Services",
        "Mr Blockage Plumbing & Gas",
        "Perths Plumbing Professor",
        "Highly Rated General & Emergency Plumbers",
        "Comprehensive & Specialised Services"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Wembley Plumbing & Gas",
        "No Probs Plumbing",
        "Ember Plumbing & Gas",
        "Tap Doctor Plumbing Perth",
        "Hilton Plumbing",
        "Plumbdog",
        "Proud Plumbing and Gas",
        "Best Plumbing And Gas",
        "TPR Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "South Perth Plumbing",
        "25 Hour Plumbing & Gas Services",
        "Mr Blockage Plumbing & Gas",
        "Perths Plumbing Professor",
        "Highly Rated General & Emergency Plumbers",
        "Comprehensive & Specialised Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkNWVWOXJhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKbk9HZGtaMlpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGN6QTJiVzB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFME0yNXFkbmh3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk5tWm1Oekp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0NE4yMW1PVGRrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCclptWnRjbW8zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-plumber-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A2",
      "prompt": "top plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Wembley Plumbing & Gas",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbdog",
        "No Probs Plumbing",
        "Best Plumbing And Gas",
        "Ember Plumbing & Gas",
        "Best Coast Plumbing and Gas",
        "Tap Doctor Plumbing Perth",
        "Hilton Plumbing",
        "Perths Plumbing Professor",
        "South Perth Plumbing",
        "Mr Blockage Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "TPR Plumbing & Gas",
        "Jewelbic Plumbing & Gas"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Wembley Plumbing & Gas",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbdog",
        "No Probs Plumbing",
        "Best Plumbing And Gas",
        "Ember Plumbing & Gas",
        "Best Coast Plumbing and Gas",
        "Tap Doctor Plumbing Perth",
        "Hilton Plumbing",
        "Perths Plumbing Professor",
        "South Perth Plumbing",
        "Mr Blockage Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "TPR Plumbing & Gas",
        "Jewelbic Plumbing & Gas"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Wembley Plumbing & Gas",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbdog",
        "No Probs Plumbing",
        "Best Plumbing And Gas",
        "Ember Plumbing & Gas",
        "Best Coast Plumbing and Gas",
        "Tap Doctor Plumbing Perth",
        "Hilton Plumbing",
        "Perths Plumbing Professor",
        "South Perth Plumbing",
        "Mr Blockage Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "TPR Plumbing & Gas",
        "Jewelbic Plumbing & Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGN6QTJiVzB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVltWTRjVGxzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkNWVWOXJhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCclptWnRjbW8zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk5tWm1Oekp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFME0yNXFkbmh3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdGNuaHFZblowGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-plumber-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A2",
      "prompt": "top plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "The Plumbing & Electrical Co.",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "No Probs Plumbing",
        "Swan's Professional Plumbing",
        "Wembley Plumbing & Gas",
        "Hilton Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Upside Down",
        "Ember Plumbing & Gas",
        "Perths Plumbing Professor",
        "South Perth Plumbing",
        "Best Plumbing And Gas",
        "Plumbing Bros",
        "TPR Plumbing & Gas",
        "Proud Plumbing and Gas",
        "Baywood Plumbing & Gas",
        "O'Brien Plumbing Perth CBD",
        "Tips for Booking a Perth Plumber"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "The Plumbing & Electrical Co.",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "No Probs Plumbing",
        "Swan's Professional Plumbing",
        "Wembley Plumbing & Gas",
        "Hilton Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Upside Down",
        "Ember Plumbing & Gas",
        "Perths Plumbing Professor",
        "South Perth Plumbing",
        "Best Plumbing And Gas",
        "Plumbing Bros",
        "TPR Plumbing & Gas",
        "Proud Plumbing and Gas",
        "Baywood Plumbing & Gas",
        "O'Brien Plumbing Perth CBD",
        "Tips for Booking a Perth Plumber"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "The Plumbing & Electrical Co.",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "No Probs Plumbing",
        "Swan's Professional Plumbing",
        "Wembley Plumbing & Gas",
        "Hilton Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Upside Down",
        "Ember Plumbing & Gas",
        "Perths Plumbing Professor",
        "South Perth Plumbing",
        "Best Plumbing And Gas",
        "Plumbing Bros",
        "TPR Plumbing & Gas",
        "Proud Plumbing and Gas",
        "Baywood Plumbing & Gas",
        "O'Brien Plumbing Perth CBD",
        "Tips for Booking a Perth Plumber"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkNWVWOXJhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCa1puUnVjbkp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGN6QTJiVzB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmVXZHJhbXgyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFME0yNXFkbmh3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKbk9HZGtaMlpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk5tWm1Oekp4GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-plumber-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A2",
      "prompt": "top plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Hilton Plumbing",
        "G.X.R Plumbing & Gas"
      ],
      "brands_recommended": [
        "Hilton Plumbing",
        "G.X.R Plumbing & Gas"
      ],
      "brand_order": [
        "Hilton Plumbing",
        "G.X.R Plumbing & Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonplumbing.com.au/?srsltid=AfmBOordKb7o1ttQlvO-V9AwnNV3I5si8dGc2J1K4H0pP9HRfhYBpJ9P"
      ],
      "cited_domains": [
        "hiltonplumbing.com.au"
      ],
      "source_classes": [
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-plumber-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A2",
      "prompt": "top plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-plumber-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A2",
      "prompt": "top plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-plumber-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A2",
      "prompt": "top plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Ember Plumbing & Gas",
        "Proud Plumbing and Gas",
        "G.X.R Plumbing & Gas",
        "Perth Plumbing Co",
        "Exceed Plumbing & Gas Perth",
        "25 Hour Plumbing & Gas Services",
        "TPR Plumbing & Gas",
        "World of Plumbing and Gas"
      ],
      "brands_recommended": [
        "Ember Plumbing & Gas",
        "Proud Plumbing and Gas",
        "G.X.R Plumbing & Gas",
        "Perth Plumbing Co",
        "Exceed Plumbing & Gas Perth",
        "25 Hour Plumbing & Gas Services",
        "TPR Plumbing & Gas",
        "World of Plumbing and Gas"
      ],
      "brand_order": [
        "Ember Plumbing & Gas",
        "Proud Plumbing and Gas",
        "G.X.R Plumbing & Gas",
        "Perth Plumbing Co",
        "Exceed Plumbing & Gas Perth",
        "25 Hour Plumbing & Gas Services",
        "TPR Plumbing & Gas",
        "World of Plumbing and Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/wa?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/plumber?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/plumbing/perth-wa/?utm_source=chatgpt.com",
        "https://www.mybuilder.com/plumbing/plumber-tradespeople/perth?utm_source=chatgpt.com",
        "https://www.mybuilder.com/plumbing/plumber-tradespeople/perth?internalNavigation=true&page=1&utm_source=chatgpt.com",
        "https://www.mybuilder.com/plumbing/plumber-tradespeople/perth?internalNavigation=true&utm_source=chatgpt.com",
        "https://www.houzz.com.au/professionals/plumbers/perth-08-au-probr0-bo~t_11943~r_2063523?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/plumbers/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.service.com.au/find/plumbers-gasfitters/perth-wa?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "reviews.birdeye.com",
        "mybuilder.com",
        "houzz.com.au",
        "productreview.com.au",
        "service.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "mybuilder.com",
          "class": "third-party"
        },
        {
          "domain": "houzz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-plumber-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A2",
      "prompt": "top plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "Proud Plumbing and Gas",
        "Perth Plumbing Co",
        "Dorrington Plumbing, Gas & Electrical",
        "Tap Doctor Plumbing Perth",
        "Baywood Plumbing & Gas",
        "Plumbdog",
        "Exceed Plumbing & Gas Perth",
        "O'Brien Plumbing",
        "Casotti Plumbers",
        "South Perth Plumbing",
        "Dorrington Plumbing"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "Proud Plumbing and Gas",
        "Perth Plumbing Co",
        "Dorrington Plumbing, Gas & Electrical",
        "Tap Doctor Plumbing Perth",
        "Baywood Plumbing & Gas",
        "Plumbdog",
        "Exceed Plumbing & Gas Perth",
        "O'Brien Plumbing",
        "Casotti Plumbers",
        "South Perth Plumbing",
        "Dorrington Plumbing"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "Proud Plumbing and Gas",
        "Perth Plumbing Co",
        "Dorrington Plumbing, Gas & Electrical",
        "Tap Doctor Plumbing Perth",
        "Baywood Plumbing & Gas",
        "Plumbdog",
        "Exceed Plumbing & Gas Perth",
        "O'Brien Plumbing",
        "Casotti Plumbers",
        "South Perth Plumbing",
        "Dorrington Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-plumber-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A2",
      "prompt": "top plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Proud Plumbing and Gas",
        "G.X.R Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "Perth Plumbing Co",
        "Dorrington Plumbing, Gas & Electrical",
        "Tap Doctor Plumbing Perth"
      ],
      "brands_recommended": [
        "Proud Plumbing and Gas",
        "G.X.R Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "Perth Plumbing Co",
        "Dorrington Plumbing, Gas & Electrical",
        "Tap Doctor Plumbing Perth"
      ],
      "brand_order": [
        "Proud Plumbing and Gas",
        "G.X.R Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "Perth Plumbing Co",
        "Dorrington Plumbing, Gas & Electrical",
        "Tap Doctor Plumbing Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/plumber?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/wa?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/plumbing/perth-wa/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/plumbers/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.service.com.au/find/plumbers-gasfitters/perth-wa?utm_source=chatgpt.com",
        "https://www.starworks.com.au/score/e1c9fdab-7908-4980-bdc0-7d27c77f5d67?utm_source=chatgpt.com",
        "https://www.starworks.com.au/score/5b3794c5-b51a-4962-929e-faada6b25c2a?utm_source=chatgpt.com",
        "https://threebestrated.com.au/plumbers-in-perth-wa?utm_source=chatgpt.com",
        "https://www.trustedtradiehub.com/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "hipages.com.au",
        "reviews.birdeye.com",
        "productreview.com.au",
        "service.com.au",
        "threebestrated.com.au",
        "trustedtradiehub.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        },
        {
          "domain": "trustedtradiehub.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-plumber-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A2",
      "prompt": "top plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-plumber-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A2",
      "prompt": "top plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Swan's Professional Plumbing",
        "Bingham Plumbing And Gas",
        "Perth Metro Plumbing",
        "GA PERRY Plumbing"
      ],
      "brands_recommended": [
        "Swan's Professional Plumbing",
        "Bingham Plumbing And Gas",
        "Perth Metro Plumbing",
        "GA PERRY Plumbing"
      ],
      "brand_order": [
        "Swan's Professional Plumbing",
        "Bingham Plumbing And Gas",
        "Perth Metro Plumbing",
        "GA PERRY Plumbing"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-plumber-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A2",
      "prompt": "top plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "WA Plumbing Licence"
      ],
      "brands_recommended": [
        "WA Plumbing Licence"
      ],
      "brand_order": [
        "WA Plumbing Licence"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/plumber#:~:text=%22%20Get%20quote%20Show%20number.%20*%20Presidential,Thank%20you.%20%22%20Get%20quote%20Show%20number.",
        "https://www.wordofmouth.com.au/wa/perth/plumber#:~:text=%22%20Get%20quote%20Show%20number.%20*%20Swan's,service%20and%20rates%20that%20will%20beat%20any",
        "https://www.wordofmouth.com.au/wa/perth/plumber#:~:text=%22%20Get%20quote%20Show%20number.%20*%20Metropolitan,came%20same%20day%20and%20found%20the%20problem.",
        "https://top10plumbers.com.au/plumbers-in-perth/#:~:text=Plumb1%20Services.%20Plumb1%20Services%20pride%20ourselves%20in,scale.%20*%20PO%20Box%2026%20Beechboro%20WA.",
        "https://top10plumbers.com.au/plumbers-in-perth/#:~:text=We%20are%20highly%20qualified%20plumbing%20and%20gas,and%20provide%20an%20honest%20and%20reliable%20service.",
        "https://rowsons.com.au/#:~:text=Do%20you%20know%20what%20to%20do%20if,to%20Perth%20businesses%20for%20over%2020%20years.",
        "https://top10plumbers.com.au/plumbers-in-perth/#:~:text=Metrolinx%20Plumbing%20And%20Gas.%20At%20Metrolinx%20Plumbing,out%20with%20our%20fast%20and%20reliable%20service."
      ],
      "cited_domains": [
        "wordofmouth.com.au",
        "top10plumbers.com.au",
        "rowsons.com.au"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "top10plumbers.com.au",
          "class": "directory"
        },
        {
          "domain": "rowsons.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-plumber-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A3",
      "prompt": "recommended plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Building and Energy division of WA",
        "Hilton Plumbing",
        "Plumbdog",
        "Plumbed Right",
        "Highly Recommended Perth Plumbers"
      ],
      "brands_recommended": [
        "Building and Energy division of WA",
        "Hilton Plumbing",
        "Plumbdog",
        "Plumbed Right",
        "Highly Recommended Perth Plumbers"
      ],
      "brand_order": [
        "Building and Energy division of WA",
        "Hilton Plumbing",
        "Plumbdog",
        "Plumbed Right",
        "Highly Recommended Perth Plumbers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1o5gv1v/is_there_a_plumber_in_perth_who_wont_rip_you_off/",
        "https://hipages.com.au/find/plumbers/wa/perth",
        "https://www.plumbdog.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "hipages.com.au",
        "plumbdog.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "plumbdog.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-plumber-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A3",
      "prompt": "recommended plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Ember Plumbing & Gas",
        "Proud Plumbing and Gas",
        "G.X.R Plumbing & Gas"
      ],
      "brands_recommended": [
        "Ember Plumbing & Gas",
        "Proud Plumbing and Gas",
        "G.X.R Plumbing & Gas"
      ],
      "brand_order": [
        "Ember Plumbing & Gas",
        "Proud Plumbing and Gas",
        "G.X.R Plumbing & Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://proudplumbingandgas.com.au/",
        "https://emberplumbingperth.com.au/",
        "https://www.facebook.com/groups/trustedtradiesperth/posts/4394925720761147/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKbk9HZGtaMlpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg"
      ],
      "cited_domains": [
        "proudplumbingandgas.com.au",
        "emberplumbingperth.com.au",
        "facebook.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "proudplumbingandgas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emberplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-plumber-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A3",
      "prompt": "recommended plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "Tap Doctor Plumbing Perth",
        "Wembley Plumbing & Gas",
        "Hilton Plumbing",
        "My Plumber WA",
        "Dorrington Plumbing, Gas & Electrical",
        "Perth Plumbing Co",
        "Plumbdog",
        "Ember Plumbing & Gas",
        "No Probs Plumbing",
        "BMD Plumbing and Gas",
        "South Perth Plumbing",
        "25 Hour Plumbing & Gas Services",
        "Proud Plumbing and Gas",
        "Best Plumbing And Gas",
        "Perths Plumbing Professor",
        "Johnny Blue Plumbing",
        "TPR Plumbing & Gas",
        "Best Coast Plumbing and Gas",
        "Baywood Plumbing & Gas"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "Tap Doctor Plumbing Perth",
        "Wembley Plumbing & Gas",
        "Hilton Plumbing",
        "My Plumber WA",
        "Dorrington Plumbing, Gas & Electrical",
        "Perth Plumbing Co",
        "Plumbdog",
        "Ember Plumbing & Gas",
        "No Probs Plumbing",
        "BMD Plumbing and Gas",
        "South Perth Plumbing",
        "25 Hour Plumbing & Gas Services",
        "Proud Plumbing and Gas",
        "Best Plumbing And Gas",
        "Perths Plumbing Professor",
        "Johnny Blue Plumbing",
        "TPR Plumbing & Gas",
        "Best Coast Plumbing and Gas",
        "Baywood Plumbing & Gas"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "Tap Doctor Plumbing Perth",
        "Wembley Plumbing & Gas",
        "Hilton Plumbing",
        "My Plumber WA",
        "Dorrington Plumbing, Gas & Electrical",
        "Perth Plumbing Co",
        "Plumbdog",
        "Ember Plumbing & Gas",
        "No Probs Plumbing",
        "BMD Plumbing and Gas",
        "South Perth Plumbing",
        "25 Hour Plumbing & Gas Services",
        "Proud Plumbing and Gas",
        "Best Plumbing And Gas",
        "Perths Plumbing Professor",
        "Johnny Blue Plumbing",
        "TPR Plumbing & Gas",
        "Best Coast Plumbing and Gas",
        "Baywood Plumbing & Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkNWVWOXJhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZd056bG5PSEE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1NU1UQmllV1o1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSb2JHTnVhM1J5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0NE4yMW1PVGRrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKbk9HZGtaMlpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGN6QTJiVzB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsaWFEaDZiamRqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFME0yNXFkbmh3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVltWTRjVGxzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk5tWm1Oekp4GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-plumber-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A3",
      "prompt": "recommended plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-plumber-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A3",
      "prompt": "recommended plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-plumber-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A3",
      "prompt": "recommended plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-plumber-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A3",
      "prompt": "recommended plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "Dorrington Plumbing, Gas & Electrical",
        "Perth Plumbing Co",
        "Plumbdog"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "Dorrington Plumbing, Gas & Electrical",
        "Perth Plumbing Co",
        "Plumbdog"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "Dorrington Plumbing, Gas & Electrical",
        "Perth Plumbing Co",
        "Plumbdog"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-plumber-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A3",
      "prompt": "recommended plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "Perth Plumbing Co",
        "Proud Plumbing and Gas",
        "No Probs Plumbing",
        "TPR Plumbing & Gas",
        "Plumbdog",
        "Perth Pro Plumbers & Gasfitters",
        "Tap Doctor Plumbing Perth",
        "Perth First Plumbing",
        "O'Brien Plumbing",
        "South Perth Plumbing",
        "BG Plumbing & Gas Services Perth",
        "Plumbing Bros",
        "Proud Plumbing"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "Perth Plumbing Co",
        "Proud Plumbing and Gas",
        "No Probs Plumbing",
        "TPR Plumbing & Gas",
        "Plumbdog",
        "Perth Pro Plumbers & Gasfitters",
        "Tap Doctor Plumbing Perth",
        "Perth First Plumbing",
        "O'Brien Plumbing",
        "South Perth Plumbing",
        "BG Plumbing & Gas Services Perth",
        "Plumbing Bros",
        "Proud Plumbing"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "Perth Plumbing Co",
        "Proud Plumbing and Gas",
        "No Probs Plumbing",
        "TPR Plumbing & Gas",
        "Plumbdog",
        "Perth Pro Plumbers & Gasfitters",
        "Tap Doctor Plumbing Perth",
        "Perth First Plumbing",
        "O'Brien Plumbing",
        "South Perth Plumbing",
        "BG Plumbing & Gas Services Perth",
        "Plumbing Bros",
        "Proud Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-plumber-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A3",
      "prompt": "recommended plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Tap Doctor Plumbing Perth",
        "Perth Plumbing Co",
        "Dorrington Plumbing, Gas & Electrical",
        "G.X.R Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "Dorrington Plumbing"
      ],
      "brands_recommended": [
        "Tap Doctor Plumbing Perth",
        "Perth Plumbing Co",
        "Dorrington Plumbing, Gas & Electrical",
        "G.X.R Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "Dorrington Plumbing"
      ],
      "brand_order": [
        "Tap Doctor Plumbing Perth",
        "Perth Plumbing Co",
        "Dorrington Plumbing, Gas & Electrical",
        "G.X.R Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "Dorrington Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/wa?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/plumber?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/plumbers/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/plumbers?utm_source=chatgpt.com",
        "https://www.mybuilder.com/plumbing/plumber-tradespeople/perth?utm_source=chatgpt.com",
        "https://www.mybuilder.com/plumbing/plumber-tradespeople/perth?internalNavigation=true&page=1&utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/builders/perth?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-plumbers-perth-cbd-inner/?utm_source=chatgpt.com",
        "https://www.trustedtradiehub.com/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "mybuilder.com",
        "bluecollarbusiness.com.au",
        "trustedtradiehub.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "mybuilder.com",
          "class": "third-party"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "trustedtradiehub.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-plumber-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A3",
      "prompt": "recommended plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Casotti, Plumbdog, and local independent contractors"
      ],
      "brands_recommended": [
        "Casotti, Plumbdog, and local independent contractors"
      ],
      "brand_order": [
        "Casotti, Plumbdog, and local independent contractors"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.houzz.com/professionals/plumbing-contractors/perth-08-au-probr0-bo~t_11817~r_2063523#:~:text=Read%20More.%2045%20West%20Terrace%2C%20Kalamunda%2C%20WA,premises.%20We%20specialise%20in%20general%20plumbing%20maint",
        "https://www.yellowpages.com.au/perth-wa-6000/plumbers-gas-fitters#:~:text=All%20Work%20GuaranteedGas%2C%20Electric%20%26%20Solar%20Hot,Time%2C%20On%20Budget%2C%20Qualified%20And%20Professional%20Technicians.",
        "https://www.houzz.com/professionals/plumbing-contractors/perth-08-au-probr0-bo~t_11817~r_2063523#:~:text=Featured%20Reviews%20for%20Local%20Plumbers%2C%20Companies%20%26,clean%20and%20very%20efficient.%E2%80%9D%20Plumbing%20Bros%20Scarborough.",
        "https://www.houzz.com/professionals/plumbing-contractors/perth-08-au-probr0-bo~t_11817~r_2063523#:~:text=Read%20More.%20Bayswater%2C%20WA%206053.%20*%20The,Guys%20team%20of%20qualified%20staff%20can%20guar",
        "https://top10plumbers.com.au/plumbers-in-perth/#:~:text=Top%2010%20Best%20Plumbers%20In%20Perth%20*,north%20and%20south%20of%20the%20Swan%20river.",
        "https://top10plumbers.com.au/plumbers-in-perth/#:~:text=We%20are%20highly%20qualified%20plumbing%20and%20gas,and%20provide%20an%20honest%20and%20reliable%20service."
      ],
      "cited_domains": [
        "houzz.com",
        "yellowpages.com.au",
        "top10plumbers.com.au"
      ],
      "source_classes": [
        {
          "domain": "houzz.com",
          "class": "third-party"
        },
        {
          "domain": "yellowpages.com.au",
          "class": "directory"
        },
        {
          "domain": "top10plumbers.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-plumber-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A3",
      "prompt": "recommended plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Plumbing Bros"
      ],
      "brands_recommended": [
        "Plumbing Bros"
      ],
      "brand_order": [
        "Plumbing Bros"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-plumber-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A3",
      "prompt": "recommended plumber Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Plumbing Bros",
        "Hilton Plumbing",
        "Plumbdog"
      ],
      "brands_recommended": [
        "Plumbing Bros",
        "Hilton Plumbing",
        "Plumbdog"
      ],
      "brand_order": [
        "Plumbing Bros",
        "Hilton Plumbing",
        "Plumbdog"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-plumber-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A4",
      "prompt": "who is the best plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Tap Doctor Plumbing Perth",
        "Wembley Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Hilton Plumbing",
        "Proud Plumbing and Gas",
        "Plumbdog",
        "Perths Plumbing Professor",
        "No Probs Plumbing",
        "South Perth Plumbing",
        "TPR Plumbing & Gas",
        "Mr Blockage Plumbing & Gas",
        "25 Hour Plumbing & Gas Services",
        "Best Plumbing And Gas",
        "Pacer Plumbing & Gas"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Tap Doctor Plumbing Perth",
        "Wembley Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Hilton Plumbing",
        "Proud Plumbing and Gas",
        "Plumbdog",
        "Perths Plumbing Professor",
        "No Probs Plumbing",
        "South Perth Plumbing",
        "TPR Plumbing & Gas",
        "Mr Blockage Plumbing & Gas",
        "25 Hour Plumbing & Gas Services",
        "Best Plumbing And Gas",
        "Pacer Plumbing & Gas"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Tap Doctor Plumbing Perth",
        "Wembley Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Hilton Plumbing",
        "Proud Plumbing and Gas",
        "Plumbdog",
        "Perths Plumbing Professor",
        "No Probs Plumbing",
        "South Perth Plumbing",
        "TPR Plumbing & Gas",
        "Mr Blockage Plumbing & Gas",
        "25 Hour Plumbing & Gas Services",
        "Best Plumbing And Gas",
        "Pacer Plumbing & Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkNWVWOXJhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKbk9HZGtaMlpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFME0yNXFkbmh3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCclptWnRjbW8zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0NE4yMW1PVGRrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGN6QTJiVzB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdWJEUTNibkJ1GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-plumber-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A4",
      "prompt": "who is the best plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/c/plumbers/l/western-australia_au",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo"
      ],
      "cited_domains": [
        "productreview.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-plumber-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A4",
      "prompt": "who is the best plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Wembley Plumbing & Gas",
        "Hilton Plumbing",
        "Ember Plumbing & Gas",
        "No Probs Plumbing",
        "Swan's Professional Plumbing",
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbdog",
        "Baywood Plumbing & Gas",
        "Perths Plumbing Professor",
        "Best Plumbing And Gas",
        "TPR Plumbing & Gas",
        "Proud Plumbing and Gas",
        "South Perth Plumbing",
        "Jewelbic Plumbing & Gas",
        "Best Coast Plumbing and Gas"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Wembley Plumbing & Gas",
        "Hilton Plumbing",
        "Ember Plumbing & Gas",
        "No Probs Plumbing",
        "Swan's Professional Plumbing",
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbdog",
        "Baywood Plumbing & Gas",
        "Perths Plumbing Professor",
        "Best Plumbing And Gas",
        "TPR Plumbing & Gas",
        "Proud Plumbing and Gas",
        "South Perth Plumbing",
        "Jewelbic Plumbing & Gas",
        "Best Coast Plumbing and Gas"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Wembley Plumbing & Gas",
        "Hilton Plumbing",
        "Ember Plumbing & Gas",
        "No Probs Plumbing",
        "Swan's Professional Plumbing",
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbdog",
        "Baywood Plumbing & Gas",
        "Perths Plumbing Professor",
        "Best Plumbing And Gas",
        "TPR Plumbing & Gas",
        "Proud Plumbing and Gas",
        "South Perth Plumbing",
        "Jewelbic Plumbing & Gas",
        "Best Coast Plumbing and Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkNWVWOXJhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk5tWm1Oekp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGN6QTJiVzB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFME0yNXFkbmh3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKbk9HZGtaMlpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdGNuaHFZblowGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVltWTRjVGxzGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-plumber-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A4",
      "prompt": "who is the best plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:07",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonplumbing.com.au/?srsltid=AfmBOoo-audshoL7nM8g9QJs5Xp9GvWQAZYeBmz3Sm6DxMSeiGeMEUT9",
        "https://www.productreview.com.au/c/plumbers/l/western-australia_au",
        "https://plumbingbros.com.au/perth/",
        "https://superiorplumbing.net.au/"
      ],
      "cited_domains": [
        "hiltonplumbing.com.au",
        "productreview.com.au",
        "plumbingbros.com.au",
        "superiorplumbing.net.au"
      ],
      "source_classes": [
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "plumbingbros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "superiorplumbing.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-plumber-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A4",
      "prompt": "who is the best plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hilton Plumbing",
        "Plumbing Bros",
        "Superior Plumbing Drainage & Gas",
        "Ember Plumbing & Gas"
      ],
      "brands_recommended": [
        "Hilton Plumbing",
        "Plumbing Bros",
        "Superior Plumbing Drainage & Gas",
        "Ember Plumbing & Gas"
      ],
      "brand_order": [
        "Hilton Plumbing",
        "Plumbing Bros",
        "Superior Plumbing Drainage & Gas",
        "Ember Plumbing & Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonplumbing.com.au/?srsltid=AfmBOooaLkoVO_NqmvjSyDAkXOYJBGHbFeboEACnp6QxZ2tbdPjYkyQa",
        "https://emberplumbingperth.com.au/",
        "https://superiorplumbing.net.au/",
        "https://plumbingbros.com.au/perth/"
      ],
      "cited_domains": [
        "hiltonplumbing.com.au",
        "emberplumbingperth.com.au",
        "superiorplumbing.net.au",
        "plumbingbros.com.au"
      ],
      "source_classes": [
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emberplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "superiorplumbing.net.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbingbros.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-plumber-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A4",
      "prompt": "who is the best plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1o5gv1v/is_there_a_plumber_in_perth_who_wont_rip_you_off/",
        "https://www.hiltonplumbing.com.au/?srsltid=AfmBOopaQ63cVF-0o5Ew-UMsWr9OSfI0suJoQL26AUSJWkHvFIygdYD7",
        "http://www.perthplumbersptyltd.com.au/",
        "https://emberplumbingperth.com.au/",
        "https://proudplumbingandgas.com.au/",
        "https://superiorplumbing.net.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKbk9HZGtaMlpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkNWVWOXJhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdac09XZHFjemMyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFME0yNXFkbmh3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0NE4yMW1PVGRrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1NU1UQmllV1o1GAo"
      ],
      "cited_domains": [
        "reddit.com",
        "hiltonplumbing.com.au",
        "perthplumbersptyltd.com.au",
        "emberplumbingperth.com.au",
        "proudplumbingandgas.com.au",
        "superiorplumbing.net.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthplumbersptyltd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emberplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "proudplumbingandgas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "superiorplumbing.net.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-plumber-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A4",
      "prompt": "who is the best plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "Proud Plumbing and Gas",
        "No Probs Plumbing",
        "Tap Doctor Plumbing Perth",
        "O'Brien Plumbing"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "Proud Plumbing and Gas",
        "No Probs Plumbing",
        "Tap Doctor Plumbing Perth",
        "O'Brien Plumbing"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "Proud Plumbing and Gas",
        "No Probs Plumbing",
        "Tap Doctor Plumbing Perth",
        "O'Brien Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/perth_region?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/plumber?utm_source=chatgpt.com",
        "https://www.mybuilder.com/plumbing/plumber-tradespeople/perth?utm_source=chatgpt.com",
        "https://www.mybuilder.com/plumbing/plumber-tradespeople/perth?internalNavigation=true&utm_source=chatgpt.com",
        "https://www.mybuilder.com/plumbing/plumber-tradespeople/perth?internalNavigation=true&page=1&utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/plumbers/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.service.com.au/find/plumbers-gasfitters/perth-wa?utm_source=chatgpt.com",
        "https://www.starworks.com.au/score/e1c9fdab-7908-4980-bdc0-7d27c77f5d67?utm_source=chatgpt.com",
        "https://www.starworks.com.au/score/5b3794c5-b51a-4962-929e-faada6b25c2a?utm_source=chatgpt.com",
        "https://threebestrated.com.au/plumbers-in-perth-wa?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "mybuilder.com",
        "productreview.com.au",
        "service.com.au",
        "threebestrated.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "mybuilder.com",
          "class": "third-party"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-plumber-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A4",
      "prompt": "who is the best plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Proud Plumbing and Gas",
        "G.X.R Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Perth Plumbing Co",
        "Dorrington Plumbing, Gas & Electrical",
        "No Probs Plumbing",
        "TPR Plumbing & Gas",
        "Dorrington Plumbing"
      ],
      "brands_recommended": [
        "Proud Plumbing and Gas",
        "G.X.R Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Perth Plumbing Co",
        "Dorrington Plumbing, Gas & Electrical",
        "No Probs Plumbing",
        "TPR Plumbing & Gas",
        "Dorrington Plumbing"
      ],
      "brand_order": [
        "Proud Plumbing and Gas",
        "G.X.R Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Perth Plumbing Co",
        "Dorrington Plumbing, Gas & Electrical",
        "No Probs Plumbing",
        "TPR Plumbing & Gas",
        "Dorrington Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/wa?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/perth_region?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/plumber?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/plumbers/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/plumbers?utm_source=chatgpt.com",
        "https://www.mybuilder.com/plumbing/plumber-tradespeople/perth?internalNavigation=true&utm_source=chatgpt.com",
        "https://www.mybuilder.com/plumbing/plumber-tradespeople/perth?internalNavigation=true&page=1&utm_source=chatgpt.com",
        "https://reviews.birdeye.com/d/plumbing/perth-wa/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/builders/perth?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-plumbers-perth-cbd-inner/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "mybuilder.com",
        "reviews.birdeye.com",
        "bluecollarbusiness.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "mybuilder.com",
          "class": "third-party"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-plumber-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A4",
      "prompt": "who is the best plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "TPR Plumbing & Gas",
        "My Plumber WA",
        "G.X.R Plumbing & Gas",
        "Ember Plumbing & Gas",
        "No Probs Plumbing",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "O'Brien Plumbing",
        "BG Plumbing & Gas Services Perth",
        "Baywood Plumbing & Gas",
        "South Perth Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbing Bros",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing"
      ],
      "brands_recommended": [
        "TPR Plumbing & Gas",
        "My Plumber WA",
        "G.X.R Plumbing & Gas",
        "Ember Plumbing & Gas",
        "No Probs Plumbing",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "O'Brien Plumbing",
        "BG Plumbing & Gas Services Perth",
        "Baywood Plumbing & Gas",
        "South Perth Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbing Bros",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing"
      ],
      "brand_order": [
        "TPR Plumbing & Gas",
        "My Plumber WA",
        "G.X.R Plumbing & Gas",
        "Ember Plumbing & Gas",
        "No Probs Plumbing",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "O'Brien Plumbing",
        "BG Plumbing & Gas Services Perth",
        "Baywood Plumbing & Gas",
        "South Perth Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbing Bros",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-plumber-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A4",
      "prompt": "who is the best plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "G.X.R Plumbing & Gas"
      ],
      "brands_recommended": [
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "G.X.R Plumbing & Gas"
      ],
      "brand_order": [
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "G.X.R Plumbing & Gas"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-plumber-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A4",
      "prompt": "who is the best plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-plumber-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A4",
      "prompt": "who is the best plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://top10plumbers.com.au/plumbers-in-perth/#:~:text=We%20have%2045%20years%20of%20plumbing%20experience%2C,us%20a%20call%20and%20let%20us%20help.",
        "https://www.hiltonplumbing.com.au/#:~:text=We've%20got%20it%20covered!%20Our%20plumbers%20always,Detection.%20*%20Emergency%20Plumber.%20*%20Commercial%20Maintenance.",
        "https://www.hiltonplumbing.com.au/#:~:text=We've%20got%20it%20covered!%20Our%20plumbers%20always,Detection.%20*%20Emergency%20Plumber.%20*%20Commercial%20Maintenance.",
        "https://hipages.com.au/find/plumbers/wa/perth#:~:text=%22Really%20clear%20communication%20that%20left%20nothing%20to,*%20Punctual%20and%20Professional.%20*%20Competitive%20Prices.",
        "https://top10plumbers.com.au/plumbers-in-perth/#:~:text=Are%20you%20tired%20of%20Tradesman%20not%20showing,managers%20with%20any%20plumbing%20need.%20Bayswater%20WA.",
        "https://www.houzz.com.au/professionals/plumbers/perth-08-au-probr0-bo~t_11943~r_2063523#:~:text=Read%20More.%2017%20Durant%20Way%2C%20Brentwood%2C%20WA,one%20who%20can%20guarantee%20you%20quality%20an",
        "https://superiorplumbing.net.au/",
        "https://www.hiltonplumbing.com.au/#:~:text=%E2%98%85%E2%98%85%E2%98%85%E2%98%85%E2%98%85%20Jan%202023.%20Rang%20Hilton%20Plumbing%20for,options%20to%20suit.%20Highly%20recommend.%20Garrick%20McCamey."
      ],
      "cited_domains": [
        "top10plumbers.com.au",
        "hiltonplumbing.com.au",
        "hipages.com.au",
        "houzz.com.au",
        "superiorplumbing.net.au"
      ],
      "source_classes": [
        {
          "domain": "top10plumbers.com.au",
          "class": "directory"
        },
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "houzz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "superiorplumbing.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-plumber-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A5",
      "prompt": "recommend a good plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "The Plumbing & Electrical Co.",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Wembley Plumbing & Gas",
        "No Probs Plumbing",
        "Ember Plumbing & Gas",
        "Hilton Plumbing",
        "Tap Doctor Plumbing Perth",
        "Proud Plumbing and Gas",
        "Plumbdog",
        "Baywood Plumbing & Gas",
        "South Perth Plumbing",
        "Best Plumbing And Gas",
        "25 Hour Plumbing & Gas Services",
        "TPR Plumbing & Gas",
        "Perths Plumbing Professor",
        "Mr Blockage Plumbing & Gas"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "The Plumbing & Electrical Co.",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Wembley Plumbing & Gas",
        "No Probs Plumbing",
        "Ember Plumbing & Gas",
        "Hilton Plumbing",
        "Tap Doctor Plumbing Perth",
        "Proud Plumbing and Gas",
        "Plumbdog",
        "Baywood Plumbing & Gas",
        "South Perth Plumbing",
        "Best Plumbing And Gas",
        "25 Hour Plumbing & Gas Services",
        "TPR Plumbing & Gas",
        "Perths Plumbing Professor",
        "Mr Blockage Plumbing & Gas"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "The Plumbing & Electrical Co.",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Wembley Plumbing & Gas",
        "No Probs Plumbing",
        "Ember Plumbing & Gas",
        "Hilton Plumbing",
        "Tap Doctor Plumbing Perth",
        "Proud Plumbing and Gas",
        "Plumbdog",
        "Baywood Plumbing & Gas",
        "South Perth Plumbing",
        "Best Plumbing And Gas",
        "25 Hour Plumbing & Gas Services",
        "TPR Plumbing & Gas",
        "Perths Plumbing Professor",
        "Mr Blockage Plumbing & Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkNWVWOXJhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKbk9HZGtaMlpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk5tWm1Oekp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGN6QTJiVzB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0NE4yMW1PVGRrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFME0yNXFkbmh3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCclptWnRjbW8zGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-plumber-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A5",
      "prompt": "recommend a good plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "No Probs Plumbing",
        "Wembley Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Hilton Plumbing",
        "Proud Plumbing and Gas",
        "Tap Doctor Plumbing Perth",
        "Baywood Plumbing & Gas",
        "Plumbdog",
        "TPR Plumbing & Gas",
        "South Perth Plumbing",
        "25 Hour Plumbing & Gas Services",
        "Best Plumbing And Gas",
        "BMD Plumbing and Gas",
        "Perths Plumbing Professor",
        "Mr Blockage Plumbing & Gas",
        "Jewelbic Plumbing & Gas",
        "Plumbing Bros"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "No Probs Plumbing",
        "Wembley Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Hilton Plumbing",
        "Proud Plumbing and Gas",
        "Tap Doctor Plumbing Perth",
        "Baywood Plumbing & Gas",
        "Plumbdog",
        "TPR Plumbing & Gas",
        "South Perth Plumbing",
        "25 Hour Plumbing & Gas Services",
        "Best Plumbing And Gas",
        "BMD Plumbing and Gas",
        "Perths Plumbing Professor",
        "Mr Blockage Plumbing & Gas",
        "Jewelbic Plumbing & Gas",
        "Plumbing Bros"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "No Probs Plumbing",
        "Wembley Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Hilton Plumbing",
        "Proud Plumbing and Gas",
        "Tap Doctor Plumbing Perth",
        "Baywood Plumbing & Gas",
        "Plumbdog",
        "TPR Plumbing & Gas",
        "South Perth Plumbing",
        "25 Hour Plumbing & Gas Services",
        "Best Plumbing And Gas",
        "BMD Plumbing and Gas",
        "Perths Plumbing Professor",
        "Mr Blockage Plumbing & Gas",
        "Jewelbic Plumbing & Gas",
        "Plumbing Bros"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkNWVWOXJhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKbk9HZGtaMlpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk5tWm1Oekp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFME0yNXFkbmh3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0NE4yMW1PVGRrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGN6QTJiVzB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSb2JHTnVhM1J5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCclptWnRjbW8zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdGNuaHFZblowGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmVXZHJhbXgyGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-plumber-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A5",
      "prompt": "recommend a good plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1kjvun9/looking_for_a_reliable_plumber/",
        "https://www.reddit.com/r/perth/comments/1o5gv1v/is_there_a_plumber_in_perth_who_wont_rip_you_off/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-plumber-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A5",
      "prompt": "recommend a good plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly Recommended Local Plumbers"
      ],
      "brands_recommended": [
        "Highly Recommended Local Plumbers"
      ],
      "brand_order": [
        "Highly Recommended Local Plumbers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1keksei/plumber_recommendations/",
        "https://www.hiltonplumbing.com.au/?srsltid=AfmBOoqusQXVV3kJ4aOoyQ1BkGCEvGENNWtPTpiq4aqK__lFRtpNndZ1",
        "https://emberplumbingperth.com.au/",
        "https://superiorplumbing.net.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "hiltonplumbing.com.au",
        "emberplumbingperth.com.au",
        "superiorplumbing.net.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emberplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "superiorplumbing.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-plumber-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A5",
      "prompt": "recommend a good plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly Recommended Plumbers in Perth"
      ],
      "brands_recommended": [
        "Highly Recommended Plumbers in Perth"
      ],
      "brand_order": [
        "Highly Recommended Plumbers in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1o5gv1v/is_there_a_plumber_in_perth_who_wont_rip_you_off/",
        "https://www.reddit.com/r/perth/comments/1keksei/plumber_recommendations/",
        "https://www.hiltonplumbing.com.au/?srsltid=AfmBOool_DWF_35O3m5OVn4Z3hGCkgHTlbdG39dCv42YhMzNXcJm5UMU",
        "https://hipages.com.au/find/plumbers/wa/perth",
        "https://www.plumbdog.com.au/",
        "https://superiorplumbing.net.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "hiltonplumbing.com.au",
        "hipages.com.au",
        "plumbdog.com.au",
        "superiorplumbing.net.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "plumbdog.com.au",
          "class": "brand-source"
        },
        {
          "domain": "superiorplumbing.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-plumber-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A5",
      "prompt": "recommend a good plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonplumbing.com.au/?srsltid=AfmBOoqaQQ4-qItNoIOG22r-raXmle4S2lDcXYUF3mMn17_7FDaobVS1",
        "https://emberplumbingperth.com.au/",
        "https://superiorplumbing.net.au/",
        "https://hipages.com.au/article/how_much_does_a_plumber_cost"
      ],
      "cited_domains": [
        "hiltonplumbing.com.au",
        "emberplumbingperth.com.au",
        "superiorplumbing.net.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emberplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "superiorplumbing.net.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-plumber-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A5",
      "prompt": "recommend a good plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "Proud Plumbing and Gas",
        "Swan's Professional Plumbing",
        "The Plumbing & Electrical Co."
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "Proud Plumbing and Gas",
        "Swan's Professional Plumbing",
        "The Plumbing & Electrical Co."
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "Baywood Plumbing & Gas",
        "Proud Plumbing and Gas",
        "Swan's Professional Plumbing",
        "The Plumbing & Electrical Co."
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/plumber?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/wa?utm_source=chatgpt.com",
        "https://www.trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://threebestrated.com.au/plumbers-in-perth-wa?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/plumbers/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.houzz.com.au/professionals/plumbers/perth-08-au-probr0-bo~t_11943~r_2063523?utm_source=chatgpt.com",
        "https://plumbersden.com/plumber-directory/AU/perth-western-australia/?utm_source=chatgpt.com",
        "https://www.service.com.au/find/plumbers-gasfitters/perth-wa?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "hipages.com.au",
        "trustedtradiehub.com",
        "threebestrated.com.au",
        "productreview.com.au",
        "houzz.com.au",
        "plumbersden.com",
        "service.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "trustedtradiehub.com",
          "class": "directory"
        },
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "houzz.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbersden.com",
          "class": "third-party"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-plumber-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A5",
      "prompt": "recommend a good plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "TPR Plumbing & Gas",
        "Proud Plumbing and Gas",
        "Perth Plumbing Co",
        "Swan's Professional Plumbing",
        "No Probs Plumbing",
        "Plumbdog",
        "Exceed Plumbing & Gas Perth",
        "Tap Doctor Plumbing Perth",
        "O'Brien Plumbing",
        "G.X.R Plumbing & Gas"
      ],
      "brands_recommended": [
        "TPR Plumbing & Gas",
        "Proud Plumbing and Gas",
        "Perth Plumbing Co",
        "Swan's Professional Plumbing",
        "No Probs Plumbing",
        "Plumbdog",
        "Exceed Plumbing & Gas Perth",
        "Tap Doctor Plumbing Perth",
        "O'Brien Plumbing",
        "G.X.R Plumbing & Gas"
      ],
      "brand_order": [
        "TPR Plumbing & Gas",
        "Proud Plumbing and Gas",
        "Perth Plumbing Co",
        "Swan's Professional Plumbing",
        "No Probs Plumbing",
        "Plumbdog",
        "Exceed Plumbing & Gas Perth",
        "Tap Doctor Plumbing Perth",
        "O'Brien Plumbing",
        "G.X.R Plumbing & Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-plumber-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A5",
      "prompt": "recommend a good plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "No Probs Plumbing",
        "G.X.R Plumbing & Gas",
        "Perth Plumbing Co",
        "Proud Plumbing and Gas",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "Exceed Plumbing & Gas Perth",
        "O'Brien Plumbing",
        "South Perth Plumbing",
        "BG Plumbing & Gas Services Perth"
      ],
      "brands_recommended": [
        "No Probs Plumbing",
        "G.X.R Plumbing & Gas",
        "Perth Plumbing Co",
        "Proud Plumbing and Gas",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "Exceed Plumbing & Gas Perth",
        "O'Brien Plumbing",
        "South Perth Plumbing",
        "BG Plumbing & Gas Services Perth"
      ],
      "brand_order": [
        "No Probs Plumbing",
        "G.X.R Plumbing & Gas",
        "Perth Plumbing Co",
        "Proud Plumbing and Gas",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "Exceed Plumbing & Gas Perth",
        "O'Brien Plumbing",
        "South Perth Plumbing",
        "BG Plumbing & Gas Services Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-plumber-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A5",
      "prompt": "recommend a good plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-plumber-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A5",
      "prompt": "recommend a good plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hilton Plumbing",
        "Plumbdog",
        "Focuses on maintenance plumbing"
      ],
      "brands_recommended": [
        "Hilton Plumbing",
        "Plumbdog",
        "Focuses on maintenance plumbing"
      ],
      "brand_order": [
        "Hilton Plumbing",
        "Plumbdog",
        "Focuses on maintenance plumbing"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-plumber-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-A5",
      "prompt": "recommend a good plumber in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.plumbdog.com.au/?utm_source=gemini#:~:text=Your%20Local%20Plumbing%20Companion.%20Welcome%20to%20Plumbdog,Plumbers%20Perth%20a%20whistle%2C%20and%20we'll%20come!",
        "https://plumbingbros.com.au/perth/?utm_source=gemini#:~:text=Perth%20is%20where%20Plumbing%20Bros%20began%2C%20and,of%20the%20city's%20most%20trusted%20plumbing%20teams.",
        "https://plumbingbros.com.au/perth/?utm_source=gemini#:~:text=Perth%20is%20where%20Plumbing%20Bros%20began%2C%20and,of%20the%20city's%20most%20trusted%20plumbing%20teams.",
        "https://www.hiltonplumbing.com.au/?utm_source=gemini#:~:text=We've%20got%20it%20covered!%20Our%20plumbers%20always,in%20Perth%20with%201500%2B%205%20star%20reviews.",
        "https://www.hiltonplumbing.com.au/?utm_source=gemini#:~:text=No%20gimmicks%20and%20no%20costly%20mark%20ups,expertise%20and%20stock%20to%20meet%20your%20needs.",
        "https://www.plumbdog.com.au/?utm_source=gemini#:~:text=A%20Plumbdog%20is%20truly%20your%20best%20friend!,7-day%20same-day%20service%2C%20and%20no%20weekend%20surcharge.",
        "https://www.plumbdog.com.au/?utm_source=gemini#:~:text=Your%20Local%20Plumbing%20Companion.%20Welcome%20to%20Plumbdog,Plumbers%20Perth%20a%20whistle%2C%20and%20we'll%20come!"
      ],
      "cited_domains": [
        "plumbdog.com.au",
        "plumbingbros.com.au",
        "hiltonplumbing.com.au"
      ],
      "source_classes": [
        {
          "domain": "plumbdog.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbingbros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-plumber-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B1",
      "prompt": "emergency plumber Perth open now",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Plumbdog",
        "O'Brien Plumbing",
        "G.X.R Plumbing & Gas"
      ],
      "brands_recommended": [
        "Plumbdog",
        "O'Brien Plumbing",
        "G.X.R Plumbing & Gas"
      ],
      "brand_order": [
        "Plumbdog",
        "O'Brien Plumbing",
        "G.X.R Plumbing & Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-plumber-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B1",
      "prompt": "emergency plumber Perth open now",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Plumbdog",
        "Tap Doctor Plumbing Perth"
      ],
      "brands_recommended": [
        "Plumbdog",
        "Tap Doctor Plumbing Perth"
      ],
      "brand_order": [
        "Plumbdog",
        "Tap Doctor Plumbing Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-plumber-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B1",
      "prompt": "emergency plumber Perth open now",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Emergency plumbing perth",
        "Plumbdog",
        "23 Hour Plumbing",
        "Early Bird Plumbing and Gas"
      ],
      "brands_recommended": [
        "Emergency plumbing perth",
        "Plumbdog",
        "23 Hour Plumbing",
        "Early Bird Plumbing and Gas"
      ],
      "brand_order": [
        "Emergency plumbing perth",
        "Plumbdog",
        "23 Hour Plumbing",
        "Early Bird Plumbing and Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkeGJXUXpjM2c1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1pqSnJPV2QzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNU5qRndaR1kyGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-plumber-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B1",
      "prompt": "emergency plumber Perth open now",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-plumber-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B1",
      "prompt": "emergency plumber Perth open now",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-plumber-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B1",
      "prompt": "emergency plumber Perth open now",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-plumber-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B1",
      "prompt": "emergency plumber Perth open now",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbdog",
        "Perth First Plumbing",
        "After Hours Plumbing Perth",
        "HIFLO Plumbing & Gas",
        "Dorrington Plumbing"
      ],
      "brands_recommended": [
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbdog",
        "Perth First Plumbing",
        "After Hours Plumbing Perth",
        "HIFLO Plumbing & Gas",
        "Dorrington Plumbing"
      ],
      "brand_order": [
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbdog",
        "Perth First Plumbing",
        "After Hours Plumbing Perth",
        "HIFLO Plumbing & Gas",
        "Dorrington Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthfirstplumbing.com.au/services/emergency-plumbing/?utm_source=chatgpt.com",
        "https://www.hifloplumbingandgas.com.au/?utm_source=chatgpt.com",
        "https://www.yellowpages.com.au/perth-wa/plumbers?utm_source=chatgpt.com",
        "https://www.yellowpages.com.au/perth-wa-6000/plumbers?utm_source=chatgpt.com",
        "https://www.yellowpages.com.au/greater-perth-wa/plumbers?utm_source=chatgpt.com",
        "https://www.futureplumbingandgaswa.com.au/?utm_source=chatgpt.com",
        "https://www.wadash.com.au/?utm_source=chatgpt.com",
        "https://fixatap.com.au/find-a-plumber/directory-listing/wa/emergency-plumber-perth/?utm_source=chatgpt.com",
        "https://www.southlineplumbing.com.au/emergency-plumber-perth/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/247_emergency_plumbers/wa/perth?utm_source=chatgpt.com",
        "https://www.gaperry.com.au/emergency/emergency-plumber-perth/?utm_source=chatgpt.com",
        "https://plumbernearmeperth.com.au/?utm_source=chatgpt.com",
        "https://www.expandgroup.com.au/?utm_source=chatgpt.com",
        "https://signatureplumbing.com.au/?utm_source=chatgpt.com",
        "https://www.samedaytrades.com.au/perth/plumber?utm_source=chatgpt.com",
        "https://www.samedaytrades.com.au/?utm_source=chatgpt.com",
        "https://perthtechplumbing.com/?utm_source=chatgpt.com",
        "https://perthhotwatersystem.com.au/emergency-hot-water-repairs/?utm_source=chatgpt.com",
        "https://www.ateamplumbingandgas.com.au/?utm_source=chatgpt.com",
        "https://canningvaleplumbers.com.au/?utm_source=chatgpt.com",
        "https://emberplumbingperth.com.au/?utm_source=chatgpt.com",
        "https://plumbingbros.com.au/perth/?utm_source=chatgpt.com",
        "https://plumberswanview.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthfirstplumbing.com.au",
        "hifloplumbingandgas.com.au",
        "yellowpages.com.au",
        "futureplumbingandgaswa.com.au",
        "wadash.com.au",
        "fixatap.com.au",
        "southlineplumbing.com.au",
        "hipages.com.au",
        "gaperry.com.au",
        "plumbernearmeperth.com.au",
        "expandgroup.com.au",
        "signatureplumbing.com.au",
        "samedaytrades.com.au",
        "perthtechplumbing.com",
        "perthhotwatersystem.com.au",
        "ateamplumbingandgas.com.au",
        "canningvaleplumbers.com.au",
        "emberplumbingperth.com.au",
        "plumbingbros.com.au",
        "plumberswanview.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthfirstplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hifloplumbingandgas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "yellowpages.com.au",
          "class": "directory"
        },
        {
          "domain": "futureplumbingandgaswa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wadash.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fixatap.com.au",
          "class": "brand-source"
        },
        {
          "domain": "southlineplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "gaperry.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbernearmeperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "expandgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "signatureplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "samedaytrades.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthtechplumbing.com",
          "class": "third-party"
        },
        {
          "domain": "perthhotwatersystem.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ateamplumbingandgas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canningvaleplumbers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emberplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbingbros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumberswanview.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-plumber-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B1",
      "prompt": "emergency plumber Perth open now",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Tap Doctor Plumbing Perth",
        "Plumbing Bros",
        "Emergency plumbing perth",
        "Dorrington Plumbing, Gas & Electrical",
        "After Hours Plumbing Perth",
        "Perth First Plumbing",
        "Swan's Professional Plumbing",
        "Plumbdog",
        "Ember Plumbing & Gas",
        "TPR Plumbing & Gas",
        "Perths Plumbing Professor",
        "O'Brien Plumbing",
        "South Perth Plumbing",
        "No Probs Plumbing",
        "Dorrington Plumbing"
      ],
      "brands_recommended": [
        "Tap Doctor Plumbing Perth",
        "Plumbing Bros",
        "Emergency plumbing perth",
        "Dorrington Plumbing, Gas & Electrical",
        "After Hours Plumbing Perth",
        "Perth First Plumbing",
        "Swan's Professional Plumbing",
        "Plumbdog",
        "Ember Plumbing & Gas",
        "TPR Plumbing & Gas",
        "Perths Plumbing Professor",
        "O'Brien Plumbing",
        "South Perth Plumbing",
        "No Probs Plumbing",
        "Dorrington Plumbing"
      ],
      "brand_order": [
        "Tap Doctor Plumbing Perth",
        "Plumbing Bros",
        "Emergency plumbing perth",
        "Dorrington Plumbing, Gas & Electrical",
        "After Hours Plumbing Perth",
        "Perth First Plumbing",
        "Swan's Professional Plumbing",
        "Plumbdog",
        "Ember Plumbing & Gas",
        "TPR Plumbing & Gas",
        "Perths Plumbing Professor",
        "O'Brien Plumbing",
        "South Perth Plumbing",
        "No Probs Plumbing",
        "Dorrington Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.gaperry.com.au/emergency/emergency-plumber-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "gaperry.com.au"
      ],
      "source_classes": [
        {
          "domain": "gaperry.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-plumber-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B1",
      "prompt": "emergency plumber Perth open now",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Perth Plumbing Co",
        "Perth First Plumbing",
        "Plumbdog",
        "Dorrington Plumbing"
      ],
      "brands_recommended": [
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Perth Plumbing Co",
        "Perth First Plumbing",
        "Plumbdog",
        "Dorrington Plumbing"
      ],
      "brand_order": [
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Perth Plumbing Co",
        "Perth First Plumbing",
        "Plumbdog",
        "Dorrington Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthtechplumbing.com/?utm_source=chatgpt.com",
        "https://www.yellowpages.com.au/perth-wa-6000/plumbers?utm_source=chatgpt.com",
        "https://perthhotwatersystem.com.au/?utm_source=chatgpt.com",
        "https://plumbingbros.com.au/perth/?utm_source=chatgpt.com",
        "https://emergencyplumbingperth.com.au/?utm_source=chatgpt.com",
        "https://www.samedaytrades.com.au/perth/plumber?utm_source=chatgpt.com",
        "https://emberplumbingperth.com.au/?utm_source=chatgpt.com",
        "https://wilmacplumbing.com.au/?utm_source=chatgpt.com",
        "https://wilmacplumbing.com.au/plumber-carine/?utm_source=chatgpt.com",
        "https://harleysplumbing.com.au/?utm_source=chatgpt.com",
        "https://perthfirstplumbing.com.au/?utm_source=chatgpt.com",
        "https://www.perthplumbingco.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthtechplumbing.com",
        "yellowpages.com.au",
        "perthhotwatersystem.com.au",
        "plumbingbros.com.au",
        "emergencyplumbingperth.com.au",
        "samedaytrades.com.au",
        "emberplumbingperth.com.au",
        "wilmacplumbing.com.au",
        "harleysplumbing.com.au",
        "perthfirstplumbing.com.au",
        "perthplumbingco.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthtechplumbing.com",
          "class": "third-party"
        },
        {
          "domain": "yellowpages.com.au",
          "class": "directory"
        },
        {
          "domain": "perthhotwatersystem.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbingbros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emergencyplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "samedaytrades.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emberplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wilmacplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "harleysplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthfirstplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthplumbingco.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-plumber-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B1",
      "prompt": "emergency plumber Perth open now",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-plumber-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B1",
      "prompt": "emergency plumber Perth open now",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "O'Brien Plumbing",
        "G.X.R Plumbing & Gas"
      ],
      "brands_recommended": [
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "O'Brien Plumbing",
        "G.X.R Plumbing & Gas"
      ],
      "brand_order": [
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "O'Brien Plumbing",
        "G.X.R Plumbing & Gas"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-plumber-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B1",
      "prompt": "emergency plumber Perth open now",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "G.X.R Plumbing & Gas",
        "Plumbing Bros"
      ],
      "brands_recommended": [
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "G.X.R Plumbing & Gas",
        "Plumbing Bros"
      ],
      "brand_order": [
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "G.X.R Plumbing & Gas",
        "Plumbing Bros"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-plumber-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B2",
      "prompt": "best plumber in Perth for a blocked drain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Plumbed Right",
        "Mr Blockage Plumbing & Gas"
      ],
      "brands_recommended": [
        "Plumbed Right",
        "Mr Blockage Plumbing & Gas"
      ],
      "brand_order": [
        "Plumbed Right",
        "Mr Blockage Plumbing & Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.plumbedright.com.au/",
        "https://www.mrblockage.com.au/",
        "https://plumbedright.au/",
        "https://www.reddit.com/r/perth/comments/1iodqr9/best_blocked_drain_plumber_in_perth/",
        "https://www.reddit.com/r/perth/comments/1o234cm/blocked_drain_repair_plumber/",
        "https://www.reddit.com/r/perth/comments/1o5gv1v/is_there_a_plumber_in_perth_who_wont_rip_you_off/"
      ],
      "cited_domains": [
        "plumbedright.com.au",
        "mrblockage.com.au",
        "plumbedright.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "plumbedright.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrblockage.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbedright.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-plumber-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B2",
      "prompt": "best plumber in Perth for a blocked drain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Plumbed Right",
        "Hilton Plumbing"
      ],
      "brands_recommended": [
        "Plumbed Right",
        "Hilton Plumbing"
      ],
      "brand_order": [
        "Plumbed Right",
        "Hilton Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1iodqr9/best_blocked_drain_plumber_in_perth/",
        "https://www.hiltonplumbing.com.au/blocked-drains/",
        "https://www.mrblockage.com.au/",
        "https://www.plumbedright.com.au/"
      ],
      "cited_domains": [
        "reddit.com",
        "hiltonplumbing.com.au",
        "mrblockage.com.au",
        "plumbedright.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrblockage.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbedright.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-plumber-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B2",
      "prompt": "best plumber in Perth for a blocked drain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Blocked Drain Services",
        "BLOCKED DRAINS PERTH - Drain Cleaning Service",
        "Plumbed Right",
        "Mr Blockage Plumbing & Gas",
        "No Probs Plumbing",
        "Drains Plus",
        "The Drain Surgeon Plumbing and Gas",
        "Superior Plumbing Drainage & Gas",
        "G.X.R Plumbing & Gas",
        "Plumbdog",
        "Hydrosonic Leak Detection Service",
        "O'Brien Plumbing",
        "Perths Plumbing Professor",
        "Drains HQ",
        "Dorrington Plumbing, Gas & Electrical",
        "Taro Flow Plumbing",
        "Johnny Blue Plumbing",
        "Tap Doctor Plumbing Perth"
      ],
      "brands_recommended": [
        "Blocked Drain Services",
        "BLOCKED DRAINS PERTH - Drain Cleaning Service",
        "Plumbed Right",
        "Mr Blockage Plumbing & Gas",
        "No Probs Plumbing",
        "Drains Plus",
        "The Drain Surgeon Plumbing and Gas",
        "Superior Plumbing Drainage & Gas",
        "G.X.R Plumbing & Gas",
        "Plumbdog",
        "Hydrosonic Leak Detection Service",
        "O'Brien Plumbing",
        "Perths Plumbing Professor",
        "Drains HQ",
        "Dorrington Plumbing, Gas & Electrical",
        "Taro Flow Plumbing",
        "Johnny Blue Plumbing",
        "Tap Doctor Plumbing Perth"
      ],
      "brand_order": [
        "Blocked Drain Services",
        "BLOCKED DRAINS PERTH - Drain Cleaning Service",
        "Plumbed Right",
        "Mr Blockage Plumbing & Gas",
        "No Probs Plumbing",
        "Drains Plus",
        "The Drain Surgeon Plumbing and Gas",
        "Superior Plumbing Drainage & Gas",
        "G.X.R Plumbing & Gas",
        "Plumbdog",
        "Hydrosonic Leak Detection Service",
        "O'Brien Plumbing",
        "Perths Plumbing Professor",
        "Drains HQ",
        "Dorrington Plumbing, Gas & Electrical",
        "Taro Flow Plumbing",
        "Johnny Blue Plumbing",
        "Tap Doctor Plumbing Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1iodqr9/best_blocked_drain_plumber_in_perth/",
        "https://www.reddit.com/r/perth/comments/1o5gv1v/is_there_a_plumber_in_perth_who_wont_rip_you_off/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSZmVXMXpaSFJmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkM01YTjJOM2RmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoa2FtTm9ZalF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCclptWnRjbW8zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1OdWNUSXlibUkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZelh6aHlPWGRrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oclgzb3piSE0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdac09XZHFjemMyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNlluTTRObXcxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxeVh6bG1jSEEzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsaWFEaDZiamRqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-plumber-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B2",
      "prompt": "best plumber in Perth for a blocked drain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Plumbed Right"
      ],
      "brands_recommended": [
        "Plumbed Right"
      ],
      "brand_order": [
        "Plumbed Right"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1iodqr9/best_blocked_drain_plumber_in_perth/",
        "https://www.hiltonplumbing.com.au/blocked-drains/",
        "https://blockeddrainservices.com.au/",
        "https://www.plumbedright.com.au/",
        "https://proudplumbingandgas.com.au/blocked-drains-plumbing-repairs/"
      ],
      "cited_domains": [
        "reddit.com",
        "hiltonplumbing.com.au",
        "blockeddrainservices.com.au",
        "plumbedright.com.au",
        "proudplumbingandgas.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blockeddrainservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbedright.com.au",
          "class": "brand-source"
        },
        {
          "domain": "proudplumbingandgas.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-plumber-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B2",
      "prompt": "best plumber in Perth for a blocked drain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Plumbed Right"
      ],
      "brands_recommended": [
        "Plumbed Right"
      ],
      "brand_order": [
        "Plumbed Right"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1iodqr9/best_blocked_drain_plumber_in_perth/",
        "https://www.hiltonplumbing.com.au/blocked-drains/",
        "https://www.plumbedright.com.au/",
        "https://proudplumbingandgas.com.au/blocked-drains-plumbing-repairs/",
        "https://www.plumbdog.com.au/blocked-drains-perth/"
      ],
      "cited_domains": [
        "reddit.com",
        "hiltonplumbing.com.au",
        "plumbedright.com.au",
        "proudplumbingandgas.com.au",
        "plumbdog.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbedright.com.au",
          "class": "brand-source"
        },
        {
          "domain": "proudplumbingandgas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbdog.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-plumber-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B2",
      "prompt": "best plumber in Perth for a blocked drain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Plumbed Right"
      ],
      "brands_recommended": [
        "Plumbed Right"
      ],
      "brand_order": [
        "Plumbed Right"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1iodqr9/best_blocked_drain_plumber_in_perth/",
        "https://blockeddrainsperth.net.au/",
        "https://www.hiltonplumbing.com.au/blocked-drains/",
        "https://www.plumbedright.com.au/",
        "https://proudplumbingandgas.com.au/blocked-drains-plumbing-repairs/"
      ],
      "cited_domains": [
        "reddit.com",
        "blockeddrainsperth.net.au",
        "hiltonplumbing.com.au",
        "plumbedright.com.au",
        "proudplumbingandgas.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "blockeddrainsperth.net.au",
          "class": "brand-source"
        },
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbedright.com.au",
          "class": "brand-source"
        },
        {
          "domain": "proudplumbingandgas.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-plumber-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B2",
      "prompt": "best plumber in Perth for a blocked drain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Blocked Drain Services",
        "Plumbed Right",
        "Drains Plus",
        "BLOCKED DRAINS PERTH - Drain Cleaning Service",
        "Tap Doctor Plumbing Perth",
        "No Probs Plumbing",
        "Johnny Blue Plumbing",
        "Mr Blockage Plumbing & Gas",
        "BG Plumbing & Gas Services Perth",
        "O'Brien Plumbing",
        "G.X.R Plumbing & Gas",
        "Plumbdog",
        "Perth First Plumbing"
      ],
      "brands_recommended": [
        "Blocked Drain Services",
        "Plumbed Right",
        "Drains Plus",
        "BLOCKED DRAINS PERTH - Drain Cleaning Service",
        "Tap Doctor Plumbing Perth",
        "No Probs Plumbing",
        "Johnny Blue Plumbing",
        "Mr Blockage Plumbing & Gas",
        "BG Plumbing & Gas Services Perth",
        "O'Brien Plumbing",
        "G.X.R Plumbing & Gas",
        "Plumbdog",
        "Perth First Plumbing"
      ],
      "brand_order": [
        "Blocked Drain Services",
        "Plumbed Right",
        "Drains Plus",
        "BLOCKED DRAINS PERTH - Drain Cleaning Service",
        "Tap Doctor Plumbing Perth",
        "No Probs Plumbing",
        "Johnny Blue Plumbing",
        "Mr Blockage Plumbing & Gas",
        "BG Plumbing & Gas Services Perth",
        "O'Brien Plumbing",
        "G.X.R Plumbing & Gas",
        "Plumbdog",
        "Perth First Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1iodqr9/best_blocked_drain_plumber_in_perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers_drain_repairs/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reddit.com",
        "starworks.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-plumber-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B2",
      "prompt": "best plumber in Perth for a blocked drain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Blocked Drain Services",
        "Q Plumbing & Gas",
        "Plan Plumbing"
      ],
      "brands_recommended": [
        "Blocked Drain Services",
        "Q Plumbing & Gas",
        "Plan Plumbing"
      ],
      "brand_order": [
        "Blocked Drain Services",
        "Q Plumbing & Gas",
        "Plan Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/score/e1c9fdab-7908-4980-bdc0-7d27c77f5d67?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers_drain_repairs/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-plumber-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B2",
      "prompt": "best plumber in Perth for a blocked drain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Plumbed Right",
        "BLOCKED DRAINS PERTH - Drain Cleaning Service",
        "Blocked Drain Services",
        "Drains Plus",
        "Mr Blockage Plumbing & Gas",
        "I'd call Plumbed Right first",
        "Plumbed Right or BLOCKED DRAINS PERTH"
      ],
      "brands_recommended": [
        "Plumbed Right",
        "BLOCKED DRAINS PERTH - Drain Cleaning Service",
        "Blocked Drain Services",
        "Drains Plus",
        "Mr Blockage Plumbing & Gas",
        "I'd call Plumbed Right first",
        "Plumbed Right or BLOCKED DRAINS PERTH"
      ],
      "brand_order": [
        "Plumbed Right",
        "BLOCKED DRAINS PERTH - Drain Cleaning Service",
        "Blocked Drain Services",
        "Drains Plus",
        "Mr Blockage Plumbing & Gas",
        "I'd call Plumbed Right first",
        "Plumbed Right or BLOCKED DRAINS PERTH"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.plumbedright.com.au/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com",
        "https://www.service.com.au/find/blocked-drains/perth-wa?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers_drain_repairs/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/247_emergency_plumbers/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers_drain_repairs/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers_drain_repairs/wa/west_perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/plumber?utm_source=chatgpt.com",
        "https://www.obrien.com.au/members/plumbing-perth-cbd/services/blocked-drains-and-water-leaks/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/plumbers/l/western-australia_au?utm_source=chatgpt.com",
        "https://whotohire.com.au/business/blocked-drain-services-perth?utm_source=chatgpt.com",
        "https://www.frecksplumbingandgas.com.au/services/blocked-drains/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "plumbedright.com.au",
        "starworks.com.au",
        "service.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "obrien.com.au",
        "productreview.com.au",
        "whotohire.com.au",
        "frecksplumbingandgas.com.au"
      ],
      "source_classes": [
        {
          "domain": "plumbedright.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "obrien.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "whotohire.com.au",
          "class": "directory"
        },
        {
          "domain": "frecksplumbingandgas.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-plumber-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B2",
      "prompt": "best plumber in Perth for a blocked drain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.mrblockage.com.au/#:~:text=CAll%20NOW.%20FAMILY%20%7C%20TRUST%20%7C%20RELIABILITY.,number%2C%20you're%20part%20of%20our%20plumbing%20family.",
        "https://www.mrblockage.com.au/#:~:text=Call%20us%20today%20and%20let%20our%20team,the%20Perth%20metro%20area.%20*%20Reliable%20Workmanship.",
        "https://blockeddrainservices.com.au/#:~:text=About%20Us%20*%20Neil%20Jarvis%20began%20working,plumber%20in%20Perth%20over%2030%20years%20ago.",
        "https://www.drainmasterwa.au/#:~:text=We%20Unblock%20Toilets%20To%20Sewers%20North%20%26,Will%20Save%20You%20Money.%20SIGNS%20OF%20BLOCKAGES.",
        "https://binghamplumbing.com.au/blocked-drains-south-perth/#:~:text=Bingham%20Plumbing%20%26%20Gas%20has%20been%20serving,our%20reliable%20service%20reaches%20multiple%20local%20communities."
      ],
      "cited_domains": [
        "mrblockage.com.au",
        "blockeddrainservices.com.au",
        "drainmasterwa.au",
        "binghamplumbing.com.au"
      ],
      "source_classes": [
        {
          "domain": "mrblockage.com.au",
          "class": "brand-source"
        },
        {
          "domain": "blockeddrainservices.com.au",
          "class": "brand-source"
        },
        {
          "domain": "drainmasterwa.au",
          "class": "brand-source"
        },
        {
          "domain": "binghamplumbing.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-plumber-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B2",
      "prompt": "best plumber in Perth for a blocked drain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-plumber-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B2",
      "prompt": "best plumber in Perth for a blocked drain",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-plumber-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B3",
      "prompt": "affordable plumber Perth upfront pricing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Plumbdog",
        "G.X.R Plumbing & Gas"
      ],
      "brands_recommended": [
        "Plumbdog",
        "G.X.R Plumbing & Gas"
      ],
      "brand_order": [
        "Plumbdog",
        "G.X.R Plumbing & Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.plumbdog.com.au/",
        "https://emberplumbingperth.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg"
      ],
      "cited_domains": [
        "plumbdog.com.au",
        "emberplumbingperth.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "plumbdog.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emberplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-plumber-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B3",
      "prompt": "affordable plumber Perth upfront pricing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Plumbed Right"
      ],
      "brands_recommended": [
        "Plumbed Right"
      ],
      "brand_order": [
        "Plumbed Right"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://proudplumbingandgas.com.au/",
        "https://www.plumbdog.com.au/",
        "https://www.productreview.com.au/c/plumbers/l/western-australia_au",
        "https://www.reddit.com/r/perth/comments/1o5gv1v/is_there_a_plumber_in_perth_who_wont_rip_you_off/"
      ],
      "cited_domains": [
        "proudplumbingandgas.com.au",
        "plumbdog.com.au",
        "productreview.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "proudplumbingandgas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbdog.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-plumber-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B3",
      "prompt": "affordable plumber Perth upfront pricing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "Plumbdog",
        "No Probs Plumbing",
        "Upside Down",
        "O'Brien Plumbing",
        "Tap Doctor Plumbing Perth",
        "Plumbing Bros",
        "Ember Plumbing & Gas",
        "Perths Plumbing Professor",
        "The Plumbing & Electrical Co.",
        "Affordable Plumbing & Gas",
        "25 Hour Plumbing & Gas Services",
        "23 Hour Plumbing",
        "Mr Blockage Plumbing & Gas",
        "South Perth Plumbing",
        "Perth First Plumbing",
        "Customer Focused Plumbing and Gas",
        "SJB Plumbing & Gas"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "Plumbdog",
        "No Probs Plumbing",
        "Upside Down",
        "O'Brien Plumbing",
        "Tap Doctor Plumbing Perth",
        "Plumbing Bros",
        "Ember Plumbing & Gas",
        "Perths Plumbing Professor",
        "The Plumbing & Electrical Co.",
        "Affordable Plumbing & Gas",
        "25 Hour Plumbing & Gas Services",
        "23 Hour Plumbing",
        "Mr Blockage Plumbing & Gas",
        "South Perth Plumbing",
        "Perth First Plumbing",
        "Customer Focused Plumbing and Gas",
        "SJB Plumbing & Gas"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "Plumbdog",
        "No Probs Plumbing",
        "Upside Down",
        "O'Brien Plumbing",
        "Tap Doctor Plumbing Perth",
        "Plumbing Bros",
        "Ember Plumbing & Gas",
        "Perths Plumbing Professor",
        "The Plumbing & Electrical Co.",
        "Affordable Plumbing & Gas",
        "25 Hour Plumbing & Gas Services",
        "23 Hour Plumbing",
        "Mr Blockage Plumbing & Gas",
        "South Perth Plumbing",
        "Perth First Plumbing",
        "Customer Focused Plumbing and Gas",
        "SJB Plumbing & Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://gxrplumbing.com.au/",
        "https://www.plumbdog.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCa1puUnVjbkp5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmVXZHJhbXgyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMU4zTjRjWEZpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0NE4yMW1PVGRrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1pqSnJPV2QzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4eE0zaHpjbXRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCclptWnRjbW8zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsck5UQnllRFJ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMWNtMXhkRFV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eU9HUmlOalJ6GAo"
      ],
      "cited_domains": [
        "gxrplumbing.com.au",
        "plumbdog.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "gxrplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbdog.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-plumber-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B3",
      "prompt": "affordable plumber Perth upfront pricing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Plumbdog",
        "Plumbing Bros",
        "Ember Plumbing & Gas",
        "Hilton Plumbing",
        "G.X.R Plumbing & Gas",
        "Average Plumbing Costs in Perth",
        "Popular Perth Plumbers with Upfront Pricing"
      ],
      "brands_recommended": [
        "Plumbdog",
        "Plumbing Bros",
        "Ember Plumbing & Gas",
        "Hilton Plumbing",
        "G.X.R Plumbing & Gas",
        "Average Plumbing Costs in Perth",
        "Popular Perth Plumbers with Upfront Pricing"
      ],
      "brand_order": [
        "Plumbdog",
        "Plumbing Bros",
        "Ember Plumbing & Gas",
        "Hilton Plumbing",
        "G.X.R Plumbing & Gas",
        "Average Plumbing Costs in Perth",
        "Popular Perth Plumbers with Upfront Pricing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.plumbdog.com.au/",
        "https://proudplumbingandgas.com.au/",
        "https://plumbingbros.com.au/perth/",
        "https://www.reddit.com/r/perth/comments/1cypuia/looking_for_a_reasonable_plumber/",
        "https://emberplumbingperth.com.au/",
        "https://whatsthedamage.com.au/plumber-cost-perth/"
      ],
      "cited_domains": [
        "plumbdog.com.au",
        "proudplumbingandgas.com.au",
        "plumbingbros.com.au",
        "reddit.com",
        "emberplumbingperth.com.au",
        "whatsthedamage.com.au"
      ],
      "source_classes": [
        {
          "domain": "plumbdog.com.au",
          "class": "brand-source"
        },
        {
          "domain": "proudplumbingandgas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbingbros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "emberplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-plumber-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B3",
      "prompt": "affordable plumber Perth upfront pricing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-plumber-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B3",
      "prompt": "affordable plumber Perth upfront pricing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Average Plumbing Costs in Perth",
        "Recommended Perth Plumbers with Upfront Pricing"
      ],
      "brands_recommended": [
        "Average Plumbing Costs in Perth",
        "Recommended Perth Plumbers with Upfront Pricing"
      ],
      "brand_order": [
        "Average Plumbing Costs in Perth",
        "Recommended Perth Plumbers with Upfront Pricing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.sarrosplumbing.com.au/affordable-plumbers-perth/",
        "https://www.hiltonplumbing.com.au/",
        "https://www.samedaytrades.com.au/perth/plumber",
        "https://whatsthedamage.com.au/plumber-cost-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg"
      ],
      "cited_domains": [
        "sarrosplumbing.com.au",
        "hiltonplumbing.com.au",
        "samedaytrades.com.au",
        "whatsthedamage.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "sarrosplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "samedaytrades.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-plumber-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B3",
      "prompt": "affordable plumber Perth upfront pricing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Swan's Professional Plumbing",
        "The Plumbing & Electrical Co.",
        "Affordable Plumbing Perth",
        "Affordable Plumbing & Gas",
        "Plumbed Right",
        "No Probs Plumbing",
        "Plumb It Right",
        "Plumbdog",
        "Perths Plumbing Professor",
        "Tap Doctor Plumbing Perth",
        "G.X.R Plumbing & Gas",
        "South Perth Plumbing",
        "Ember Plumbing & Gas",
        "BG Plumbing & Gas Services Perth",
        "Plumbing Bros",
        "O'Brien Plumbing",
        "Perth suburb and the plumbing job"
      ],
      "brands_recommended": [
        "Swan's Professional Plumbing",
        "The Plumbing & Electrical Co.",
        "Affordable Plumbing Perth",
        "Affordable Plumbing & Gas",
        "Plumbed Right",
        "No Probs Plumbing",
        "Plumb It Right",
        "Plumbdog",
        "Perths Plumbing Professor",
        "Tap Doctor Plumbing Perth",
        "G.X.R Plumbing & Gas",
        "South Perth Plumbing",
        "Ember Plumbing & Gas",
        "BG Plumbing & Gas Services Perth",
        "Plumbing Bros",
        "O'Brien Plumbing",
        "Perth suburb and the plumbing job"
      ],
      "brand_order": [
        "Swan's Professional Plumbing",
        "The Plumbing & Electrical Co.",
        "Affordable Plumbing Perth",
        "Affordable Plumbing & Gas",
        "Plumbed Right",
        "No Probs Plumbing",
        "Plumb It Right",
        "Plumbdog",
        "Perths Plumbing Professor",
        "Tap Doctor Plumbing Perth",
        "G.X.R Plumbing & Gas",
        "South Perth Plumbing",
        "Ember Plumbing & Gas",
        "BG Plumbing & Gas Services Perth",
        "Plumbing Bros",
        "O'Brien Plumbing",
        "Perth suburb and the plumbing job"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.swansplumbing.com.au/plumbing-price-guide/?utm_source=chatgpt.com",
        "https://www.tpeco.com.au/plumbing?utm_source=chatgpt.com",
        "https://plumbitright.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "swansplumbing.com.au",
        "tpeco.com.au",
        "plumbitright.com.au"
      ],
      "source_classes": [
        {
          "domain": "swansplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tpeco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbitright.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-plumber-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B3",
      "prompt": "affordable plumber Perth upfront pricing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Plumbing & Electrical Co.",
        "Affordable Plumbing & Gas",
        "No Probs Plumbing",
        "Plumbdog",
        "Swan's Professional Plumbing",
        "Plumb It Right",
        "Plumbed Right",
        "Tap Doctor Plumbing Perth",
        "Perths Plumbing Professor",
        "Adaptable Plumbing",
        "Exceed Plumbing & Gas Perth"
      ],
      "brands_recommended": [
        "The Plumbing & Electrical Co.",
        "Affordable Plumbing & Gas",
        "No Probs Plumbing",
        "Plumbdog",
        "Swan's Professional Plumbing",
        "Plumb It Right",
        "Plumbed Right",
        "Tap Doctor Plumbing Perth",
        "Perths Plumbing Professor",
        "Adaptable Plumbing",
        "Exceed Plumbing & Gas Perth"
      ],
      "brand_order": [
        "The Plumbing & Electrical Co.",
        "Affordable Plumbing & Gas",
        "No Probs Plumbing",
        "Plumbdog",
        "Swan's Professional Plumbing",
        "Plumb It Right",
        "Plumbed Right",
        "Tap Doctor Plumbing Perth",
        "Perths Plumbing Professor",
        "Adaptable Plumbing",
        "Exceed Plumbing & Gas Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.tpeco.com.au/plumbing?utm_source=chatgpt.com",
        "https://www.tpeco.com.au/?utm_source=chatgpt.com",
        "https://www.swansplumbing.com.au/plumbing-price-guide/?utm_source=chatgpt.com",
        "https://plumbitright.com.au/?utm_source=chatgpt.com",
        "https://www.freeflo.com.au/home?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "tpeco.com.au",
        "swansplumbing.com.au",
        "plumbitright.com.au",
        "freeflo.com.au"
      ],
      "source_classes": [
        {
          "domain": "tpeco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "swansplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbitright.com.au",
          "class": "brand-source"
        },
        {
          "domain": "freeflo.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-plumber-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B3",
      "prompt": "affordable plumber Perth upfront pricing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "The Plumbing & Electrical Co.",
        "Affordable Plumbing & Gas",
        "G.X.R Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Plumbed Right",
        "Swan's Professional Plumbing",
        "Plumb It Right",
        "HIFLO Plumbing & Gas"
      ],
      "brands_recommended": [
        "The Plumbing & Electrical Co.",
        "Affordable Plumbing & Gas",
        "G.X.R Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Plumbed Right",
        "Swan's Professional Plumbing",
        "Plumb It Right",
        "HIFLO Plumbing & Gas"
      ],
      "brand_order": [
        "The Plumbing & Electrical Co.",
        "Affordable Plumbing & Gas",
        "G.X.R Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Plumbed Right",
        "Swan's Professional Plumbing",
        "Plumb It Right",
        "HIFLO Plumbing & Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.tpeco.com.au/?utm_source=chatgpt.com",
        "https://www.swansplumbing.com.au/plumbing-price-guide/?utm_source=chatgpt.com",
        "https://plumbitright.com.au/?utm_source=chatgpt.com",
        "https://www.hifloplumbingandgas.com.au/?utm_source=chatgpt.com",
        "https://signatureplumbing.com.au/?utm_source=chatgpt.com",
        "https://plumbitright.com.au/emergency-plumber-perth-cost-fixed-pricing/?utm_source=chatgpt.com",
        "https://www.freeflo.com.au/home?utm_source=chatgpt.com",
        "https://papasplumbingandgas.com.au/?utm_source=chatgpt.com",
        "https://www.solusplumbing.com.au/wa/plumbing-services-perth/?utm_source=chatgpt.com",
        "https://liquidforceplumbing.com.au/?utm_source=chatgpt.com",
        "https://www.adaptableplumbing.com.au/price/?utm_source=chatgpt.com",
        "https://plumberhighgate.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "tpeco.com.au",
        "swansplumbing.com.au",
        "plumbitright.com.au",
        "hifloplumbingandgas.com.au",
        "signatureplumbing.com.au",
        "freeflo.com.au",
        "papasplumbingandgas.com.au",
        "solusplumbing.com.au",
        "liquidforceplumbing.com.au",
        "adaptableplumbing.com.au",
        "plumberhighgate.com.au"
      ],
      "source_classes": [
        {
          "domain": "tpeco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "swansplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbitright.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hifloplumbingandgas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "signatureplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "freeflo.com.au",
          "class": "brand-source"
        },
        {
          "domain": "papasplumbingandgas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solusplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "liquidforceplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "adaptableplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumberhighgate.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-plumber-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B3",
      "prompt": "affordable plumber Perth upfront pricing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Proud Plumbing and Gas",
        "A2Z Plumbing",
        "Plumbforce WA",
        "Baywood Plumbing & Gas"
      ],
      "brands_recommended": [
        "Proud Plumbing and Gas",
        "A2Z Plumbing",
        "Plumbforce WA",
        "Baywood Plumbing & Gas"
      ],
      "brand_order": [
        "Proud Plumbing and Gas",
        "A2Z Plumbing",
        "Plumbforce WA",
        "Baywood Plumbing & Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://a2zplumbing.com.au/rates/#:~:text=We%20provide%20upfront%20quotes%20on%20all%20work,provide%20you%20with%20details%20of%20the%20problem.",
        "https://a2zplumbing.com.au/rates/#:~:text=We%20do%20not%20charge%20a%20call%20out,you%20a%20courtesy%20call%20prior%20to%20arrival.",
        "https://proudplumbingandgas.com.au/#:~:text=Plumber%20Perth%20%7C%20%240%20Call%20Out%20Fee,Fixed%20Pricing.%20*%20%240%20Call%20Out%20Fee.",
        "https://proudplumbingandgas.com.au/#:~:text=Costs%20for%20Perth%20plumbers%20vary%20depending%20on,fees%E2%80%94get%20in%20touch%20for%20a%20tailored%20quote.",
        "https://a2zplumbing.com.au/rates/#:~:text=We%20provide%20upfront%20quotes%20on%20all%20work,provide%20you%20with%20details%20of%20the%20problem.",
        "https://plumbforcewa.com.au/reviews#:~:text=What%20Our%20Customers%20Say.%20Trusted%20by%20homeowners,again.%22%20KT.%20Kane%20Thompson%20Joondalup.%20Google%20Review."
      ],
      "cited_domains": [
        "a2zplumbing.com.au",
        "proudplumbingandgas.com.au",
        "plumbforcewa.com.au"
      ],
      "source_classes": [
        {
          "domain": "a2zplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "proudplumbingandgas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbforcewa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-plumber-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B3",
      "prompt": "affordable plumber Perth upfront pricing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Plumbing Bros",
        "Swan's Professional Plumbing",
        "A2Z Plumbing"
      ],
      "brands_recommended": [
        "Plumbing Bros",
        "Swan's Professional Plumbing",
        "A2Z Plumbing"
      ],
      "brand_order": [
        "Plumbing Bros",
        "Swan's Professional Plumbing",
        "A2Z Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://plumbingbros.com.au/perth/",
        "https://whatsthedamage.com.au/plumber-cost-perth/#:~:text=%2B3.4%25%20Plumber%20costs%20in%20Perth%20are%20up,on%20how%20to%20get%20the%20best%20deal.",
        "https://plumbingbros.com.au/perth/#:~:text=Looking%20for%20a%20plumber%20in%20Perth%20you,no%20call-out%20fees%20and%20free%2C%20upfront%20quotes.",
        "https://plumbingbros.com.au/perth/#:~:text=Perth%20is%20where%20Plumbing%20Bros%20began%2C%20and,of%20the%20city's%20most%20trusted%20plumbing%20teams.",
        "https://www.swansplumbing.com.au/plumbing-price-guide/#:~:text=Free%20Quotes%2C%20Every%20Time.%20At%20Swan's%20Professional,we%20start.%20No%20hidden%20surprises%2C%20no%20pressure.",
        "https://www.swansplumbing.com.au/plumbing-price-guide/#:~:text=Free%20Quotes%2C%20Every%20Time.%20At%20Swan's%20Professional,we%20start.%20No%20hidden%20surprises%2C%20no%20pressure.",
        "https://a2zplumbing.com.au/rates/#:~:text=We%20do%20not%20charge%20a%20call%20out,you%20a%20courtesy%20call%20prior%20to%20arrival.",
        "https://a2zplumbing.com.au/rates/#:~:text=For%20non-urgent%20call%20outs%2C%20we%20will%20arrange,much%20a%20job%20is%20going%20to%20cost.",
        "https://westplumb.com.au/pricing/#:~:text=Pricing%20Approach.%20At%20Westplumb%2C%20we%20maintain%20a,for%20all%20your%20plumbing%20needs.%20Pricing%20plan.",
        "https://whatsthedamage.com.au/plumber-cost-perth/#:~:text=Prices%20vary%20based%20on%20the%20specific%20job%2C,%2484%E2%80%93%24210%20%2Fhr%2C%20with%20most%20averaging%20%24125%20%2Fhr.",
        "https://whatsthedamage.com.au/plumber-cost-perth/#:~:text=Quick%20answerPlumber%20in%20Perth%20costs%20%2484%E2%80%93%24210%20%2Fhr%2C,(standard)%20%7C%20%24160per%20job%20%7C%20%24295%20%7C",
        "https://whatsthedamage.com.au/plumber-cost-perth/",
        "https://whatsthedamage.com.au/plumber-cost-perth/#:~:text=Quick%20answerPlumber%20in%20Perth%20costs%20%2484%E2%80%93%24210%20%2Fhr%2C,(standard)%20%7C%20%24160per%20job%20%7C%20%24295%20%7C",
        "https://whatsthedamage.com.au/plumber-cost-perth/#:~:text=How%20to%20Save%20Money%20on%20Plumber%20in,one%20visit%20to%20save%20on%20call-out%20fees.",
        "https://a2zplumbing.com.au/rates/#:~:text=We%20do%20not%20charge%20a%20call%20out,you%20a%20courtesy%20call%20prior%20to%20arrival.",
        "https://whatsthedamage.com.au/plumber-cost-perth/#:~:text=How%20to%20Save%20Money%20on%20Plumber%20in,one%20visit%20to%20save%20on%20call-out%20fees."
      ],
      "cited_domains": [
        "plumbingbros.com.au",
        "whatsthedamage.com.au",
        "swansplumbing.com.au",
        "a2zplumbing.com.au",
        "westplumb.com.au"
      ],
      "source_classes": [
        {
          "domain": "plumbingbros.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "swansplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "a2zplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westplumb.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-plumber-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B3",
      "prompt": "affordable plumber Perth upfront pricing",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://plumbitright.com.au/emergency-plumber-perth-cost-fixed-pricing/?utm_source=gemini#:~:text=Fixed%20pricing%20means%20you're%20quoted%20a%20set,pipes%2C%20blocked%20drains%2C%20and%20hot%20water%20failures.",
        "https://plumbitright.com.au/emergency-plumber-perth-cost-fixed-pricing/?utm_source=gemini#:~:text=Plumb%20It%20Right%20uses%20fixed%20pricing%20with,hourly%20rate%20surprises%20added%20after%20the%20fact.",
        "https://www.plumbdog.com.au/?utm_source=gemini#:~:text=If%20you%20go%20ahead%20with%20the%20works,started%20same-day.%20No%20weekend%20surcharges.%20No%20pressure.",
        "https://www.plumbdog.com.au/?utm_source=gemini#:~:text=A%20Plumbdog%20is%20truly%20your%20best%20friend!,7-day%20same-day%20service%2C%20and%20no%20weekend%20surcharge.",
        "https://plumbitright.com.au/emergency-plumber-perth-cost-fixed-pricing/?utm_source=gemini#:~:text=Plumb%20It%20Right%20charges%20no%20callout%20fee,of%20Jobs%20Count%20as%20a%20Plumbing%20Emergency%3F",
        "https://www.sarrosplumbing.com.au/affordable-plumbers-perth/?utm_source=gemini#:~:text=We're%20so%20confident%20that%20our%20quality%20workmanship,Best%20Price%20Guarantee%20can%20be%20found%20below.",
        "https://emberplumbingperth.com.au/services/?utm_source=gemini#:~:text=Ember%20Plumbing%20and%20Gas%20is%20proud%20to,hour.%20More%20information%20can%20be%20found%20here.",
        "https://proudplumbingandgas.com.au/?utm_source=gemini"
      ],
      "cited_domains": [
        "plumbitright.com.au",
        "plumbdog.com.au",
        "sarrosplumbing.com.au",
        "emberplumbingperth.com.au",
        "proudplumbingandgas.com.au"
      ],
      "source_classes": [
        {
          "domain": "plumbitright.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbdog.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sarrosplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emberplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "proudplumbingandgas.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-plumber-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B4",
      "prompt": "best hot water system plumber in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Ember Plumbing & Gas",
        "Swan's Professional Plumbing",
        "Plumbtech Plumbing",
        "Plumbdog",
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Hilton Plumbing",
        "G.X.R Plumbing & Gas",
        "No Probs Plumbing",
        "Wembley Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "Perths Plumbing Professor",
        "Hydrosonic Leak Detection Service",
        "Pacer Plumbing & Gas",
        "Mr Blockage Plumbing & Gas",
        "Plumbing Bros",
        "O'Brien Plumbing",
        "Urban Hot Water, Plumbing and Gas",
        "Mackie Plumbing and Gas"
      ],
      "brands_recommended": [
        "Ember Plumbing & Gas",
        "Swan's Professional Plumbing",
        "Plumbtech Plumbing",
        "Plumbdog",
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Hilton Plumbing",
        "G.X.R Plumbing & Gas",
        "No Probs Plumbing",
        "Wembley Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "Perths Plumbing Professor",
        "Hydrosonic Leak Detection Service",
        "Pacer Plumbing & Gas",
        "Mr Blockage Plumbing & Gas",
        "Plumbing Bros",
        "O'Brien Plumbing",
        "Urban Hot Water, Plumbing and Gas",
        "Mackie Plumbing and Gas"
      ],
      "brand_order": [
        "Ember Plumbing & Gas",
        "Swan's Professional Plumbing",
        "Plumbtech Plumbing",
        "Plumbdog",
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Hilton Plumbing",
        "G.X.R Plumbing & Gas",
        "No Probs Plumbing",
        "Wembley Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "Perths Plumbing Professor",
        "Hydrosonic Leak Detection Service",
        "Pacer Plumbing & Gas",
        "Mr Blockage Plumbing & Gas",
        "Plumbing Bros",
        "O'Brien Plumbing",
        "Urban Hot Water, Plumbing and Gas",
        "Mackie Plumbing and Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNE5YQjJlRzAxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkNWVWOXJhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdac09XZHFjemMyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdWJEUTNibkJ1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCclptWnRjbW8zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmVXZHJhbXgyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk5qa3lOMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNmREQmZYMk4wGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-plumber-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B4",
      "prompt": "best hot water system plumber in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Ember Plumbing & Gas",
        "Swan's Professional Plumbing",
        "The Plumbing & Electrical Co.",
        "G.X.R Plumbing & Gas",
        "No Probs Plumbing",
        "Wembley Plumbing & Gas",
        "Hilton Plumbing",
        "Plumbtech Plumbing",
        "O'Brien Plumbing",
        "Plumbdog",
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbing Bros",
        "Link Plumbing and Gas Service",
        "Perths Plumbing Professor",
        "Hydrosonic Leak Detection Service",
        "Pacer Plumbing & Gas",
        "Mr Blockage Plumbing & Gas",
        "Urban Hot Water, Plumbing and Gas"
      ],
      "brands_recommended": [
        "Ember Plumbing & Gas",
        "Swan's Professional Plumbing",
        "The Plumbing & Electrical Co.",
        "G.X.R Plumbing & Gas",
        "No Probs Plumbing",
        "Wembley Plumbing & Gas",
        "Hilton Plumbing",
        "Plumbtech Plumbing",
        "O'Brien Plumbing",
        "Plumbdog",
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbing Bros",
        "Link Plumbing and Gas Service",
        "Perths Plumbing Professor",
        "Hydrosonic Leak Detection Service",
        "Pacer Plumbing & Gas",
        "Mr Blockage Plumbing & Gas",
        "Urban Hot Water, Plumbing and Gas"
      ],
      "brand_order": [
        "Ember Plumbing & Gas",
        "Swan's Professional Plumbing",
        "The Plumbing & Electrical Co.",
        "G.X.R Plumbing & Gas",
        "No Probs Plumbing",
        "Wembley Plumbing & Gas",
        "Hilton Plumbing",
        "Plumbtech Plumbing",
        "O'Brien Plumbing",
        "Plumbdog",
        "Tap Doctor Plumbing Perth",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbing Bros",
        "Link Plumbing and Gas Service",
        "Perths Plumbing Professor",
        "Hydrosonic Leak Detection Service",
        "Pacer Plumbing & Gas",
        "Mr Blockage Plumbing & Gas",
        "Urban Hot Water, Plumbing and Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkNWVWOXJhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNE5YQjJlRzAxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmVXZHJhbXgyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRnJObWMzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdac09XZHFjemMyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdWJEUTNibkJ1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCclptWnRjbW8zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk5qa3lOMmRyGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-plumber-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B4",
      "prompt": "best hot water system plumber in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Ember Plumbing & Gas",
        "Swan's Professional Plumbing",
        "Plumbtech Plumbing",
        "Plumbdog",
        "No Probs Plumbing",
        "G.X.R Plumbing & Gas",
        "Tap Doctor Plumbing Perth",
        "Hilton Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbing Bros",
        "Wembley Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Perths Plumbing Professor",
        "Pacer Plumbing & Gas",
        "Hydrosonic Leak Detection Service",
        "Urban Hot Water, Plumbing and Gas",
        "South Perth Plumbing",
        "Link Plumbing and Gas Service",
        "Mackie Plumbing and Gas",
        "Customer Focused Plumbing and Gas"
      ],
      "brands_recommended": [
        "Ember Plumbing & Gas",
        "Swan's Professional Plumbing",
        "Plumbtech Plumbing",
        "Plumbdog",
        "No Probs Plumbing",
        "G.X.R Plumbing & Gas",
        "Tap Doctor Plumbing Perth",
        "Hilton Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbing Bros",
        "Wembley Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Perths Plumbing Professor",
        "Pacer Plumbing & Gas",
        "Hydrosonic Leak Detection Service",
        "Urban Hot Water, Plumbing and Gas",
        "South Perth Plumbing",
        "Link Plumbing and Gas Service",
        "Mackie Plumbing and Gas",
        "Customer Focused Plumbing and Gas"
      ],
      "brand_order": [
        "Ember Plumbing & Gas",
        "Swan's Professional Plumbing",
        "Plumbtech Plumbing",
        "Plumbdog",
        "No Probs Plumbing",
        "G.X.R Plumbing & Gas",
        "Tap Doctor Plumbing Perth",
        "Hilton Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Plumbing Bros",
        "Wembley Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Perths Plumbing Professor",
        "Pacer Plumbing & Gas",
        "Hydrosonic Leak Detection Service",
        "Urban Hot Water, Plumbing and Gas",
        "South Perth Plumbing",
        "Link Plumbing and Gas Service",
        "Mackie Plumbing and Gas",
        "Customer Focused Plumbing and Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNE5YQjJlRzAxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkNWVWOXJhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmVXZHJhbXgyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdWJEUTNibkJ1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdac09XZHFjemMyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk5qa3lOMmRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMU5YRnJObWMzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNmREQmZYMk4wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMWNtMXhkRFV4GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-plumber-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B4",
      "prompt": "best hot water system plumber in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Proud Plumbing and Gas",
        "Hilton Plumbing"
      ],
      "brands_recommended": [
        "Proud Plumbing and Gas",
        "Hilton Plumbing"
      ],
      "brand_order": [
        "Proud Plumbing and Gas",
        "Hilton Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonplumbing.com.au/hot-water-systems/",
        "https://emberplumbingperth.com.au/hot-water-systems-perth/rheem-hot-water-systems/",
        "https://emberplumbingperth.com.au/",
        "https://austwestplumbing.com.au/top-4-best-hot-water-systems-in-perth-you-can-choose-right-plumber-ner-me/",
        "https://proudplumbingandgas.com.au/hot-water-systems-repair-service-installation/"
      ],
      "cited_domains": [
        "hiltonplumbing.com.au",
        "emberplumbingperth.com.au",
        "austwestplumbing.com.au",
        "proudplumbingandgas.com.au"
      ],
      "source_classes": [
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emberplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "austwestplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "proudplumbingandgas.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-plumber-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B4",
      "prompt": "best hot water system plumber in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Proud Plumbing and Gas"
      ],
      "brands_recommended": [
        "Proud Plumbing and Gas"
      ],
      "brand_order": [
        "Proud Plumbing and Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://emberplumbingperth.com.au/hot-water-systems-perth/rheem-hot-water-systems/",
        "https://www.hiltonplumbing.com.au/hot-water-systems/",
        "https://emberplumbingperth.com.au/",
        "https://austwestplumbing.com.au/top-4-best-hot-water-systems-in-perth-you-can-choose-right-plumber-ner-me/",
        "https://proudplumbingandgas.com.au/hot-water-systems-repair-service-installation/"
      ],
      "cited_domains": [
        "emberplumbingperth.com.au",
        "hiltonplumbing.com.au",
        "austwestplumbing.com.au",
        "proudplumbingandgas.com.au"
      ],
      "source_classes": [
        {
          "domain": "emberplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "austwestplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "proudplumbingandgas.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-plumber-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B4",
      "prompt": "best hot water system plumber in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-plumber-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B4",
      "prompt": "best hot water system plumber in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Swerve's Hot Water, Plumbing & Gas",
        "Perth Hot Water Man",
        "Ember Plumbing & Gas",
        "Perth Plumbing Co",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "Hydrosonic Leak Detection Service",
        "Plumbtech Plumbing",
        "Same Day Hot Water Service",
        "GA PERRY Plumbing"
      ],
      "brands_recommended": [
        "Swerve's Hot Water, Plumbing & Gas",
        "Perth Hot Water Man",
        "Ember Plumbing & Gas",
        "Perth Plumbing Co",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "Hydrosonic Leak Detection Service",
        "Plumbtech Plumbing",
        "Same Day Hot Water Service",
        "GA PERRY Plumbing"
      ],
      "brand_order": [
        "Swerve's Hot Water, Plumbing & Gas",
        "Perth Hot Water Man",
        "Ember Plumbing & Gas",
        "Perth Plumbing Co",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "Hydrosonic Leak Detection Service",
        "Plumbtech Plumbing",
        "Same Day Hot Water Service",
        "GA PERRY Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://hipages.com.au/find/hot_water_systems/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/heat_pumps/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-plumber-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B4",
      "prompt": "best hot water system plumber in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Ecoheat Energy | Heat Pumps Perth WA",
        "Perth Hot Water Man",
        "Water Force Plumbing and Gas",
        "Ember Plumbing & Gas",
        "BG Plumbing & Gas Services Perth",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "Plumbing Bros",
        "Same Day Hot Water Service",
        "GA PERRY Plumbing"
      ],
      "brands_recommended": [
        "Ecoheat Energy | Heat Pumps Perth WA",
        "Perth Hot Water Man",
        "Water Force Plumbing and Gas",
        "Ember Plumbing & Gas",
        "BG Plumbing & Gas Services Perth",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "Plumbing Bros",
        "Same Day Hot Water Service",
        "GA PERRY Plumbing"
      ],
      "brand_order": [
        "Ecoheat Energy | Heat Pumps Perth WA",
        "Perth Hot Water Man",
        "Water Force Plumbing and Gas",
        "Ember Plumbing & Gas",
        "BG Plumbing & Gas Services Perth",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "Plumbing Bros",
        "Same Day Hot Water Service",
        "GA PERRY Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://hipages.com.au/find/hot_water_systems/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-plumber-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B4",
      "prompt": "best hot water system plumber in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Ecoheat Energy | Heat Pumps Perth WA",
        "My Plumber WA",
        "Ember Plumbing & Gas",
        "Perth Plumbing Co",
        "O'Brien Plumbing",
        "Same Day Hot Water Service"
      ],
      "brands_recommended": [
        "Ecoheat Energy | Heat Pumps Perth WA",
        "My Plumber WA",
        "Ember Plumbing & Gas",
        "Perth Plumbing Co",
        "O'Brien Plumbing",
        "Same Day Hot Water Service"
      ],
      "brand_order": [
        "Ecoheat Energy | Heat Pumps Perth WA",
        "My Plumber WA",
        "Ember Plumbing & Gas",
        "Perth Plumbing Co",
        "O'Brien Plumbing",
        "Same Day Hot Water Service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.obrien.com.au/members/plumbing-perth-cbd/services/hot-water-systems/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/hot_water_systems/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/hot_water_systems/perth_inner_southern_suburbs_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/hot_water_systems/perth_southern_suburbs_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/hot_water_systems/wa/success?utm_source=chatgpt.com",
        "https://hipages.com.au/find/hot_water_systems/wa/kelmscott?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com",
        "https://www.kalamundaplumbing.com.au/?utm_source=chatgpt.com",
        "https://perthhotwatersystem.com.au/?utm_source=chatgpt.com",
        "https://perthhotwatersystem.com.au/hot-water-system-installation/?utm_source=chatgpt.com",
        "https://www.frecksplumbingandgas.com.au/services/hot-water/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/hot-water-professionals?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "obrien.com.au",
        "hipages.com.au",
        "starworks.com.au",
        "kalamundaplumbing.com.au",
        "perthhotwatersystem.com.au",
        "frecksplumbingandgas.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "obrien.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "kalamundaplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthhotwatersystem.com.au",
          "class": "brand-source"
        },
        {
          "domain": "frecksplumbingandgas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-plumber-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B4",
      "prompt": "best hot water system plumber in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonplumbing.com.au/#:~:text=%E2%98%85%E2%98%85%E2%98%85%E2%98%85%E2%98%85%20Jul%202023.%20Hilton%20Plumbing%20responded%20to,no%20time.%20Jo-Ann%20Whalley.%20%E2%98%85%E2%98%85%E2%98%85%E2%98%85%E2%98%85%20Jan%202023.",
        "https://www.hiltonplumbing.com.au/#:~:text=Perth's%20number%20one%20supplier%20of%20Hot%20Water,that%20we%20offer%20a%20lowest%20price%20guarantee.",
        "https://www.hiltonplumbing.com.au/#:~:text=Perth's%20number%20one%20supplier%20of%20Hot%20Water,that%20we%20offer%20a%20lowest%20price%20guarantee.",
        "https://www.sarrosplumbing.com.au/hot-water-systems-perth/#:~:text=Perth's%20Favourite%20Hot%20Water%20Experts!%20When%20your,Water%20Cranking%20Today!%20(08)%209226%207900BOOK%20NOW.",
        "https://www.sarrosplumbing.com.au/hot-water-systems-perth/#:~:text=Available%20Hot%20Water%20Systems.%20Sarros%20Plumbing%20supplies,trusted%20hot%20water%20system%20brands%2C%20including%20these%3A",
        "https://www.southlineplumbing.com.au/hot-water-systems/#:~:text=Get%20a%20free%20quote%20for%20all%20your,camera%20inspection%20technology.%20Taps%20%26%20Leak%20Detection.",
        "https://www.southlineplumbing.com.au/hot-water-systems/#:~:text=Does%20Southline%20Plumbing%20%26%20Gas%20supply%20and,needs%20of%20our%20residential%20and%20commercial%20clients.",
        "https://www.hiltonplumbing.com.au/#:~:text=%E2%98%85%E2%98%85%E2%98%85%E2%98%85%E2%98%85%20Jan%202023.%20Brian%20was%20great%2C%20arrived,having%20a%20hot%20shower%20tonight!!%20Tracey%20Goor."
      ],
      "cited_domains": [
        "hiltonplumbing.com.au",
        "sarrosplumbing.com.au",
        "southlineplumbing.com.au"
      ],
      "source_classes": [
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sarrosplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "southlineplumbing.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-plumber-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B4",
      "prompt": "best hot water system plumber in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonplumbing.com.au/#:~:text=%E2%98%85%E2%98%85%E2%98%85%E2%98%85%E2%98%85%20Jan%202023.%20Rang%20Hilton%20Plumbing%20for,options%20to%20suit.%20Highly%20recommend.%20Garrick%20McCamey.",
        "https://www.hiltonplumbing.com.au/#:~:text=We%20won't%20rip%20you%20off%2C%20we%20don't,plumber%20now%3F%20Make%20a%20booking.%20First%20Name.",
        "https://www.hiltonplumbing.com.au/#:~:text=We've%20got%20it%20covered!%20Our%20plumbers%20always,in%20Perth%20with%201500%2B%205%20star%20reviews.",
        "https://www.hiltonplumbing.com.au/#:~:text=Would%20definitely%20recommend%20Hilton%20Plumbing%20to%20anyone,Will%20definitely%20use%20them%20again.%20Garrick%20McCamey.",
        "https://emberplumbingperth.com.au/",
        "https://emberplumbingperth.com.au/#:~:text=Ember%20Plumbing%20and%20Gas%20are%20Perth%20plumbers,are%20completed%20professionally%20and%20reliably%2C%20every%20time.",
        "https://emberplumbingperth.com.au/#:~:text=Perth's%20Most%20Popular%20Hot%20Water%20Systems%20*,for%20money.%20High.%20%2B%207%20year%20warranty.",
        "https://hipages.com.au/find/hot_water_systems/wa/perth#:~:text=I%20would%20highly%20recommend%20Mohsen%20to%20anyone,*%20Competitive%20Quotes.%20*%20Quality%20Workmanship%20Guaranteed.",
        "https://www.yellowpages.com.au/perth-wa-6000/hot-water-systems#:~:text=From%20Business%3A%20A%20member%20of%20the%20Master,3.4.%20(5)%2031%20Years.%207%20Years%20with.",
        "https://www.yellowpages.com.au/perth-wa-6000/hot-water-systems#:~:text=Royalty%20Plumbing%2C%20Gas%20%26%20Electrical.%20Hot%20Water,Quote%20CallVisit%20Website.%20*%20The%20Tap%20Doctor."
      ],
      "cited_domains": [
        "hiltonplumbing.com.au",
        "emberplumbingperth.com.au",
        "hipages.com.au",
        "yellowpages.com.au"
      ],
      "source_classes": [
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emberplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "yellowpages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-plumber-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B4",
      "prompt": "best hot water system plumber in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Ember Plumbing & Gas",
        "Sarros Plumbing",
        "Baywood Plumbing & Gas"
      ],
      "brands_recommended": [
        "Ember Plumbing & Gas",
        "Sarros Plumbing",
        "Baywood Plumbing & Gas"
      ],
      "brand_order": [
        "Ember Plumbing & Gas",
        "Sarros Plumbing",
        "Baywood Plumbing & Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://emberplumbingperth.com.au/reviews/#:~:text=Ember%20Plumbing%20and%20Gas%20is%20Perth's%20local,the%20highest%20quality%20service.%20About%20Ember%20%2B",
        "https://emberplumbingperth.com.au/#:~:text=We're%20award-winning%2C%20locally%20owned%20%26%20operated%20Perth,Guarantee.%20Perth%20Plumbing%20and%20Gas%20Services%20Fired-up.",
        "https://www.sarrosplumbing.com.au/hot-water-systems-perth/#:~:text=Perth's%20Favourite%20Hot%20Water%20Experts!%20When%20your,Water%20Cranking%20Today!%20(08)%209226%207900BOOK%20NOW.",
        "https://www.sarrosplumbing.com.au/hot-water-systems-perth/#:~:text=Perth's%20Favourite%20Hot%20Water%20Experts!%20When%20your,Water%20Cranking%20Today!%20(08)%209226%207900BOOK%20NOW.",
        "https://baywoodplumbingandgas.com.au/#:~:text=Renovations.%20Renovations.%20Home.%20Plumber%20Perth%20-%20Your,Facebook%20Rating.%205.0.%20Based%20on%205%20reviews.",
        "https://baywoodplumbingandgas.com.au/#:~:text=Dave%20and%20Craig%20installed%20our%20new%20hot,Highly%20recommended.%20serkan%20yakacikli.%2011%20months%20ago.",
        "https://emberplumbingperth.com.au/#:~:text=General%20Plumbing%20FAQs%20*%20We%20provide%20free,fitters%20(GF016356)%2C%20and%20Master%20Plumber%20Association%20accredited.",
        "https://emberplumbingperth.com.au/#:~:text=General%20Plumbing%20FAQs%20*%20We%20provide%20free,fitters%20(GF016356)%2C%20and%20Master%20Plumber%20Association%20accredited.",
        "https://www.sarrosplumbing.com.au/hot-water-systems-perth/#:~:text=4.8.%20836%20reviews.%205.0.%2075%20reviews.%20These,a%20call%20and%20we'll%20be%20right%20over."
      ],
      "cited_domains": [
        "emberplumbingperth.com.au",
        "sarrosplumbing.com.au",
        "baywoodplumbingandgas.com.au"
      ],
      "source_classes": [
        {
          "domain": "emberplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sarrosplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "baywoodplumbingandgas.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-plumber-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B5",
      "prompt": "most reliable licensed plumber Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "No Probs Plumbing",
        "Wembley Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Plumbdog",
        "Hilton Plumbing",
        "Proud Plumbing and Gas",
        "Tap Doctor Plumbing Perth",
        "TPR Plumbing & Gas",
        "South Perth Plumbing",
        "Baywood Plumbing & Gas",
        "Jewelbic Plumbing & Gas",
        "Mr Blockage Plumbing & Gas",
        "Plumbing Bros",
        "Perth Plumbing Co"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "No Probs Plumbing",
        "Wembley Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Plumbdog",
        "Hilton Plumbing",
        "Proud Plumbing and Gas",
        "Tap Doctor Plumbing Perth",
        "TPR Plumbing & Gas",
        "South Perth Plumbing",
        "Baywood Plumbing & Gas",
        "Jewelbic Plumbing & Gas",
        "Mr Blockage Plumbing & Gas",
        "Plumbing Bros",
        "Perth Plumbing Co"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "The Plumbing & Electrical Co.",
        "O'Brien Plumbing",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "No Probs Plumbing",
        "Wembley Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Plumbdog",
        "Hilton Plumbing",
        "Proud Plumbing and Gas",
        "Tap Doctor Plumbing Perth",
        "TPR Plumbing & Gas",
        "South Perth Plumbing",
        "Baywood Plumbing & Gas",
        "Jewelbic Plumbing & Gas",
        "Mr Blockage Plumbing & Gas",
        "Plumbing Bros",
        "Perth Plumbing Co"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkNWVWOXJhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKbk9HZGtaMlpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFME0yNXFkbmh3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk5tWm1Oekp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdGNuaHFZblowGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCclptWnRjbW8zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmVXZHJhbXgyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1NU1UQmllV1o1GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-plumber-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B5",
      "prompt": "most reliable licensed plumber Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://ols.demirs.wa.gov.au/",
        "https://www.productreview.com.au/c/plumbers/l/western-australia_au",
        "https://www.houspect.com.au/wa/shady-plumbing-practices-wa/",
        "https://hipages.com.au/find/plumbers/wa/perth",
        "https://hipages.com.au/find/plumbers/perth_region",
        "https://www.service.com.au/find/plumbers-gasfitters/perth-wa/"
      ],
      "cited_domains": [
        "ols.demirs.wa.gov.au",
        "productreview.com.au",
        "houspect.com.au",
        "hipages.com.au",
        "service.com.au"
      ],
      "source_classes": [
        {
          "domain": "ols.demirs.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "houspect.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-plumber-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B5",
      "prompt": "most reliable licensed plumber Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "The Plumbing & Electrical Co.",
        "No Probs Plumbing",
        "Wembley Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "Hilton Plumbing",
        "Proud Plumbing and Gas",
        "Baywood Plumbing & Gas",
        "TPR Plumbing & Gas",
        "Best Plumbing And Gas",
        "Mr Blockage Plumbing & Gas",
        "South Perth Plumbing",
        "Best Coast Plumbing and Gas",
        "Jewelbic Plumbing & Gas"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "The Plumbing & Electrical Co.",
        "No Probs Plumbing",
        "Wembley Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "Hilton Plumbing",
        "Proud Plumbing and Gas",
        "Baywood Plumbing & Gas",
        "TPR Plumbing & Gas",
        "Best Plumbing And Gas",
        "Mr Blockage Plumbing & Gas",
        "South Perth Plumbing",
        "Best Coast Plumbing and Gas",
        "Jewelbic Plumbing & Gas"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "The Plumbing & Electrical Co.",
        "No Probs Plumbing",
        "Wembley Plumbing & Gas",
        "Ember Plumbing & Gas",
        "Swan's Professional Plumbing",
        "Dorrington Plumbing, Gas & Electrical",
        "Tap Doctor Plumbing Perth",
        "Plumbdog",
        "Hilton Plumbing",
        "Proud Plumbing and Gas",
        "Baywood Plumbing & Gas",
        "TPR Plumbing & Gas",
        "Best Plumbing And Gas",
        "Mr Blockage Plumbing & Gas",
        "South Perth Plumbing",
        "Best Coast Plumbing and Gas",
        "Jewelbic Plumbing & Gas"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonplumbing.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkNWVWOXJhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKbk9HZGtaMlpvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk5tWm1Oekp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFME0yNXFkbmh3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaeGN6QTJiVzB4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCclptWnRjbW8zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVltWTRjVGxzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdGNuaHFZblowGAo"
      ],
      "cited_domains": [
        "hiltonplumbing.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-plumber-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B5",
      "prompt": "most reliable licensed plumber Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonplumbing.com.au/?srsltid=AfmBOopTMdJVFsJZcLTN_ZUPh3f-080u-BbN9SumkKU1lsKRGK1AYYHq",
        "https://emberplumbingperth.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg"
      ],
      "cited_domains": [
        "hiltonplumbing.com.au",
        "emberplumbingperth.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emberplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-plumber-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B5",
      "prompt": "most reliable licensed plumber Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Plumbing Co"
      ],
      "brands_recommended": [
        "Perth Plumbing Co"
      ],
      "brand_order": [
        "Perth Plumbing Co"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1kjvun9/looking_for_a_reliable_plumber/",
        "https://www.hiltonplumbing.com.au/?srsltid=AfmBOooWlU2gSt7wfiyXXFt5HEKZPcK0SYQhjKCytvKfiAln2aae4yTI",
        "https://emberplumbingperth.com.au/",
        "https://proudplumbingandgas.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW1oeWNYaHRZbWcYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWVqaDRiREY2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjd01YWTRNalZ4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjM01tMTJlREV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZemJEbDNjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdoM05XczNaR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhoa01qaDRPSGR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc0NGFISmZOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyTXphM1JxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMk5ETTVZelp6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEUnlORFJpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCclptWnRjbW8zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVESjVjbDkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsaWFEaDZiamRqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeGVIWnhOV2RvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0NE4yMW1PVGRrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdac09XZHFjemMyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM1pqSnJPV2QzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmVXZHJhbXgyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad016WmZjMmhxGAo"
      ],
      "cited_domains": [
        "reddit.com",
        "hiltonplumbing.com.au",
        "emberplumbingperth.com.au",
        "proudplumbingandgas.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emberplumbingperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "proudplumbingandgas.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-plumber-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B5",
      "prompt": "most reliable licensed plumber Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-plumber-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B5",
      "prompt": "most reliable licensed plumber Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "TPR Plumbing & Gas",
        "Plumbed Right",
        "Perth Plumbing Co",
        "Plumbdog",
        "Dorrington Plumbing, Gas & Electrical",
        "WA plumbing contractor licence number",
        "Dorrington Plumbing"
      ],
      "brands_recommended": [
        "TPR Plumbing & Gas",
        "Plumbed Right",
        "Perth Plumbing Co",
        "Plumbdog",
        "Dorrington Plumbing, Gas & Electrical",
        "WA plumbing contractor licence number",
        "Dorrington Plumbing"
      ],
      "brand_order": [
        "TPR Plumbing & Gas",
        "Plumbed Right",
        "Perth Plumbing Co",
        "Plumbdog",
        "Dorrington Plumbing, Gas & Electrical",
        "WA plumbing contractor licence number",
        "Dorrington Plumbing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/plumber?utm_source=chatgpt.com",
        "https://threebestrated.com.au/plumbers-in-perth-wa?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "threebestrated.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "threebestrated.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-plumber-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B5",
      "prompt": "most reliable licensed plumber Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Plumbing Co",
        "No Probs Plumbing",
        "Tap Doctor Plumbing Perth",
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "Plumbdog",
        "Perth First Plumbing",
        "Mr Blockage Plumbing & Gas",
        "South Perth Plumbing",
        "2–3 most reliable licensed plumbers nearby"
      ],
      "brands_recommended": [
        "Perth Plumbing Co",
        "No Probs Plumbing",
        "Tap Doctor Plumbing Perth",
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "Plumbdog",
        "Perth First Plumbing",
        "Mr Blockage Plumbing & Gas",
        "South Perth Plumbing",
        "2–3 most reliable licensed plumbers nearby"
      ],
      "brand_order": [
        "Perth Plumbing Co",
        "No Probs Plumbing",
        "Tap Doctor Plumbing Perth",
        "G.X.R Plumbing & Gas",
        "O'Brien Plumbing",
        "Plumbdog",
        "Perth First Plumbing",
        "Mr Blockage Plumbing & Gas",
        "South Perth Plumbing",
        "2–3 most reliable licensed plumbers nearby"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wa.gov.au/government/multi-step-guides/plumbers-licensing?utm_source=chatgpt.com",
        "https://www.wa.gov.au/organisation/building-and-energy/plumbing-work-your-home?utm_source=chatgpt.com",
        "https://www.wa.gov.au/system/files/2024-10/having_plumbing_work_done.pdf?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wa.gov.au"
      ],
      "source_classes": [
        {
          "domain": "wa.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-plumber-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B5",
      "prompt": "most reliable licensed plumber Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "G.X.R Plumbing & Gas",
        "Proud Plumbing and Gas",
        "O'Brien Plumbing",
        "Tap Doctor Plumbing Perth",
        "Perth Plumbing Co",
        "Plumbers Licensing Board"
      ],
      "brands_recommended": [
        "G.X.R Plumbing & Gas",
        "Proud Plumbing and Gas",
        "O'Brien Plumbing",
        "Tap Doctor Plumbing Perth",
        "Perth Plumbing Co",
        "Plumbers Licensing Board"
      ],
      "brand_order": [
        "G.X.R Plumbing & Gas",
        "Proud Plumbing and Gas",
        "O'Brien Plumbing",
        "Tap Doctor Plumbing Perth",
        "Perth Plumbing Co",
        "Plumbers Licensing Board"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wa.gov.au/government/multi-step-guides/plumbers-licensing?utm_source=chatgpt.com",
        "https://www.wa.gov.au/government/announcements/choose-your-plumber-wisely-rogue-operators-attract-complaints?utm_source=chatgpt.com",
        "https://www.wa.gov.au/service/business-support/professional-accreditation/find-licensed-electrician-gas-fitter-or-plumber?utm_source=chatgpt.com",
        "https://www.wa.gov.au/organisation/building-and-energy/building-and-energy-licence-and-registration-search?utm_source=chatgpt.com",
        "https://www.wa.gov.au/service/business-support/professional-accreditation/find-licensed-electrician-gas-fitter-or-plumber?utm_source=chatgpt.com",
        "https://www.wa.gov.au/sites/default/files/announcements/plumbers-licensing-search?utm_source=chatgpt.com",
        "https://www.wa.gov.au/organisation/building-and-energy/boards-building-services-electrical-and-plumbing?utm_source=chatgpt.com",
        "https://www.wa.gov.au/sites/default/files/announcements/find-licensed-plumber?utm_source=chatgpt.com",
        "https://www.consumerprotection.wa.gov.au/consumer-protection-licence-and-registration-search?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/plumbers/perth?utm_source=chatgpt.com",
        "https://www.trustedtradiehub.com/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/plumbers/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/plumber?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wa.gov.au",
        "consumerprotection.wa.gov.au",
        "starworks.com.au",
        "trustedtradiehub.com",
        "hipages.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "consumerprotection.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "trustedtradiehub.com",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-plumber-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B5",
      "prompt": "most reliable licensed plumber Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Building and Energy",
        "Highly Rated Perth Plumbing Services"
      ],
      "brands_recommended": [
        "Building and Energy",
        "Highly Rated Perth Plumbing Services"
      ],
      "brand_order": [
        "Building and Energy",
        "Highly Rated Perth Plumbing Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://superiorplumbing.net.au/",
        "https://www.service.com.au/find/plumbers-gasfitters/perth-wa/#:~:text=%22%20*%20Casotti%20Plumbers%20Commercial%20%26%20Domestic.,aware%20of.%20Would%20recommend%20him%20to%20others.",
        "https://westplumb.com.au/#:~:text=Founded%20with%20a%20vision%20to%20redefine%20the,Workmanship.%20Professionalism.%20Our%20Services.%20The%20Plumber%20Love."
      ],
      "cited_domains": [
        "superiorplumbing.net.au",
        "service.com.au",
        "westplumb.com.au"
      ],
      "source_classes": [
        {
          "domain": "superiorplumbing.net.au",
          "class": "brand-source"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westplumb.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-plumber-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B5",
      "prompt": "most reliable licensed plumber Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "WA Plumbing Licence",
        "Hilton Plumbing",
        "Bingham Plumbing And Gas",
        "Plumbing Bros",
        "Metropolitan Plumbing Perth"
      ],
      "brands_recommended": [
        "WA Plumbing Licence",
        "Hilton Plumbing",
        "Bingham Plumbing And Gas",
        "Plumbing Bros",
        "Metropolitan Plumbing Perth"
      ],
      "brand_order": [
        "WA Plumbing Licence",
        "Hilton Plumbing",
        "Bingham Plumbing And Gas",
        "Plumbing Bros",
        "Metropolitan Plumbing Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.airtasker.com/au/services/plumbing/perth/#:~:text=%22%20Mobile%20Verified.%20*%20Dario%20L.%20Gosnells,Plumbing%20Licence.%20WA%20Gasfitting%20Licence.%20Mobile%20Verified.",
        "https://www.hiltonplumbing.com.au/location/plumber-north-perth/#:~:text=Check.%20No%20hidden%20fees%2C%20no%20mark-up%20costs%2C,won't%20have%20to%20worry%20about%20a%20thing.",
        "https://www.wordofmouth.com.au/wa/perth/plumber#:~:text=Word%20of%20Mouth%20plumbers%20in%20Perth%20receive,quote%20a%20major%20installation%20of%20a%20new",
        "https://www.wordofmouth.com.au/wa/perth/plumber#:~:text=Word%20of%20Mouth%20plumbers%20in%20Perth%20receive,quote%20a%20major%20installation%20of%20a%20new",
        "https://www.houzz.com/professionals/plumbing-contractors/perth-08-au-probr0-bo~t_11817~r_2063523#:~:text=Featured%20Reviews%20for%20Local%20Plumbers%2C%20Companies%20%26,clean%20and%20very%20efficient.%E2%80%9D%20Plumbing%20Bros%20Scarborough.",
        "https://www.houzz.com/professionals/plumbing-contractors/perth-08-au-probr0-bo~t_11817~r_2063523#:~:text=Featured%20Reviews%20for%20Local%20Plumbers%2C%20Companies%20%26,clean%20and%20very%20efficient.%E2%80%9D%20Plumbing%20Bros%20Scarborough.",
        "https://www.wordofmouth.com.au/wa/perth/plumber#:~:text=%22%20Get%20quote%20Show%20number.%20*%20Metropolitan,came%20same%20day%20and%20found%20the%20problem."
      ],
      "cited_domains": [
        "airtasker.com",
        "hiltonplumbing.com.au",
        "wordofmouth.com.au",
        "houzz.com"
      ],
      "source_classes": [
        {
          "domain": "airtasker.com",
          "class": "directory"
        },
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "houzz.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-plumber-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "plumber-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-plumber-B5",
      "prompt": "most reliable licensed plumber Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Plumber",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Plumbing and Gasfitting Licence"
      ],
      "brands_recommended": [
        "Plumbing and Gasfitting Licence"
      ],
      "brand_order": [
        "Plumbing and Gasfitting Licence"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.hiltonplumbing.com.au/#:~:text=We've%20got%20it%20covered!%20Our%20plumbers%20always,in%20Perth%20with%201500%2B%205%20star%20reviews.",
        "https://www.hiltonplumbing.com.au/#:~:text=Perth's%20number%20one%20supplier%20of%20Hot%20Water,that%20we%20offer%20a%20lowest%20price%20guarantee.",
        "https://www.plumbdog.com.au/#:~:text=At%20Plumbdog%2C%20we're%20a%20team%20of%20pedigree,plumbing%20and%20gas%20services%20to%20our%20specialties%3B",
        "https://www.plumbdog.com.au/#:~:text=Your%20Local%20Plumbing%20Companion.%20Welcome%20to%20Plumbdog,Plumbers%20Perth%20a%20whistle%2C%20and%20we'll%20come!",
        "https://rowsons.com.au/#:~:text=*%20Commercial%20Plumbing.%20Rowson's%20Plumbing%20Services%20is,to%20Perth%20businesses%20for%20over%2020%20years."
      ],
      "cited_domains": [
        "hiltonplumbing.com.au",
        "plumbdog.com.au",
        "rowsons.com.au"
      ],
      "source_classes": [
        {
          "domain": "hiltonplumbing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbdog.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rowsons.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-plumber-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A1",
      "prompt": "best removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "1800 Move It",
        "Step By Step Removals",
        "Best Movers & Packers Perth",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Cityside Removalists",
        "Highly Rated Perth Removalists"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "1800 Move It",
        "Step By Step Removals",
        "Best Movers & Packers Perth",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Cityside Removalists",
        "Highly Rated Perth Removalists"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "1800 Move It",
        "Step By Step Removals",
        "Best Movers & Packers Perth",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Cityside Removalists",
        "Highly Rated Perth Removalists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRd2JqaHNObXRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemRHaDVaMjFuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmF6RnJNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGFESjNOakJqGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-removalist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A1",
      "prompt": "best removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "Emmanuel Transport",
        "The Moving Man",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Perth Priority Removals",
        "Next Step Removals",
        "1800 Move It",
        "Step By Step Removals",
        "Best Movers & Packers Perth",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Removalist Perth WA"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "Emmanuel Transport",
        "The Moving Man",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Perth Priority Removals",
        "Next Step Removals",
        "1800 Move It",
        "Step By Step Removals",
        "Best Movers & Packers Perth",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Removalist Perth WA"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "Emmanuel Transport",
        "The Moving Man",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Perth Priority Removals",
        "Next Step Removals",
        "1800 Move It",
        "Step By Step Removals",
        "Best Movers & Packers Perth",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Removalist Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.foxremovals.com.au/",
        "https://www.foxremovals.com.au/service-areas/osborne-park-removalist/",
        "https://2easyremovals.com.au/mobile-storage-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRd2JqaHNObXRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemRHaDVaMjFuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmF6RnJNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk9YRnhZbkUYCg"
      ],
      "cited_domains": [
        "foxremovals.com.au",
        "2easyremovals.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "2easyremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-removalist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A1",
      "prompt": "best removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Perth Priority Removals",
        "Next Step Removals",
        "1800 Move It",
        "Best Movers & Packers Perth",
        "Step By Step Removals",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Removalist Perth WA",
        "Highly Rated Perth Removalists"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Perth Priority Removals",
        "Next Step Removals",
        "1800 Move It",
        "Best Movers & Packers Perth",
        "Step By Step Removals",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Removalist Perth WA",
        "Highly Rated Perth Removalists"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Perth Priority Removals",
        "Next Step Removals",
        "1800 Move It",
        "Best Movers & Packers Perth",
        "Step By Step Removals",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Removalist Perth WA",
        "Highly Rated Perth Removalists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1u74b5w/need_recommendations_for_a_good_removalist_in/",
        "https://www.reddit.com/r/perth/comments/1ubnn8k/suggestion_for_movers_and_packers_in_perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRd2JqaHNObXRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemRHaDVaMjFuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmF6RnJNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk9YRnhZbkUYCg"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-removalist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A1",
      "prompt": "best removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-removalist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A1",
      "prompt": "best removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-removalist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A1",
      "prompt": "best removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-removalist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A1",
      "prompt": "best removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Complete Removals and Storage",
        "Next Step Removals"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Complete Removals and Storage",
        "Next Step Removals"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Complete Removals and Storage",
        "Next Step Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth-cbd?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/cleaners/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/joondalup?utm_source=chatgpt.com",
        "https://hipages.com.au/find/furniture_removal/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/furniture_removal_house_move/wa/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/furniture-removalists?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/furniture-removalists/l/western-australia_au?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-removalists-perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/16947/removalists?utm_source=chatgpt.com",
        "https://www.trustindex.io/reviews/www.2easyremovals.com.au-lp?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "hipages.com.au",
        "productreview.com.au",
        "bluecollarbusiness.com.au",
        "trustindex.io"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "trustindex.io",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-removalist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A1",
      "prompt": "best removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Complete Removals and Storage",
        "Got The Moves Removalists",
        "CBD Movers Perth",
        "Cheap House Mover",
        "Able Removals"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Complete Removals and Storage",
        "Got The Moves Removalists",
        "CBD Movers Perth",
        "Cheap House Mover",
        "Able Removals"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Complete Removals and Storage",
        "Got The Moves Removalists",
        "CBD Movers Perth",
        "Cheap House Mover",
        "Able Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-removalist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A1",
      "prompt": "best removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "Mike Murphy Furniture Removals",
        "CBD Movers Perth",
        "1800 Move It",
        "Got The Moves Removalists",
        "Able Removals",
        "Perth Priority Removals"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "Mike Murphy Furniture Removals",
        "CBD Movers Perth",
        "1800 Move It",
        "Got The Moves Removalists",
        "Able Removals",
        "Perth Priority Removals"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "Mike Murphy Furniture Removals",
        "CBD Movers Perth",
        "1800 Move It",
        "Got The Moves Removalists",
        "Able Removals",
        "Perth Priority Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-removalist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A1",
      "prompt": "best removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "Advanced Perth Removals"
      ],
      "brands_recommended": [
        "Fox Removals",
        "Advanced Perth Removals"
      ],
      "brand_order": [
        "Fox Removals",
        "Advanced Perth Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.advancedperthremovals.com.au/customer-reviews/#:~:text=We%20recently%20used%20Advanced%20Perth%20Removals%20for,confidence%20the%20job%20would%20be%20done%20well.",
        "https://www.foxremovals.com.au/#:~:text=That's%20why%20we%20make%20sure%20every%20member,Consistently%20rated%20among%20Perth's%20highest-reviewed%20removal%20teams.",
        "https://www.advancedperthremovals.com.au/customer-reviews/#:~:text=Stephanie%20Hall.%20I%20hired%20Advanced%20Perth%20Removals,schedule%2C%20were%20friendly%2C%20down%E2%80%91to%E2%80%91earth%2C%20and%20highly%20professional."
      ],
      "cited_domains": [
        "advancedperthremovals.com.au",
        "foxremovals.com.au"
      ],
      "source_classes": [
        {
          "domain": "advancedperthremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-removalist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A1",
      "prompt": "best removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "Brilliance Removals"
      ],
      "brands_recommended": [
        "Fox Removals",
        "Brilliance Removals"
      ],
      "brand_order": [
        "Fox Removals",
        "Brilliance Removals"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-removalist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A1",
      "prompt": "best removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Brilliance Removals",
        "Cityside Removalists",
        "Perth Removals and Storage",
        "Tips for Choosing a Perth Removalist"
      ],
      "brands_recommended": [
        "Brilliance Removals",
        "Cityside Removalists",
        "Perth Removals and Storage",
        "Tips for Choosing a Perth Removalist"
      ],
      "brand_order": [
        "Brilliance Removals",
        "Cityside Removalists",
        "Perth Removals and Storage",
        "Tips for Choosing a Perth Removalist"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Proven%20Reputation%3A%20Brilliance%20Removals%20is%20WA's%20top-rated,8%2C%202026%20at%2011%3A00%20PM%20PDT%20today.",
        "https://keystms.com.au/",
        "https://perthhappenings.com.au/8-moving-companies-you-can-rely-on-in-perth/#:~:text=Cityside%20Removalists%20provides%20expert%20moving%20services%20in,smooth%2C%20stress-free%20process%20with%20professional%2C%20friendly%20service.",
        "https://perthhappenings.com.au/8-moving-companies-you-can-rely-on-in-perth/#:~:text=Perth%20Removals%20%26%20Storage%20(PRS)%20stands%20out,ensure%20a%20smooth%20transition%20for%20their%20clients."
      ],
      "cited_domains": [
        "brillianceremovals.com.au",
        "keystms.com.au",
        "perthhappenings.com.au"
      ],
      "source_classes": [
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthhappenings.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-removalist-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A2",
      "prompt": "top removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Moving Company ( Urgent Removals )",
        "Mike Murphy Furniture Removals",
        "2 Easy Removals",
        "Perth Removals and Storage (PRS)",
        "Fox Removals",
        "The Moving Man",
        "Got The Moves Removalists",
        "Brilliance Removals",
        "Next Move Removals",
        "Cityside Removalists",
        "Next Step Removals",
        "Perth Packing Company",
        "West Safe Removals",
        "Best Movers & Packers Perth",
        "Removalists Perth",
        "Perth Priority Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Emmanuel Transport",
        "The Furniture Man",
        "Step By Step Removals",
        "Highly Rated Local Removalists"
      ],
      "brands_recommended": [
        "Perth Moving Company ( Urgent Removals )",
        "Mike Murphy Furniture Removals",
        "2 Easy Removals",
        "Perth Removals and Storage (PRS)",
        "Fox Removals",
        "The Moving Man",
        "Got The Moves Removalists",
        "Brilliance Removals",
        "Next Move Removals",
        "Cityside Removalists",
        "Next Step Removals",
        "Perth Packing Company",
        "West Safe Removals",
        "Best Movers & Packers Perth",
        "Removalists Perth",
        "Perth Priority Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Emmanuel Transport",
        "The Furniture Man",
        "Step By Step Removals",
        "Highly Rated Local Removalists"
      ],
      "brand_order": [
        "Perth Moving Company ( Urgent Removals )",
        "Mike Murphy Furniture Removals",
        "2 Easy Removals",
        "Perth Removals and Storage (PRS)",
        "Fox Removals",
        "The Moving Man",
        "Got The Moves Removalists",
        "Brilliance Removals",
        "Next Move Removals",
        "Cityside Removalists",
        "Next Step Removals",
        "Perth Packing Company",
        "West Safe Removals",
        "Best Movers & Packers Perth",
        "Removalists Perth",
        "Perth Priority Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Emmanuel Transport",
        "The Furniture Man",
        "Step By Step Removals",
        "Highly Rated Local Removalists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGFESjNOakJqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpGOTBNV1JqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdWNUTmZNbmR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRd2JqaHNObXRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVh6TjJOelZmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-removalist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A2",
      "prompt": "top removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Fox Removals",
        "Mike Murphy Furniture Removals",
        "Brilliance Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Step Removals",
        "Perth Priority Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Next Move Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "1800 Move It",
        "The Furniture Man",
        "West Safe Removals",
        "Step By Step Removals",
        "A2B Removals Group",
        "Micro Moves",
        "Kent Removals & Storage - Perth",
        "Mike Murphy Removals",
        "Advance Perth Removals"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Fox Removals",
        "Mike Murphy Furniture Removals",
        "Brilliance Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Step Removals",
        "Perth Priority Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Next Move Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "1800 Move It",
        "The Furniture Man",
        "West Safe Removals",
        "Step By Step Removals",
        "A2B Removals Group",
        "Micro Moves",
        "Kent Removals & Storage - Perth",
        "Mike Murphy Removals",
        "Advance Perth Removals"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Fox Removals",
        "Mike Murphy Furniture Removals",
        "Brilliance Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Step Removals",
        "Perth Priority Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Next Move Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "1800 Move It",
        "The Furniture Man",
        "West Safe Removals",
        "Step By Step Removals",
        "A2B Removals Group",
        "Micro Moves",
        "Kent Removals & Storage - Perth",
        "Mike Murphy Removals",
        "Advance Perth Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdWNUTmZNbmR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRM2NXeHhjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmF6RnJNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdneFkzZHhOZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-removalist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A2",
      "prompt": "top removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Moving Company ( Urgent Removals )",
        "2 Easy Removals",
        "Mike Murphy Furniture Removals",
        "Fox Removals",
        "Perth Removals and Storage (PRS)",
        "Got The Moves Removalists",
        "Brilliance Removals",
        "Perth Priority Removals",
        "Next Move Removals",
        "The Moving Man",
        "1800 Move It",
        "Emmanuel Transport",
        "Removalists Perth",
        "Piano Removalists Perth",
        "Next Step Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "West Safe Removals",
        "The Furniture Man",
        "Removalist Perth WA"
      ],
      "brands_recommended": [
        "Perth Moving Company ( Urgent Removals )",
        "2 Easy Removals",
        "Mike Murphy Furniture Removals",
        "Fox Removals",
        "Perth Removals and Storage (PRS)",
        "Got The Moves Removalists",
        "Brilliance Removals",
        "Perth Priority Removals",
        "Next Move Removals",
        "The Moving Man",
        "1800 Move It",
        "Emmanuel Transport",
        "Removalists Perth",
        "Piano Removalists Perth",
        "Next Step Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "West Safe Removals",
        "The Furniture Man",
        "Removalist Perth WA"
      ],
      "brand_order": [
        "Perth Moving Company ( Urgent Removals )",
        "2 Easy Removals",
        "Mike Murphy Furniture Removals",
        "Fox Removals",
        "Perth Removals and Storage (PRS)",
        "Got The Moves Removalists",
        "Brilliance Removals",
        "Perth Priority Removals",
        "Next Move Removals",
        "The Moving Man",
        "1800 Move It",
        "Emmanuel Transport",
        "Removalists Perth",
        "Piano Removalists Perth",
        "Next Step Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "West Safe Removals",
        "The Furniture Man",
        "Removalist Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVh6TjJOelZmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOeWVtcG9jWHBrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMFltZHJOR1J5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdWNUTmZNbmR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsaVptTm9YMjF0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-removalist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A2",
      "prompt": "top removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-removalist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A2",
      "prompt": "top removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-removalist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A2",
      "prompt": "top removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-removalist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A2",
      "prompt": "top removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "The Moving Man",
        "Got The Moves Removalists",
        "Perth Moving Company ( Urgent Removals )",
        "Removalist Perth WA",
        "Perth Moving Company"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "The Moving Man",
        "Got The Moves Removalists",
        "Perth Moving Company ( Urgent Removals )",
        "Removalist Perth WA",
        "Perth Moving Company"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "The Moving Man",
        "Got The Moves Removalists",
        "Perth Moving Company ( Urgent Removals )",
        "Removalist Perth WA",
        "Perth Moving Company"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth-cbd?utm_source=chatgpt.com",
        "https://hipages.com.au/find/furniture_removal/wa/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/west-perth/removalists?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/16947/removalists?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/office-removalists?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/cleaners/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/furniture-removalists/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/furniture-removalists?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-removalists-perth/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/furniture_removal_house_move/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "hipages.com.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "bluecollarbusiness.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-removalist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A2",
      "prompt": "top removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Brilliance Removals",
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Mike Murphy Furniture Removals",
        "Perth Moving Company ( Urgent Removals )",
        "West Safe Removals",
        "The Moving Man",
        "Perth Moving Company",
        "Fox Removals"
      ],
      "brands_recommended": [
        "Brilliance Removals",
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Mike Murphy Furniture Removals",
        "Perth Moving Company ( Urgent Removals )",
        "West Safe Removals",
        "The Moving Man",
        "Perth Moving Company",
        "Fox Removals"
      ],
      "brand_order": [
        "Brilliance Removals",
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Mike Murphy Furniture Removals",
        "Perth Moving Company ( Urgent Removals )",
        "West Safe Removals",
        "The Moving Man",
        "Perth Moving Company",
        "Fox Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth-cbd?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/16947/removalists?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/office-removalists?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-removalists-perth/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/furniture_removal/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/furniture_removal_house_move/wa/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/furniture-removalists?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/furniture-removalists/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/morley?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/joondalup?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "bluecollarbusiness.com.au",
        "hipages.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-removalist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A2",
      "prompt": "top removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "The Moving Man",
        "Got The Moves Removalists",
        "West Safe Removals"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "The Moving Man",
        "Got The Moves Removalists",
        "West Safe Removals"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "The Moving Man",
        "Got The Moves Removalists",
        "West Safe Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth-cbd?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/16947/removalists?utm_source=chatgpt.com",
        "https://hipages.com.au/find/furniture_removal/wa/perth?utm_source=chatgpt.com",
        "https://hipages.com.au/find/furniture_removal_house_move/wa/perth?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-removalists-perth/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/furniture-removalists/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/furniture-removalists?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/the-removalist?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/joondalup?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/morley?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "hipages.com.au",
        "bluecollarbusiness.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-removalist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A2",
      "prompt": "top removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Tips for Choosing a Perth Removalist"
      ],
      "brands_recommended": [
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Tips for Choosing a Perth Removalist"
      ],
      "brand_order": [
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Tips for Choosing a Perth Removalist"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.brillianceremovals.com.au/removalists/perth/",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Brilliance%20Removals%20are%20your%20locally%20trusted%2C%20nationally,*%20House%20Relocations%20Across%20Perth.%20Moving%20home%3F",
        "https://mikemurphyremovals.com.au/#:~:text=MIKE%20MURPHY%20FURNITURE%20REMOVALS.%20Mike%20Murphy%20Furniture,operating%20for%20over%2050%20years.%20Our%20Services.",
        "https://mikemurphyremovals.com.au/#:~:text=With%20Mike%20Murphy%20Furniture%20Removals%2C%20you%20can,Tables%20-%20Safes%20%26%20Aquariums.%20Box%20Orders.",
        "https://www.advancedperthremovals.com.au/"
      ],
      "cited_domains": [
        "brillianceremovals.com.au",
        "mikemurphyremovals.com.au",
        "advancedperthremovals.com.au"
      ],
      "source_classes": [
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mikemurphyremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "advancedperthremovals.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-removalist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A2",
      "prompt": "top removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Tips for Choosing a Perth Mover"
      ],
      "brands_recommended": [
        "Tips for Choosing a Perth Mover"
      ],
      "brand_order": [
        "Tips for Choosing a Perth Mover"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.avenueperth.com/top-removalists-perth/?utm_source=gemini#:~:text=Japanese%20Removals.%20TOMMY'S%20-%20Transport%20and%20Removals.,Advanced%20Perth%20Removals.%20Smooth%20Movers.%20Fox%20Removals.",
        "https://www.foxremovals.com.au/?utm_source=gemini#:~:text=That's%20why%20we%20make%20sure%20every%20member,Consistently%20rated%20among%20Perth's%20highest-reviewed%20removal%20teams.",
        "https://www.foxremovals.com.au/?utm_source=gemini#:~:text=That's%20why%20we%20make%20sure%20every%20member,Consistently%20rated%20among%20Perth's%20highest-reviewed%20removal%20teams.",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=gemini#:~:text=Word%20of%20Mouth%20removalists%20in%20Perth%20receive,packing%20and%20moving.%20The%20boys%20were%20very",
        "https://www.brillianceremovals.com.au/removalists/perth/?utm_source=gemini#:~:text=Pedro%20and%20Renato%20made%20my%20move%20from,Perth's%20preferred%20removalist%20for%20homes%20and%20businesses.",
        "https://www.avenueperth.com/top-removalists-perth/?utm_source=gemini#:~:text=Mike%20Murphy%20Furniture%20Removals%20is%20one%20of,granite%20and%20marble%20tables%2C%20safes%2C%20and%20aquariums.",
        "https://www.avenueperth.com/top-removalists-perth/?utm_source=gemini#:~:text=Known%20for%20being%20punctual%20and%20affordable%2C%202Easy,also%20offer%20cleaning%20for%20removals%20and%20carpets.",
        "https://www.avenueperth.com/top-removalists-perth/?utm_source=gemini#:~:text=Known%20for%20being%20punctual%20and%20affordable%2C%202Easy,also%20offer%20cleaning%20for%20removals%20and%20carpets.",
        "https://www.avenueperth.com/top-removalists-perth/?utm_source=gemini#:~:text=Overall%2C%20Japanese%20Removals%20offers%20a%20trustworthy%20and,%7C%20%7C%20Score%20consistency%20%7C%205%2F5%20%7C"
      ],
      "cited_domains": [
        "avenueperth.com",
        "foxremovals.com.au",
        "wordofmouth.com.au",
        "brillianceremovals.com.au"
      ],
      "source_classes": [
        {
          "domain": "avenueperth.com",
          "class": "directory"
        },
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-removalist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A2",
      "prompt": "top removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Brilliance%20Removals%20are%20your%20locally%20trusted%2C%20nationally,new%20chapter%20with%20total%20peace%20of%20mind.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Proven%20Reputation%3A%20Brilliance%20Removals%20is%20WA's%20top-rated,and%20repeat%20clients.%20Excellent%204.91%2C960%20reviews.%204.9.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Brilliance%20Removals%20are%20your%20locally%20trusted%2C%20nationally,new%20chapter%20with%20total%20peace%20of%20mind.",
        "https://www.themovingman.com.au/blogs/best-perth-removalist/",
        "https://www.themovingman.com.au/testimonials/#:~:text=With%20over%2030%20years%20of%20experience%2C%20we,a%20local%20company.%20Highly%20recommended!!%20Corrine%20Penberthy-Groves.",
        "https://www.advancedperthremovals.com.au/customer-reviews/#:~:text=They%20worked%20experienced%2C%20tidy%20and%20methodically.%20The,Andy%2C%20Rafa%2C%20and%20Jimmy%20were%20absolutely%20outstanding.",
        "https://www.advancedperthremovals.com.au/customer-reviews/#:~:text=We%20highly%20recommend%20Advanced%20Perth%20Removals%20for,great%20deal%20cheaper%20than%20the%20nearest%20competitor.",
        "https://www.advancedperthremovals.com.au/customer-reviews/#:~:text=Brendon%20Knox.%20We%20recently%20used%20Advanced%20Perth,completed%20on%20time%20and%20with%20no%20issues.",
        "https://mikemurphyremovals.com.au/#:~:text=Today%20we%20are%20widely%20acknowledged%20as%20one,trusted%20number%20one%20affordable%20removalist%20of%20Perth.",
        "https://mikemurphyremovals.com.au/#:~:text=MIKE%20MURPHY%20FURNITURE%20REMOVALS.%20Mike%20Murphy%20Furniture,operating%20for%20over%2050%20years.%20Our%20Services.",
        "https://mikemurphyremovals.com.au/#:~:text=With%20Mike%20Murphy%20Furniture%20Removals%2C%20you%20can,Tables%20-%20Safes%20%26%20Aquariums.%20Box%20Orders.",
        "https://au.trustpilot.com/review/grace.com.au/location/perth#:~:text=*%20Home%20Services.%20*%20Moving%20%26%20Storage.,Company.%20*%20Grace%20Removals%20Group.%20*%20Perth.",
        "https://au.trustpilot.com/review/grace.com.au/location/perth#:~:text=Professional%20movers.%20Communication%20was%20excellent%2C%20and%20if,with.%20Packing%20and%20unpacking%20was%20amazing%2C%20a"
      ],
      "cited_domains": [
        "brillianceremovals.com.au",
        "themovingman.com.au",
        "advancedperthremovals.com.au",
        "mikemurphyremovals.com.au",
        "au.trustpilot.com"
      ],
      "source_classes": [
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "themovingman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "advancedperthremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mikemurphyremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "au.trustpilot.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-removalist-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A3",
      "prompt": "recommended removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "1800 Move It",
        "Step By Step Removals",
        "Best Movers & Packers Perth",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Cityside Removalists"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "1800 Move It",
        "Step By Step Removals",
        "Best Movers & Packers Perth",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Cityside Removalists"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "1800 Move It",
        "Step By Step Removals",
        "Best Movers & Packers Perth",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Cityside Removalists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRd2JqaHNObXRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemRHaDVaMjFuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmF6RnJNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGFESjNOakJqGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-removalist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A3",
      "prompt": "recommended removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "Emmanuel Transport",
        "The Moving Man",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "Perth Priority Removals",
        "1800 Move It",
        "Step By Step Removals",
        "Best Movers & Packers Perth",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Removalist Perth WA"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "Emmanuel Transport",
        "The Moving Man",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "Perth Priority Removals",
        "1800 Move It",
        "Step By Step Removals",
        "Best Movers & Packers Perth",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Removalist Perth WA"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "Emmanuel Transport",
        "The Moving Man",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "Perth Priority Removals",
        "1800 Move It",
        "Step By Step Removals",
        "Best Movers & Packers Perth",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Removalist Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/c/furniture-removalists/l/western-australia_au",
        "https://emmanueltransport.net.au/perth-removalist-reviews/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRd2JqaHNObXRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemRHaDVaMjFuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmF6RnJNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk9YRnhZbkUYCg"
      ],
      "cited_domains": [
        "productreview.com.au",
        "emmanueltransport.net.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "emmanueltransport.net.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-removalist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A3",
      "prompt": "recommended removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Fox Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Emmanuel Transport",
        "Brilliance Removals",
        "Next Move Removals",
        "Next Step Removals",
        "The Moving Man",
        "Step By Step Removals",
        "Removalists Perth",
        "The Furniture Man",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Best Movers & Packers Perth",
        "Complete Removals and Storage",
        "1800 Move It",
        "Micro Moves",
        "Removalist Perth WA"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Fox Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Emmanuel Transport",
        "Brilliance Removals",
        "Next Move Removals",
        "Next Step Removals",
        "The Moving Man",
        "Step By Step Removals",
        "Removalists Perth",
        "The Furniture Man",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Best Movers & Packers Perth",
        "Complete Removals and Storage",
        "1800 Move It",
        "Micro Moves",
        "Removalist Perth WA"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Fox Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Emmanuel Transport",
        "Brilliance Removals",
        "Next Move Removals",
        "Next Step Removals",
        "The Moving Man",
        "Step By Step Removals",
        "Removalists Perth",
        "The Furniture Man",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Best Movers & Packers Perth",
        "Complete Removals and Storage",
        "1800 Move It",
        "Micro Moves",
        "Removalist Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVh6TjJOelZmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRd2JqaHNObXRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemRHaDVaMjFuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmF6RnJNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsaVptTm9YMjF0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-removalist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A3",
      "prompt": "recommended removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-removalist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A3",
      "prompt": "recommended removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-removalist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A3",
      "prompt": "recommended removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-removalist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A3",
      "prompt": "recommended removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Next Step Removals",
        "Emmanuel Transport"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Next Step Removals",
        "Emmanuel Transport"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Next Step Removals",
        "Emmanuel Transport"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-removalists-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "bluecollarbusiness.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-removalist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A3",
      "prompt": "recommended removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "Got The Moves Removalists",
        "The Furniture Man",
        "Complete Removals and Storage",
        "CBD Movers Perth",
        "Furniture Removals Perth",
        "Perth Packing Company",
        "Perth Priority Removals",
        "Able Removals",
        "Perth Cheap Movers"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "Got The Moves Removalists",
        "The Furniture Man",
        "Complete Removals and Storage",
        "CBD Movers Perth",
        "Furniture Removals Perth",
        "Perth Packing Company",
        "Perth Priority Removals",
        "Able Removals",
        "Perth Cheap Movers"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "Got The Moves Removalists",
        "The Furniture Man",
        "Complete Removals and Storage",
        "CBD Movers Perth",
        "Furniture Removals Perth",
        "Perth Packing Company",
        "Perth Priority Removals",
        "Able Removals",
        "Perth Cheap Movers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-removalist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A3",
      "prompt": "recommended removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-removalist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A3",
      "prompt": "recommended removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "Brilliance Removals",
        "Emmanuel Transport",
        "Mike Murphy Furniture Removals"
      ],
      "brands_recommended": [
        "Fox Removals",
        "Brilliance Removals",
        "Emmanuel Transport",
        "Mike Murphy Furniture Removals"
      ],
      "brand_order": [
        "Fox Removals",
        "Brilliance Removals",
        "Emmanuel Transport",
        "Mike Murphy Furniture Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.foxremovals.com.au/#:~:text=Moving%20can%20be%20simple%20with%20the%20right,no-obligation%20quote%20today.%20successful%20moves%20and%20counting!",
        "https://www.foxremovals.com.au/#:~:text=Moving%20can%20be%20simple%20with%20the%20right,no-obligation%20quote%20today.%20successful%20moves%20and%20counting!",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Discover%20why%20Brilliance%20Removals%20is%20Perth's%20preferred,Still%20have%20questions%20about%20moving%20in%20Perth%3F",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=At%20Brilliance%2C%20we%20back%20ourselves%20as%20the,*%20Peppermint%20Grove.%20Covering%20All%20Of%20Australia.",
        "https://emmanueltransport.net.au/recommended-moving-companies/#:~:text=They're%20a%20family-run%20removalist%20based%20in%20Mount,people%20book%2C%20not%20just%20the%20easy%20ones.",
        "https://emmanueltransport.net.au/recommended-moving-companies/#:~:text=Why%20Emmanuel%20Transport%20is%20the%20top%20local,to%20avoid%20building%20restrictions%20or%20business%20downtime.",
        "https://keystms.com.au/#:~:text=Removalists%20Perth%20%7C%20Get%20a%20Quote%20%7C,Perth's%20Trusted%20Removalists%20for%20Over%2030%20Years.",
        "https://mikemurphyremovals.com.au/#:~:text=We%20appreciate%20that%20fact%20and%20aim%20to,have%20developed%20a%20fantastic%20reputation%20for%20professionalism."
      ],
      "cited_domains": [
        "foxremovals.com.au",
        "brillianceremovals.com.au",
        "emmanueltransport.net.au",
        "keystms.com.au",
        "mikemurphyremovals.com.au"
      ],
      "source_classes": [
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emmanueltransport.net.au",
          "class": "brand-source"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mikemurphyremovals.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-removalist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A3",
      "prompt": "recommended removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Brilliance Removals",
        "Fox Removals"
      ],
      "brands_recommended": [
        "Brilliance Removals",
        "Fox Removals"
      ],
      "brand_order": [
        "Brilliance Removals",
        "Fox Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Proven%20Reputation%3A%20Brilliance%20Removals%20is%20WA's%20top-rated,at%202%3A16%20AM%20PDT%204%20days%20ago.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=*%20Interstate%20Furniture%20Removals%20from%20Perth.%20Planning,removals%20to%20Sydney%2C%20Melbourne%2C%20Brisbane%2C%20and%20beyond.",
        "https://www.foxremovals.com.au/#:~:text=Moving%20can%20be%20simple%20with%20the%20right,no-obligation%20quote%20today.%20successful%20moves%20and%20counting!",
        "https://www.foxremovals.com.au/#:~:text=Fragile%20Removals.%20When%20it%20comes%20to%20moving,extra%20care%20and%20attention%20for%20your%20valuables.",
        "https://keystms.com.au/#:~:text=Removalists%20Perth%20%7C%20Get%20a%20Quote%20%7C,Perth's%20Trusted%20Removalists%20for%20Over%2030%20Years.",
        "https://keystms.com.au/#:~:text=For%20more%20than%20three%20decades%2C%20KEYS%20has,transport%2C%20professional%20handling%2C%20and%20flexible%20storage%20agreements."
      ],
      "cited_domains": [
        "brillianceremovals.com.au",
        "foxremovals.com.au",
        "keystms.com.au"
      ],
      "source_classes": [
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-removalist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A3",
      "prompt": "recommended removalist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Brilliance Removals",
        "Fox Removals",
        "Emmanuel Transport",
        "Fully trackable online service"
      ],
      "brands_recommended": [
        "Brilliance Removals",
        "Fox Removals",
        "Emmanuel Transport",
        "Fully trackable online service"
      ],
      "brand_order": [
        "Brilliance Removals",
        "Fox Removals",
        "Emmanuel Transport",
        "Fully trackable online service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://emmanueltransport.net.au/recommended-moving-companies/#:~:text=Best%20for%20office%20and%20heavier%20commercial%20moves.,local%20focus%20shows%20up%20where%20it%20counts.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Proven%20Reputation%3A%20Brilliance%20Removals%20is%20WA's%20top-rated,8%2C%202026%20at%2011%3A00%20PM%20PDT%20today.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Brilliance%20Removals%20are%20your%20locally%20trusted%2C%20nationally,*%20House%20Relocations%20Across%20Perth.%20Moving%20home%3F",
        "https://www.foxremovals.com.au/#:~:text=Moving%20can%20be%20simple%20with%20the%20right,no-obligation%20quote%20today.%20successful%20moves%20and%20counting!",
        "https://www.foxremovals.com.au/#:~:text=Fox%20Removals%20specialises%20in%20office%20removals%20Perth,you%20can%20focus%20on%20running%20your%20business.",
        "https://emmanueltransport.net.au/recommended-moving-companies/#:~:text=They're%20a%20family-run%20removalist%20based%20in%20Mount,people%20book%2C%20not%20just%20the%20easy%20ones.",
        "https://emmanueltransport.net.au/recommended-moving-companies/#:~:text=They're%20a%20family-run%20removalist%20based%20in%20Mount,people%20book%2C%20not%20just%20the%20easy%20ones."
      ],
      "cited_domains": [
        "emmanueltransport.net.au",
        "brillianceremovals.com.au",
        "foxremovals.com.au"
      ],
      "source_classes": [
        {
          "domain": "emmanueltransport.net.au",
          "class": "brand-source"
        },
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-removalist-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A4",
      "prompt": "who is the best removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "1800 Move It",
        "Best Movers & Packers Perth",
        "Step By Step Removals",
        "The Furniture Man",
        "Complete Removals and Storage",
        "Micro Moves",
        "Cityside Removalists"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "1800 Move It",
        "Best Movers & Packers Perth",
        "Step By Step Removals",
        "The Furniture Man",
        "Complete Removals and Storage",
        "Micro Moves",
        "Cityside Removalists"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "1800 Move It",
        "Best Movers & Packers Perth",
        "Step By Step Removals",
        "The Furniture Man",
        "Complete Removals and Storage",
        "Micro Moves",
        "Cityside Removalists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRd2JqaHNObXRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemRHaDVaMjFuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmF6RnJNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnMGFESjNOakJqGAo",
        "https://www.fresha.com/book-now/cleanskin-laser-kencrhqp/services?lid=1487017&oiid=sv:20077663&pId=1412164"
      ],
      "cited_domains": [
        "google.com",
        "fresha.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "fresha.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-removalist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A4",
      "prompt": "who is the best removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "1800 Move It",
        "Best Movers & Packers Perth",
        "Step By Step Removals",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "A2B Removals Group"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "1800 Move It",
        "Best Movers & Packers Perth",
        "Step By Step Removals",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "A2B Removals Group"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "1800 Move It",
        "Best Movers & Packers Perth",
        "Step By Step Removals",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "A2B Removals Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRd2JqaHNObXRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemRHaDVaMjFuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmF6RnJNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRM2NXeHhjQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-removalist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A4",
      "prompt": "who is the best removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Perth Priority Removals",
        "Next Step Removals",
        "1800 Move It",
        "Best Movers & Packers Perth",
        "Step By Step Removals",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Removalist Perth WA"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Perth Priority Removals",
        "Next Step Removals",
        "1800 Move It",
        "Best Movers & Packers Perth",
        "Step By Step Removals",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Removalist Perth WA"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Brilliance Removals",
        "Mike Murphy Furniture Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "The Moving Man",
        "Emmanuel Transport",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Perth Priority Removals",
        "Next Step Removals",
        "1800 Move It",
        "Best Movers & Packers Perth",
        "Step By Step Removals",
        "Complete Removals and Storage",
        "The Furniture Man",
        "Micro Moves",
        "Removalist Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRd2JqaHNObXRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemRHaDVaMjFuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmF6RnJNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk9YRnhZbkUYCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-removalist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A4",
      "prompt": "who is the best removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.brillianceremovals.com.au/removalists/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdWNUTmZNbmR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVh6TjJOelZmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1ak5EazFhM2R3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemRHaDVaMjFuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsb01qVnFiRGhtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk9YRnhZbkUYCg"
      ],
      "cited_domains": [
        "brillianceremovals.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-removalist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A4",
      "prompt": "who is the best removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.muval.com.au/removalists/perth",
        "https://www.brillianceremovals.com.au/removalists/perth/",
        "https://www.themovingman.com.au/blogs/best-perth-removalist/",
        "https://mikemurphyremovals.com.au/",
        "https://www.foxremovals.com.au/",
        "https://www.productreview.com.au/c/furniture-removalists/l/western-australia_au",
        "https://keystms.com.au/blog/how-much-do-removalists-cost-in-perth/"
      ],
      "cited_domains": [
        "muval.com.au",
        "brillianceremovals.com.au",
        "themovingman.com.au",
        "mikemurphyremovals.com.au",
        "foxremovals.com.au",
        "productreview.com.au",
        "keystms.com.au"
      ],
      "source_classes": [
        {
          "domain": "muval.com.au",
          "class": "directory"
        },
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "themovingman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mikemurphyremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-removalist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A4",
      "prompt": "who is the best removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "KEYS The Moving Solution",
        "Mike Murphy Furniture Removals",
        "Average Perth Removalist Costs"
      ],
      "brands_recommended": [
        "Fox Removals",
        "KEYS The Moving Solution",
        "Mike Murphy Furniture Removals",
        "Average Perth Removalist Costs"
      ],
      "brand_order": [
        "Fox Removals",
        "KEYS The Moving Solution",
        "Mike Murphy Furniture Removals",
        "Average Perth Removalist Costs"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1ga5e1t/good_removalists_in_perth/",
        "https://mikemurphyremovals.com.au/",
        "https://www.foxremovals.com.au/",
        "https://keystms.com.au/",
        "https://keystms.com.au/blog/how-much-do-removalists-cost-in-perth/"
      ],
      "cited_domains": [
        "reddit.com",
        "mikemurphyremovals.com.au",
        "foxremovals.com.au",
        "keystms.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "mikemurphyremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-removalist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A4",
      "prompt": "who is the best removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Got The Moves Removalists",
        "The Moving Man",
        "CBD Movers Perth",
        "Able Removals",
        "Perth Cheap Movers"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Got The Moves Removalists",
        "The Moving Man",
        "CBD Movers Perth",
        "Able Removals",
        "Perth Cheap Movers"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Got The Moves Removalists",
        "The Moving Man",
        "CBD Movers Perth",
        "Able Removals",
        "Perth Cheap Movers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth-cbd?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-removalist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A4",
      "prompt": "who is the best removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Mike Murphy Furniture Removals",
        "Complete Removals and Storage",
        "The Moving Man"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Mike Murphy Furniture Removals",
        "Complete Removals and Storage",
        "The Moving Man"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Mike Murphy Furniture Removals",
        "Complete Removals and Storage",
        "The Moving Man"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-removalists-perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/office-removalists?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/16947/removalists?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth-cbd?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/cleaners/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/joondalup?utm_source=chatgpt.com",
        "https://hipages.com.au/find/furniture_removal/wa/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/furniture-removalists?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/furniture-removalists/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/wa-moves?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "bluecollarbusiness.com.au",
        "wordofmouth.com.au",
        "hipages.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-removalist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A4",
      "prompt": "who is the best removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Next Step Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "1800 Move It",
        "Got The Moves Removalists",
        "Able Removals",
        "Perth Priority Removals",
        "Emmanuel Transport"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Next Step Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "1800 Move It",
        "Got The Moves Removalists",
        "Able Removals",
        "Perth Priority Removals",
        "Emmanuel Transport"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Next Step Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "1800 Move It",
        "Got The Moves Removalists",
        "Able Removals",
        "Perth Priority Removals",
        "Emmanuel Transport"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-removalists-perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "bluecollarbusiness.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-removalist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A4",
      "prompt": "who is the best removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Yhairon%20Did%20an%20amazing%20job%20and%20had,at%209%3A10%20PM%20PDT%204%20days%20ago.",
        "https://www.foxremovals.com.au/#:~:text=That's%20why%20we%20make%20sure%20every%20member,Consistently%20rated%20among%20Perth's%20highest-reviewed%20removal%20teams.",
        "https://www.foxremovals.com.au/#:~:text=That's%20why%20we%20make%20sure%20every%20member,Consistently%20rated%20among%20Perth's%20highest-reviewed%20removal%20teams.",
        "https://www.foxremovals.com.au/#:~:text=Apartment%20Removals.%20Moving%20to%20or%20from%20an,%26%20efficient.%20*%20Stress-free.%20*%20Experienced%20team.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=*%20Interstate%20Furniture%20Removals%20from%20Perth.%20Planning,*%20Peppermint%20Grove.%20Covering%20All%20Of%20Australia.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Proven%20Reputation%3A%20Brilliance%20Removals%20is%20WA's%20top-rated,at%202%3A16%20AM%20PDT%203%20days%20ago.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=*%20Interstate%20Furniture%20Removals%20from%20Perth.%20Planning,*%20Peppermint%20Grove.%20Covering%20All%20Of%20Australia.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Brilliance%20Removals%20are%20your%20locally%20trusted%2C%20nationally,new%20chapter%20with%20total%20peace%20of%20mind.",
        "https://mikemurphyremovals.com.au/#:~:text=With%20Mike%20Murphy%20Furniture%20Removals%2C%20you%20can,Tables%20-%20Safes%20%26%20Aquariums.%20Box%20Orders.",
        "https://mikemurphyremovals.com.au/#:~:text=We%20appreciate%20that%20fact%20and%20aim%20to,have%20developed%20a%20fantastic%20reputation%20for%20professionalism.",
        "https://mikemurphyremovals.com.au/#:~:text=With%20Mike%20Murphy%20Furniture%20Removals%2C%20you%20can,Tables%20-%20Safes%20%26%20Aquariums.%20Box%20Orders."
      ],
      "cited_domains": [
        "brillianceremovals.com.au",
        "foxremovals.com.au",
        "mikemurphyremovals.com.au"
      ],
      "source_classes": [
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mikemurphyremovals.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-removalist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A4",
      "prompt": "who is the best removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-removalist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A4",
      "prompt": "who is the best removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-removalist-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A5",
      "prompt": "recommend a good removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Next Move Removals",
        "Fox Removals",
        "Mike Murphy Furniture Removals",
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd"
      ],
      "brands_recommended": [
        "Next Move Removals",
        "Fox Removals",
        "Mike Murphy Furniture Removals",
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd"
      ],
      "brand_order": [
        "Next Move Removals",
        "Fox Removals",
        "Mike Murphy Furniture Removals",
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-removalist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A5",
      "prompt": "recommend a good removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Fox Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Mike Murphy Furniture Removals",
        "Perth Removals and Storage (PRS)",
        "Brilliance Removals",
        "Got The Moves Removalists",
        "The Moving Man",
        "Perth Priority Removals",
        "Next Step Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Move Removals",
        "Emmanuel Transport",
        "The Furniture Man",
        "1800 Move It",
        "Perth Packing Company",
        "Micro Moves",
        "Removalists Perth",
        "Step By Step Removals",
        "Removalist Perth WA",
        "Fox Removals and Mike Murphy"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Fox Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Mike Murphy Furniture Removals",
        "Perth Removals and Storage (PRS)",
        "Brilliance Removals",
        "Got The Moves Removalists",
        "The Moving Man",
        "Perth Priority Removals",
        "Next Step Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Move Removals",
        "Emmanuel Transport",
        "The Furniture Man",
        "1800 Move It",
        "Perth Packing Company",
        "Micro Moves",
        "Removalists Perth",
        "Step By Step Removals",
        "Removalist Perth WA",
        "Fox Removals and Mike Murphy"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Fox Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Mike Murphy Furniture Removals",
        "Perth Removals and Storage (PRS)",
        "Brilliance Removals",
        "Got The Moves Removalists",
        "The Moving Man",
        "Perth Priority Removals",
        "Next Step Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Move Removals",
        "Emmanuel Transport",
        "The Furniture Man",
        "1800 Move It",
        "Perth Packing Company",
        "Micro Moves",
        "Removalists Perth",
        "Step By Step Removals",
        "Removalist Perth WA",
        "Fox Removals and Mike Murphy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpGOTBNV1JqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmF6RnJNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVh6TjJOelZmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk9YRnhZbkUYCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-removalist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A5",
      "prompt": "recommend a good removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Fox Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Mike Murphy Furniture Removals",
        "Perth Removals and Storage (PRS)",
        "Got The Moves Removalists",
        "Perth Priority Removals",
        "Brilliance Removals",
        "Next Step Removals",
        "Next Move Removals",
        "Emmanuel Transport",
        "The Furniture Man",
        "The Moving Man",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Removalists Perth",
        "Step By Step Removals",
        "1800 Move It",
        "Complete Removals and Storage",
        "Removalist Perth WA",
        "Perth Removals and Storage"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Fox Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Mike Murphy Furniture Removals",
        "Perth Removals and Storage (PRS)",
        "Got The Moves Removalists",
        "Perth Priority Removals",
        "Brilliance Removals",
        "Next Step Removals",
        "Next Move Removals",
        "Emmanuel Transport",
        "The Furniture Man",
        "The Moving Man",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Removalists Perth",
        "Step By Step Removals",
        "1800 Move It",
        "Complete Removals and Storage",
        "Removalist Perth WA",
        "Perth Removals and Storage"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Fox Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Mike Murphy Furniture Removals",
        "Perth Removals and Storage (PRS)",
        "Got The Moves Removalists",
        "Perth Priority Removals",
        "Brilliance Removals",
        "Next Step Removals",
        "Next Move Removals",
        "Emmanuel Transport",
        "The Furniture Man",
        "The Moving Man",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Removalists Perth",
        "Step By Step Removals",
        "1800 Move It",
        "Complete Removals and Storage",
        "Removalist Perth WA",
        "Perth Removals and Storage"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVh6TjJOelZmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemRHaDVaMjFuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk9YRnhZbkUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsaVptTm9YMjF0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-removalist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A5",
      "prompt": "recommend a good removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://mikemurphyremovals.com.au/",
        "https://2easyremovals.com.au/",
        "https://keystms.com.au/",
        "https://keystms.com.au/blog/how-much-do-removalists-cost-in-perth/"
      ],
      "cited_domains": [
        "mikemurphyremovals.com.au",
        "2easyremovals.com.au",
        "keystms.com.au"
      ],
      "source_classes": [
        {
          "domain": "mikemurphyremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "2easyremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-removalist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A5",
      "prompt": "recommend a good removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://mikemurphyremovals.com.au/",
        "https://www.foxremovals.com.au/",
        "https://keystms.com.au/",
        "https://keystms.com.au/blog/how-much-do-removalists-cost-in-perth/"
      ],
      "cited_domains": [
        "mikemurphyremovals.com.au",
        "foxremovals.com.au",
        "keystms.com.au"
      ],
      "source_classes": [
        {
          "domain": "mikemurphyremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-removalist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A5",
      "prompt": "recommend a good removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Best Movers & Packers Perth"
      ],
      "brands_recommended": [
        "Best Movers & Packers Perth"
      ],
      "brand_order": [
        "Best Movers & Packers Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1pi02e5/removalists_recommendations/",
        "https://bestmoverspackersperth.com.au/",
        "https://mikemurphyremovals.com.au/",
        "https://keystms.com.au/blog/how-much-do-removalists-cost-in-perth/"
      ],
      "cited_domains": [
        "reddit.com",
        "bestmoverspackersperth.com.au",
        "mikemurphyremovals.com.au",
        "keystms.com.au"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "bestmoverspackersperth.com.au",
          "class": "directory"
        },
        {
          "domain": "mikemurphyremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-removalist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A5",
      "prompt": "recommend a good removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Next Step Removals",
        "Mike Murphy Furniture Removals"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Next Step Removals",
        "Mike Murphy Furniture Removals"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Next Step Removals",
        "Mike Murphy Furniture Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-removalist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A5",
      "prompt": "recommend a good removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Brilliance Removals",
        "2 Easy Removals",
        "Next Step Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "The Moving Man",
        "Got The Moves Removalists",
        "Complete Removals and Storage",
        "Perth Priority Removals",
        "Able Removals",
        "Perth Cheap Movers",
        "Emmanuel Transport"
      ],
      "brands_recommended": [
        "Brilliance Removals",
        "2 Easy Removals",
        "Next Step Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "The Moving Man",
        "Got The Moves Removalists",
        "Complete Removals and Storage",
        "Perth Priority Removals",
        "Able Removals",
        "Perth Cheap Movers",
        "Emmanuel Transport"
      ],
      "brand_order": [
        "Brilliance Removals",
        "2 Easy Removals",
        "Next Step Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "The Moving Man",
        "Got The Moves Removalists",
        "Complete Removals and Storage",
        "Perth Priority Removals",
        "Able Removals",
        "Perth Cheap Movers",
        "Emmanuel Transport"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth-cbd?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-removalist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A5",
      "prompt": "recommend a good removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "Got The Moves Removalists",
        "Able Removals",
        "Perth Priority Removals",
        "Perth Cheap Movers",
        "1800 Move It",
        "Removalists Perth"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "Got The Moves Removalists",
        "Able Removals",
        "Perth Priority Removals",
        "Perth Cheap Movers",
        "1800 Move It",
        "Removalists Perth"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "Got The Moves Removalists",
        "Able Removals",
        "Perth Priority Removals",
        "Perth Cheap Movers",
        "1800 Move It",
        "Removalists Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-removalists-perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "bluecollarbusiness.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-removalist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A5",
      "prompt": "recommend a good removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-removalist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A5",
      "prompt": "recommend a good removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals"
      ],
      "brands_recommended": [
        "Fox Removals"
      ],
      "brand_order": [
        "Fox Removals"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-removalist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-A5",
      "prompt": "recommend a good removalist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Fox Removals",
        "Brilliance Removals",
        "Got The Moves Removalists"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Fox Removals",
        "Brilliance Removals",
        "Got The Moves Removalists"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Fox Removals",
        "Brilliance Removals",
        "Got The Moves Removalists"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-removalist-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B1",
      "prompt": "best removalists in Perth for an interstate move",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Fox Removals",
        "Mike Murphy Furniture Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Emmanuel Transport",
        "Got The Moves Removalists",
        "Brilliance Removals",
        "The Furniture Man",
        "Best Way Removals",
        "Next Move Removals",
        "Next Step Removals",
        "Awesome Mate Removals",
        "Ozwide Movers",
        "A2B Removals Group",
        "TOMMY'S Transport & Removals",
        "1800 Move It",
        "Kent Removals & Storage - Perth",
        "The Moving Man",
        "Best Movers & Packers Perth",
        "Mogul Removals"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Fox Removals",
        "Mike Murphy Furniture Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Emmanuel Transport",
        "Got The Moves Removalists",
        "Brilliance Removals",
        "The Furniture Man",
        "Best Way Removals",
        "Next Move Removals",
        "Next Step Removals",
        "Awesome Mate Removals",
        "Ozwide Movers",
        "A2B Removals Group",
        "TOMMY'S Transport & Removals",
        "1800 Move It",
        "Kent Removals & Storage - Perth",
        "The Moving Man",
        "Best Movers & Packers Perth",
        "Mogul Removals"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Fox Removals",
        "Mike Murphy Furniture Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Emmanuel Transport",
        "Got The Moves Removalists",
        "Brilliance Removals",
        "The Furniture Man",
        "Best Way Removals",
        "Next Move Removals",
        "Next Step Removals",
        "Awesome Mate Removals",
        "Ozwide Movers",
        "A2B Removals Group",
        "TOMMY'S Transport & Removals",
        "1800 Move It",
        "Kent Removals & Storage - Perth",
        "The Moving Man",
        "Best Movers & Packers Perth",
        "Mogul Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsb01qVnFiRGhtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1ak5EazFhM2R3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsck5HcG5NekE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRM2NXeHhjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwb2QzRmpjbkpuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdneFkzZHhOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRd2JqaHNObXRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSZmVHNDVjREIwGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-removalist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B1",
      "prompt": "best removalists in Perth for an interstate move",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Brilliance Removals",
        "Fox Removals",
        "Mike Murphy Furniture Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Emmanuel Transport",
        "Got The Moves Removalists",
        "Next Step Removals",
        "The Moving Man",
        "A2B Removals Group",
        "1800 Move It",
        "The Furniture Man",
        "Best Way Removals",
        "Kent Removals & Storage - Perth",
        "Budget Self Pack Containers",
        "Next Move Removals",
        "Micro Moves",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Bridge Removals",
        "Relocations WA"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Brilliance Removals",
        "Fox Removals",
        "Mike Murphy Furniture Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Emmanuel Transport",
        "Got The Moves Removalists",
        "Next Step Removals",
        "The Moving Man",
        "A2B Removals Group",
        "1800 Move It",
        "The Furniture Man",
        "Best Way Removals",
        "Kent Removals & Storage - Perth",
        "Budget Self Pack Containers",
        "Next Move Removals",
        "Micro Moves",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Bridge Removals",
        "Relocations WA"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Brilliance Removals",
        "Fox Removals",
        "Mike Murphy Furniture Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Emmanuel Transport",
        "Got The Moves Removalists",
        "Next Step Removals",
        "The Moving Man",
        "A2B Removals Group",
        "1800 Move It",
        "The Furniture Man",
        "Best Way Removals",
        "Kent Removals & Storage - Perth",
        "Budget Self Pack Containers",
        "Next Move Removals",
        "Micro Moves",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Bridge Removals",
        "Relocations WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRM2NXeHhjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsb01qVnFiRGhtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdneFkzZHhOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdNMWVYRXljVEUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmF6RnJNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGVIRjNNWGs0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU5tUnlOR3h5GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-removalist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B1",
      "prompt": "best removalists in Perth for an interstate move",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Fox Removals",
        "Mike Murphy Furniture Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Emmanuel Transport",
        "Brilliance Removals",
        "Got The Moves Removalists",
        "Next Step Removals",
        "The Furniture Man",
        "Best Way Removals",
        "Next Move Removals",
        "1800 Move It",
        "A2B Removals Group",
        "Ozwide Movers",
        "Awesome Mate Removals",
        "Relocations WA",
        "Kent Removals & Storage - Perth",
        "The Moving Man",
        "TOMMY'S Transport & Removals",
        "Advanced Perth Removals & Storage Pty Ltd"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Fox Removals",
        "Mike Murphy Furniture Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Emmanuel Transport",
        "Brilliance Removals",
        "Got The Moves Removalists",
        "Next Step Removals",
        "The Furniture Man",
        "Best Way Removals",
        "Next Move Removals",
        "1800 Move It",
        "A2B Removals Group",
        "Ozwide Movers",
        "Awesome Mate Removals",
        "Relocations WA",
        "Kent Removals & Storage - Perth",
        "The Moving Man",
        "TOMMY'S Transport & Removals",
        "Advanced Perth Removals & Storage Pty Ltd"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Fox Removals",
        "Mike Murphy Furniture Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Emmanuel Transport",
        "Brilliance Removals",
        "Got The Moves Removalists",
        "Next Step Removals",
        "The Furniture Man",
        "Best Way Removals",
        "Next Move Removals",
        "1800 Move It",
        "A2B Removals Group",
        "Ozwide Movers",
        "Awesome Mate Removals",
        "Relocations WA",
        "Kent Removals & Storage - Perth",
        "The Moving Man",
        "TOMMY'S Transport & Removals",
        "Advanced Perth Removals & Storage Pty Ltd"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsb01qVnFiRGhtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRM2NXeHhjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsck5HcG5NekE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1ak5EazFhM2R3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwaU5tUnlOR3h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdneFkzZHhOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwb2QzRmpjbkpuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-removalist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B1",
      "prompt": "best removalists in Perth for an interstate move",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Find a Mover"
      ],
      "brands_recommended": [
        "Find a Mover"
      ],
      "brand_order": [
        "Find a Mover"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.muval.com.au/interstate-removalists/perth",
        "https://www.reddit.com/r/perth/comments/1k87oyp/interstate_removalist_recommendations_and/",
        "https://www.brillianceremovals.com.au/removalists/perth/",
        "https://www.findamover.com.au/removalists/perth",
        "https://www.allied.com/au/interstate-removalists/perth",
        "https://keystms.com.au/interstate/",
        "https://www.kentremovalsstorage.com.au/removalists-perth-removals"
      ],
      "cited_domains": [
        "muval.com.au",
        "reddit.com",
        "brillianceremovals.com.au",
        "findamover.com.au",
        "allied.com",
        "keystms.com.au",
        "kentremovalsstorage.com.au"
      ],
      "source_classes": [
        {
          "domain": "muval.com.au",
          "class": "directory"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findamover.com.au",
          "class": "directory"
        },
        {
          "domain": "allied.com",
          "class": "brand-source"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kentremovalsstorage.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-removalist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B1",
      "prompt": "best removalists in Perth for an interstate move",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Kent Removals & Storage - Perth",
        "Find a Mover"
      ],
      "brands_recommended": [
        "Kent Removals & Storage - Perth",
        "Find a Mover"
      ],
      "brand_order": [
        "Kent Removals & Storage - Perth",
        "Find a Mover"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.muval.com.au/interstate-removalists/perth",
        "https://www.reddit.com/r/perth/comments/1k87oyp/interstate_removalist_recommendations_and/",
        "https://www.findamover.com.au/removalists/perth",
        "https://www.allied.com/au/interstate-removalists/perth",
        "https://google.com.au/goto?url=CAESfAHrOzAVM1Na3lSfu0ykIQyYwBKK66QM9bPPPPotbcVedkeGu15OWOy4sZFhXtgGAahjggh3yicS3ApBnEtu_zyZcZODSkLhuauO7mePhMSpRFlmppEkFRw39aPISFJD8TcblWNANdfZQ6X-DUtv8Y0kck9ICZRsuHxrVqs",
        "https://keystms.com.au/interstate/",
        "https://www.kentremovalsstorage.com.au/removalists-perth-removals"
      ],
      "cited_domains": [
        "muval.com.au",
        "reddit.com",
        "findamover.com.au",
        "allied.com",
        "google.com.au",
        "keystms.com.au",
        "kentremovalsstorage.com.au"
      ],
      "source_classes": [
        {
          "domain": "muval.com.au",
          "class": "directory"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "findamover.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allied.com",
          "class": "brand-source"
        },
        {
          "domain": "google.com.au",
          "class": "platform-owned"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kentremovalsstorage.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-removalist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B1",
      "prompt": "best removalists in Perth for an interstate move",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Kent Removals & Storage - Perth",
        "Brilliance Removals",
        "Find a Mover"
      ],
      "brands_recommended": [
        "Kent Removals & Storage - Perth",
        "Brilliance Removals",
        "Find a Mover"
      ],
      "brand_order": [
        "Kent Removals & Storage - Perth",
        "Brilliance Removals",
        "Find a Mover"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.muval.com.au/interstate-removalists/perth",
        "https://www.reddit.com/r/perth/comments/1k87oyp/interstate_removalist_recommendations_and/",
        "https://www.brillianceremovals.com.au/removalists/perth/",
        "https://www.findamover.com.au/removalists/perth",
        "https://www.interstateremovalistsco.com.au/WA/perth-removalists.html",
        "https://keystms.com.au/interstate/",
        "https://www.kentremovalsstorage.com.au/removalists-perth-removals"
      ],
      "cited_domains": [
        "muval.com.au",
        "reddit.com",
        "brillianceremovals.com.au",
        "findamover.com.au",
        "interstateremovalistsco.com.au",
        "keystms.com.au",
        "kentremovalsstorage.com.au"
      ],
      "source_classes": [
        {
          "domain": "muval.com.au",
          "class": "directory"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findamover.com.au",
          "class": "brand-source"
        },
        {
          "domain": "interstateremovalistsco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kentremovalsstorage.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-removalist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B1",
      "prompt": "best removalists in Perth for an interstate move",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Got The Moves Removalists",
        "Grace Removals Group - Perth",
        "Allied Moving Services",
        "UP! Removals Perth",
        "Perth Moving Company"
      ],
      "brands_recommended": [
        "Got The Moves Removalists",
        "Grace Removals Group - Perth",
        "Allied Moving Services",
        "UP! Removals Perth",
        "Perth Moving Company"
      ],
      "brand_order": [
        "Got The Moves Removalists",
        "Grace Removals Group - Perth",
        "Allied Moving Services",
        "UP! Removals Perth",
        "Perth Moving Company"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.trustpilot.com/review/grace.com.au/location/perth?page=2&utm_source=chatgpt.com",
        "https://www.allied.com/au/interstate-removalists/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/wridgways-wa-perth-airport?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/allied-moving-services-wa?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "trustpilot.com",
        "allied.com",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "allied.com",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-removalist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B1",
      "prompt": "best removalists in Perth for an interstate move",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Grace Removals Group - Perth",
        "2 Easy Removals",
        "A2B Removals Group",
        "Got The Moves Removalists",
        "Emmanuel Transport",
        "Kent Removals & Storage - Perth",
        "Allied Moving Services"
      ],
      "brands_recommended": [
        "Grace Removals Group - Perth",
        "2 Easy Removals",
        "A2B Removals Group",
        "Got The Moves Removalists",
        "Emmanuel Transport",
        "Kent Removals & Storage - Perth",
        "Allied Moving Services"
      ],
      "brand_order": [
        "Grace Removals Group - Perth",
        "2 Easy Removals",
        "A2B Removals Group",
        "Got The Moves Removalists",
        "Emmanuel Transport",
        "Kent Removals & Storage - Perth",
        "Allied Moving Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://au.trustpilot.com/review/grace.com.au/location/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth-cbd?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/allied-moving-services?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/interstate-removalists?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "au.trustpilot.com",
        "starworks.com.au",
        "productreview.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "au.trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-removalist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B1",
      "prompt": "best removalists in Perth for an interstate move",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Brilliance Removals",
        "Kent Removals & Storage - Perth",
        "2 Easy Removals",
        "A2B Removals Group",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "The Moving Man",
        "Fox Removals"
      ],
      "brands_recommended": [
        "Brilliance Removals",
        "Kent Removals & Storage - Perth",
        "2 Easy Removals",
        "A2B Removals Group",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "The Moving Man",
        "Fox Removals"
      ],
      "brand_order": [
        "Brilliance Removals",
        "Kent Removals & Storage - Perth",
        "2 Easy Removals",
        "A2B Removals Group",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "The Moving Man",
        "Fox Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/interstate-removalists?utm_source=chatgpt.com",
        "https://www.muval.com.au/interstate-removalists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth-airport/interstate-removalists?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/dianella/interstate-removalists?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth-cbd?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-removalists-perth/?utm_source=chatgpt.com",
        "https://www.findamover.com.au/interstate-removalists/perth-to-brisbane?utm_source=chatgpt.com",
        "https://www.findamover.com.au/interstate-removalists/perth-to-sydney?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/furniture-removalists/l/western-australia_au?utm_source=chatgpt.com",
        "https://hipages.com.au/find/furniture_removal/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "muval.com.au",
        "bluecollarbusiness.com.au",
        "findamover.com.au",
        "productreview.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "muval.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "findamover.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-removalist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B1",
      "prompt": "best removalists in Perth for an interstate move",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Kent Removals & Storage - Perth",
        "Allied Moving Services",
        "Brilliance Removals"
      ],
      "brands_recommended": [
        "Kent Removals & Storage - Perth",
        "Allied Moving Services",
        "Brilliance Removals"
      ],
      "brand_order": [
        "Kent Removals & Storage - Perth",
        "Allied Moving Services",
        "Brilliance Removals"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-removalist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B1",
      "prompt": "best removalists in Perth for an interstate move",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Brilliance Removals",
        "A2B Removals Group",
        "Fox Removals",
        "Tips for Choosing an Interstate Mover"
      ],
      "brands_recommended": [
        "Brilliance Removals",
        "A2B Removals Group",
        "Fox Removals",
        "Tips for Choosing an Interstate Mover"
      ],
      "brand_order": [
        "Brilliance Removals",
        "A2B Removals Group",
        "Fox Removals",
        "Tips for Choosing an Interstate Mover"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=We're%20trusted%20for%20regular%2C%20major%20interstate%20house,to%20our%20expert%20planning%20and%20dedicated%20teams.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=At%20Brilliance%2C%20we%20back%20ourselves%20as%20the,*%20Peppermint%20Grove.%20Covering%20All%20Of%20Australia.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=At%20Brilliance%2C%20we%20back%20ourselves%20as%20the,*%20Peppermint%20Grove.%20Covering%20All%20Of%20Australia.",
        "https://a2bremovalsgroup.com.au/#:~:text=Yes.%20A2B%20Removals%20Group%20is%20fully%20insured,are%20protected%20every%20step%20of%20the%20way.",
        "https://a2bremovalsgroup.com.au/#:~:text=Perth's%20Most%20Trusted%20Removalist%20%26%20Storage%20Specialists.,of%20long-distance%20expertise.%20*%20Container%20Storage%20Solutions.",
        "https://keystms.com.au/interstate/#:~:text=The%20Interstate%20Removalists%20Perth%20Trusts.%20Moving%20interstate,than%20any%20other%20interstate%20removalist%20in%20Perth.",
        "https://keystms.com.au/interstate/#:~:text=Our%20Services%20*%20Furniture%20Removals.%20We%20move,from%20Perth%20to%20almost%20anywhere%20in%20Australia.",
        "https://keystms.com.au/interstate/#:~:text=*%20Packing%20and%20Valet.%20Our%20professional%20team,inventory%20provided%20before%20we%20take%20anything%20away.",
        "https://www.foxremovals.com.au/#:~:text=Make%20your%20move%20stress-free%20with%20one%20of,no-obligation%20quote%20today.%20successful%20moves%20and%20counting!",
        "https://www.foxremovals.com.au/#:~:text=That's%20why%20we%20make%20sure%20every%20member,Consistently%20rated%20among%20Perth's%20highest-reviewed%20removal%20teams.",
        "https://www.foxremovals.com.au/#:~:text=Fox%20Removals%20specialises%20in%20office%20removals%20Perth,you%20can%20focus%20on%20running%20your%20business.",
        "https://a2bremovalsgroup.com.au/#:~:text=Yes.%20A2B%20Removals%20Group%20is%20fully%20insured,are%20protected%20every%20step%20of%20the%20way."
      ],
      "cited_domains": [
        "brillianceremovals.com.au",
        "a2bremovalsgroup.com.au",
        "keystms.com.au",
        "foxremovals.com.au"
      ],
      "source_classes": [
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "a2bremovalsgroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-removalist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B1",
      "prompt": "best removalists in Perth for an interstate move",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Major National Specialists",
        "Highly Rated Local & Regional Experts"
      ],
      "brands_recommended": [
        "Major National Specialists",
        "Highly Rated Local & Regional Experts"
      ],
      "brand_order": [
        "Major National Specialists",
        "Highly Rated Local & Regional Experts"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.kentremovalsstorage.com.au/interstate-removalists-perth#:~:text=Whether%20you're%20moving%20to%20Melbourne%2C%20Sydney%2C%20Brisbane%2C,Pricing.%20Our.%20top.%20moving.%20tips.%20to.%20Perth.",
        "https://www.kentremovalsstorage.com.au/interstate-removalists-perth#:~:text=Moving%20interstate%20from%20Perth%20or%20relocating%20to,is%20handled%20efficiently%20from%20start%20to%20finish.",
        "https://www.dawsonmoving.com.au/interstate-removalists-perth/#:~:text=Dawson%20Moving%20%26%20Storage%20have%20been%20offering,knowledge%20and%20careful%20consideration%20of%20your%20requirements.",
        "https://www.dawsonmoving.com.au/interstate-removalists-perth/#:~:text=Dawson%20Moving%20%26%20Storage%20have%20been%20offering,knowledge%20and%20careful%20consideration%20of%20your%20requirements.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Proven%20Reputation%3A%20Brilliance%20Removals%20is%20WA's%20top-rated,8%2C%202026%20at%2011%3A00%20PM%20PDT%20today.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=*%20Interstate%20Furniture%20Removals%20from%20Perth.%20Planning,*%20Peppermint%20Grove.%20Covering%20All%20Of%20Australia.",
        "https://www.muval.com.au/interstate-removalists/perth#:~:text=Demand%20has%20tended%20to%20be%20busiest%20in,on%20Muval%20or%20call%201300%20168%20825.",
        "https://www.muval.com.au/interstate-removalists/perth#:~:text=Demand%20has%20tended%20to%20be%20busiest%20in,on%20Muval%20or%20call%201300%20168%20825."
      ],
      "cited_domains": [
        "kentremovalsstorage.com.au",
        "dawsonmoving.com.au",
        "brillianceremovals.com.au",
        "muval.com.au"
      ],
      "source_classes": [
        {
          "domain": "kentremovalsstorage.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dawsonmoving.com.au",
          "class": "brand-source"
        },
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "muval.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-removalist-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B2",
      "prompt": "cheapest reliable furniture removalists Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Brilliance Removals",
        "2 Easy Removals",
        "Fox Removals",
        "Got The Moves Removalists",
        "Step By Step Removals",
        "Mike Murphy Furniture Removals",
        "Emmanuel Transport",
        "Removalist Perth WA",
        "Best Movers & Packers Perth",
        "Next Step Removals",
        "Cheap Movers N Packers",
        "Perth Removals and Storage (PRS)",
        "Perth Cheap Movers",
        "Complete Removals and Storage",
        "Removalists Perth",
        "Perth Moving Company ( Urgent Removals )",
        "Advanced Perth Removals & Storage Pty Ltd",
        "The Furniture Man",
        "Perth Packing Company",
        "Highly Rated & Cost-Effective Perth Removalists"
      ],
      "brands_recommended": [
        "Brilliance Removals",
        "2 Easy Removals",
        "Fox Removals",
        "Got The Moves Removalists",
        "Step By Step Removals",
        "Mike Murphy Furniture Removals",
        "Emmanuel Transport",
        "Removalist Perth WA",
        "Best Movers & Packers Perth",
        "Next Step Removals",
        "Cheap Movers N Packers",
        "Perth Removals and Storage (PRS)",
        "Perth Cheap Movers",
        "Complete Removals and Storage",
        "Removalists Perth",
        "Perth Moving Company ( Urgent Removals )",
        "Advanced Perth Removals & Storage Pty Ltd",
        "The Furniture Man",
        "Perth Packing Company",
        "Highly Rated & Cost-Effective Perth Removalists"
      ],
      "brand_order": [
        "Brilliance Removals",
        "2 Easy Removals",
        "Fox Removals",
        "Got The Moves Removalists",
        "Step By Step Removals",
        "Mike Murphy Furniture Removals",
        "Emmanuel Transport",
        "Removalist Perth WA",
        "Best Movers & Packers Perth",
        "Next Step Removals",
        "Cheap Movers N Packers",
        "Perth Removals and Storage (PRS)",
        "Perth Cheap Movers",
        "Complete Removals and Storage",
        "Removalists Perth",
        "Perth Moving Company ( Urgent Removals )",
        "Advanced Perth Removals & Storage Pty Ltd",
        "The Furniture Man",
        "Perth Packing Company",
        "Highly Rated & Cost-Effective Perth Removalists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk9YRnhZbkUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRd2JqaHNObXRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZemRHZDRjV3hqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE9YSnVhakU0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemRHaDVaMjFuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVh6TjJOelZmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpGOTBNV1JqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsaVptTm9YMjF0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-removalist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B2",
      "prompt": "cheapest reliable furniture removalists Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Cheap Movers N Packers",
        "Mike Murphy Furniture Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Got The Moves Removalists",
        "Emmanuel Transport",
        "Fox Removals",
        "The Furniture Man",
        "Aussee Move Master - Two Men And Truck -cheap Removalists Perth",
        "Furniture Taxi",
        "Perth Priority Removals",
        "Perth Removals and Storage (PRS)",
        "1800 Move It",
        "Step By Step Removals",
        "Cheap House Mover",
        "The Moving Man",
        "Brilliance Removals",
        "Perth Packing Company",
        "Furniture Removals Perth",
        "Perth Cheap Movers"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Cheap Movers N Packers",
        "Mike Murphy Furniture Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Got The Moves Removalists",
        "Emmanuel Transport",
        "Fox Removals",
        "The Furniture Man",
        "Aussee Move Master - Two Men And Truck -cheap Removalists Perth",
        "Furniture Taxi",
        "Perth Priority Removals",
        "Perth Removals and Storage (PRS)",
        "1800 Move It",
        "Step By Step Removals",
        "Cheap House Mover",
        "The Moving Man",
        "Brilliance Removals",
        "Perth Packing Company",
        "Furniture Removals Perth",
        "Perth Cheap Movers"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Cheap Movers N Packers",
        "Mike Murphy Furniture Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Got The Moves Removalists",
        "Emmanuel Transport",
        "Fox Removals",
        "The Furniture Man",
        "Aussee Move Master - Two Men And Truck -cheap Removalists Perth",
        "Furniture Taxi",
        "Perth Priority Removals",
        "Perth Removals and Storage (PRS)",
        "1800 Move It",
        "Step By Step Removals",
        "Cheap House Mover",
        "The Moving Man",
        "Brilliance Removals",
        "Perth Packing Company",
        "Furniture Removals Perth",
        "Perth Cheap Movers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://mikemurphyremovals.com.au/",
        "https://perthcheapmovers.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZemRHZDRjV3hqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0emJESXpPR295GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvemEzTmtlVzR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1c05tTXllbWR3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpGOTBNV1JqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsaWFqTXlNMmd4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE9YSnVhakU0GAo"
      ],
      "cited_domains": [
        "mikemurphyremovals.com.au",
        "perthcheapmovers.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "mikemurphyremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthcheapmovers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-removalist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B2",
      "prompt": "cheapest reliable furniture removalists Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "NP Movers",
        "Cityside Removalists",
        "2 Easy Removals"
      ],
      "brands_recommended": [
        "NP Movers",
        "Cityside Removalists",
        "2 Easy Removals"
      ],
      "brand_order": [
        "NP Movers",
        "Cityside Removalists",
        "2 Easy Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1ga5e1t/good_removalists_in_perth/",
        "https://www.reddit.com/r/perth/comments/1g5fwmb/anyone_used_cheap_removalists_perth/",
        "https://www.reddit.com/r/perth/comments/1pi02e5/removalists_recommendations/",
        "https://bookings.gettimely.com/tayabreehairartistry/bb/book?location=261489&product=2814142:SV&channel=gar"
      ],
      "cited_domains": [
        "reddit.com",
        "bookings.gettimely.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "bookings.gettimely.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-removalist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B2",
      "prompt": "cheapest reliable furniture removalists Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-removalist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B2",
      "prompt": "cheapest reliable furniture removalists Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Find a Mover"
      ],
      "brands_recommended": [
        "Find a Mover"
      ],
      "brand_order": [
        "Find a Mover"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://google.com.au/goto?url=CAESggEB6zswFeLmQ4aL4EtbrxJ-1rvh46glsZQ_Fk7c3tJS3VyAzIP5cLMujP7BogOV2LKwIUTvKXyl0C7uxQhAD0Zq2WiBdFBwskSlLR1PbROjuqZVYUizAkXKE9QBykZal7MeCmexhhd-e-8T5z7BKZ15OHVGU2U0nh9BAIP9Rc73lx-O",
        "https://www.findamover.com.au/removalists/perth",
        "https://2easyremovals.com.au/",
        "https://www.findamover.com.au/mover/cheap-movers-perth-1343",
        "https://www.muval.com.au/removalists/perth/north-perth"
      ],
      "cited_domains": [
        "google.com.au",
        "findamover.com.au",
        "2easyremovals.com.au",
        "muval.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com.au",
          "class": "platform-owned"
        },
        {
          "domain": "findamover.com.au",
          "class": "brand-source"
        },
        {
          "domain": "2easyremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "muval.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-removalist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B2",
      "prompt": "cheapest reliable furniture removalists Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Find a Mover"
      ],
      "brands_recommended": [
        "Find a Mover"
      ],
      "brand_order": [
        "Find a Mover"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthcheapmovers.com.au/",
        "https://www.findamover.com.au/removalists/perth",
        "https://2easyremovals.com.au/",
        "https://perthpriorityremovals.com.au/",
        "https://www.brillianceremovals.com.au/removalists/perth/"
      ],
      "cited_domains": [
        "perthcheapmovers.com.au",
        "findamover.com.au",
        "2easyremovals.com.au",
        "perthpriorityremovals.com.au",
        "brillianceremovals.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthcheapmovers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findamover.com.au",
          "class": "brand-source"
        },
        {
          "domain": "2easyremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthpriorityremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-removalist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B2",
      "prompt": "cheapest reliable furniture removalists Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Micro Moves",
        "Mike Murphy Furniture Removals",
        "Perth Cheap Movers",
        "Got The Moves Removalists"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Micro Moves",
        "Mike Murphy Furniture Removals",
        "Perth Cheap Movers",
        "Got The Moves Removalists"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Micro Moves",
        "Mike Murphy Furniture Removals",
        "Perth Cheap Movers",
        "Got The Moves Removalists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/perth-cheap-movers?utm_source=chatgpt.com",
        "https://www.muval.com.au/removalists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "productreview.com.au",
        "muval.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "muval.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-removalist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B2",
      "prompt": "cheapest reliable furniture removalists Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Got The Moves Removalists",
        "2 Easy Removals",
        "Mike Murphy Furniture Removals",
        "Perth Cheap Movers",
        "Complete Removals and Storage",
        "Awesome Mate Removals",
        "Affordable perth removals",
        "Furniture Removals Perth",
        "Perth Packing Company",
        "Perth Priority Removals",
        "Able Removals",
        "Cheap House Mover",
        "Step By Step Removals",
        "2 movers + truck"
      ],
      "brands_recommended": [
        "Got The Moves Removalists",
        "2 Easy Removals",
        "Mike Murphy Furniture Removals",
        "Perth Cheap Movers",
        "Complete Removals and Storage",
        "Awesome Mate Removals",
        "Affordable perth removals",
        "Furniture Removals Perth",
        "Perth Packing Company",
        "Perth Priority Removals",
        "Able Removals",
        "Cheap House Mover",
        "Step By Step Removals",
        "2 movers + truck"
      ],
      "brand_order": [
        "Got The Moves Removalists",
        "2 Easy Removals",
        "Mike Murphy Furniture Removals",
        "Perth Cheap Movers",
        "Complete Removals and Storage",
        "Awesome Mate Removals",
        "Affordable perth removals",
        "Furniture Removals Perth",
        "Perth Packing Company",
        "Perth Priority Removals",
        "Able Removals",
        "Cheap House Mover",
        "Step By Step Removals",
        "2 movers + truck"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.findamover.com.au/removalists/perth?utm_source=chatgpt.com",
        "https://whatsthedamage.com.au/removalist-cost-perth/?utm_source=chatgpt.com",
        "https://awesomemateremovals.com.au/services/furniture-removals-perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "findamover.com.au",
        "whatsthedamage.com.au",
        "awesomemateremovals.com.au"
      ],
      "source_classes": [
        {
          "domain": "findamover.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "awesomemateremovals.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-removalist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B2",
      "prompt": "cheapest reliable furniture removalists Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Got The Moves Removalists",
        "The Furniture Man",
        "Perth Removals and Storage (PRS)",
        "Best Movers & Packers Perth",
        "Perth Cheap Movers",
        "Cheap House Mover",
        "Complete Removals and Storage",
        "1800 Move It",
        "Perth Priority Removals",
        "CBD Movers Perth",
        "Furniture Removals Perth"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Got The Moves Removalists",
        "The Furniture Man",
        "Perth Removals and Storage (PRS)",
        "Best Movers & Packers Perth",
        "Perth Cheap Movers",
        "Cheap House Mover",
        "Complete Removals and Storage",
        "1800 Move It",
        "Perth Priority Removals",
        "CBD Movers Perth",
        "Furniture Removals Perth"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Got The Moves Removalists",
        "The Furniture Man",
        "Perth Removals and Storage (PRS)",
        "Best Movers & Packers Perth",
        "Perth Cheap Movers",
        "Cheap House Mover",
        "Complete Removals and Storage",
        "1800 Move It",
        "Perth Priority Removals",
        "CBD Movers Perth",
        "Furniture Removals Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.findamover.com.au/removalists/perth?utm_source=chatgpt.com",
        "https://awesomemateremovals.com.au/blog/how-much-do-removalists-cost-per-hour-in-perth-2026-guide?utm_source=chatgpt.com",
        "https://perthcheapmovers.com.au/furniture-removalists-perth/?utm_source=chatgpt.com",
        "https://aussiemovemasters.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "findamover.com.au",
        "awesomemateremovals.com.au",
        "perthcheapmovers.com.au",
        "aussiemovemasters.au"
      ],
      "source_classes": [
        {
          "domain": "findamover.com.au",
          "class": "brand-source"
        },
        {
          "domain": "awesomemateremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthcheapmovers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aussiemovemasters.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-removalist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B2",
      "prompt": "cheapest reliable furniture removalists Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://cheapremovalistsperth.au/#:~:text=02.%20Expert%20furniture%20removalists%20Perth%20for%20heavy%2C,everything%20arrives%20safely.%20*%20Moving%20Services%20Perth.",
        "https://cheapremovalistsperth.au/#:~:text=Best%20%26%20Cheap%20Removalists%20in%20Perth.%20Cheap,we%20tailor%20our%20services%20to%20your%20needs.",
        "https://cheapremovalistsperth.au/#:~:text=About%20Us.%20*%20Two%20Men%20%26%20a,*%20Flat%20Rate%20Fees.%20No%20hidden%20costs.",
        "https://cheapremovalistsperth.au/#:~:text=About%20Us.%20*%20Two%20Men%20%26%20a,*%20Flat%20Rate%20Fees.%20No%20hidden%20costs.",
        "https://simplymovers.com.au/#:~:text=With%20Simply%20Movers%3A%20*%20%E2%9C%85%20No%20hidden,and%20we%20can%20help%20with%20that%20too.",
        "https://simplymovers.com.au/#:~:text=With%20Simply%20Movers%3A%20*%20%E2%9C%85%20No%20hidden,and%20we%20can%20help%20with%20that%20too.",
        "https://simplymovers.com.au/#:~:text=Have%20you%20recently%20made%20a%20purchase%20from,the%20size%20and%20complexity%20of%20the%20item.",
        "https://www.ableremovals.net.au/#:~:text=we're%20your%20Perth%20relocation%20experts%20that%20will,that%20we%20think%20ahead%20and%20come%20prepared.",
        "https://www.ableremovals.net.au/#:~:text=All%20of%20the%20moving%20guys%20at%20Able,punctuality%2C%20respect%2C%20cleanliness%2C%20reliability%20and%20our%20friendliness.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Brilliance%20Removals%20are%20your%20locally%20trusted%2C%20nationally,new%20chapter%20with%20total%20peace%20of%20mind.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Proven%20Reputation%3A%20Brilliance%20Removals%20is%20WA's%20top-rated,at%202%3A16%20AM%20PDT%203%20days%20ago.",
        "https://simplymovers.com.au/#:~:text=We%20tailor%20our%20service%20to%20your%20needs%3A,school%20holidays%2C%20as%20they%20fill%20up%20fast.",
        "https://www.ableremovals.net.au/#:~:text=We're%20a%20moving%20company%20who%20apply%20a,ready%20to%20go%20into%20the%20moving%20truck."
      ],
      "cited_domains": [
        "cheapremovalistsperth.au",
        "simplymovers.com.au",
        "ableremovals.net.au",
        "brillianceremovals.com.au"
      ],
      "source_classes": [
        {
          "domain": "cheapremovalistsperth.au",
          "class": "brand-source"
        },
        {
          "domain": "simplymovers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ableremovals.net.au",
          "class": "brand-source"
        },
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-removalist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B2",
      "prompt": "cheapest reliable furniture removalists Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://perthpriorityremovals.com.au/#:~:text=*%20Rubbish%2C%20mattress%20%26%20couch%20removal%20from,within%2015%20minutes.%20Get%20a%20Quick%20Quote.",
        "https://perthpriorityremovals.com.au/#:~:text=Thank%20you%20again%20Sheriff.%22%20Warren%20Sam27%2F06%2F2026.%20*,friendly%2C%20and%20very%20careful%20with%20our%20belongings.",
        "https://www.muval.com.au/removalists/perth/north-perth"
      ],
      "cited_domains": [
        "perthpriorityremovals.com.au",
        "muval.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthpriorityremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "muval.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-removalist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B2",
      "prompt": "cheapest reliable furniture removalists Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Cheap Removalists Perth",
        "Simply Movers PTY Ltd"
      ],
      "brands_recommended": [
        "Cheap Removalists Perth",
        "Simply Movers PTY Ltd"
      ],
      "brand_order": [
        "Cheap Removalists Perth",
        "Simply Movers PTY Ltd"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.muval.com.au/removalists/perth/north-perth#:~:text=Our%20highly%20recommended%20network%20of%20removalists%20North,6155.%20Brilliance%20Removals%204.90%20%C2%B7%201544%20reviews.",
        "https://cheapremovalistsperth.au/"
      ],
      "cited_domains": [
        "muval.com.au",
        "cheapremovalistsperth.au"
      ],
      "source_classes": [
        {
          "domain": "muval.com.au",
          "class": "directory"
        },
        {
          "domain": "cheapremovalistsperth.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-removalist-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B3",
      "prompt": "best Perth removalists for a small apartment move",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Fox Removals",
        "Got The Moves Removalists",
        "Mike Murphy Furniture Removals",
        "Perth Removals and Storage (PRS)",
        "Step By Step Removals",
        "The Furniture Man",
        "Perth Priority Removals",
        "Emmanuel Transport",
        "Next Move Removals",
        "The Moving Man",
        "1800 Move It",
        "Complete Removals and Storage",
        "West Safe Removals",
        "Next Step Removals",
        "Simply Movers PTY Ltd",
        "Perth Packing Company",
        "Removalists Perth",
        "Furniture Removals Perth"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Fox Removals",
        "Got The Moves Removalists",
        "Mike Murphy Furniture Removals",
        "Perth Removals and Storage (PRS)",
        "Step By Step Removals",
        "The Furniture Man",
        "Perth Priority Removals",
        "Emmanuel Transport",
        "Next Move Removals",
        "The Moving Man",
        "1800 Move It",
        "Complete Removals and Storage",
        "West Safe Removals",
        "Next Step Removals",
        "Simply Movers PTY Ltd",
        "Perth Packing Company",
        "Removalists Perth",
        "Furniture Removals Perth"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Fox Removals",
        "Got The Moves Removalists",
        "Mike Murphy Furniture Removals",
        "Perth Removals and Storage (PRS)",
        "Step By Step Removals",
        "The Furniture Man",
        "Perth Priority Removals",
        "Emmanuel Transport",
        "Next Move Removals",
        "The Moving Man",
        "1800 Move It",
        "Complete Removals and Storage",
        "West Safe Removals",
        "Next Step Removals",
        "Simply Movers PTY Ltd",
        "Perth Packing Company",
        "Removalists Perth",
        "Furniture Removals Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1ktcod5/moving_company_recommendations/",
        "https://www.reddit.com/r/perth/comments/1pi02e5/removalists_recommendations/",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemRHaDVaMjFuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdWNUTmZNbmR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRek5IaHpOVGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpGOTBNV1JqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVh6TjJOelZmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsaWFqTXlNMmd4GAo"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-removalist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B3",
      "prompt": "best Perth removalists for a small apartment move",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Fox Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Advanced Perth Removals & Storage Pty Ltd",
        "The Moving Man",
        "Brilliance Removals",
        "Emmanuel Transport",
        "Mike Murphy Furniture Removals",
        "Step By Step Removals",
        "Next Move Removals",
        "Micro Moves",
        "West Safe Removals",
        "The Furniture Man",
        "Perth Priority Removals",
        "Next Step Removals",
        "Simply Movers PTY Ltd",
        "Perth Packing Company",
        "Removalists Perth"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Fox Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Advanced Perth Removals & Storage Pty Ltd",
        "The Moving Man",
        "Brilliance Removals",
        "Emmanuel Transport",
        "Mike Murphy Furniture Removals",
        "Step By Step Removals",
        "Next Move Removals",
        "Micro Moves",
        "West Safe Removals",
        "The Furniture Man",
        "Perth Priority Removals",
        "Next Step Removals",
        "Simply Movers PTY Ltd",
        "Perth Packing Company",
        "Removalists Perth"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Fox Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Advanced Perth Removals & Storage Pty Ltd",
        "The Moving Man",
        "Brilliance Removals",
        "Emmanuel Transport",
        "Mike Murphy Furniture Removals",
        "Step By Step Removals",
        "Next Move Removals",
        "Micro Moves",
        "West Safe Removals",
        "The Furniture Man",
        "Perth Priority Removals",
        "Next Step Removals",
        "Simply Movers PTY Ltd",
        "Perth Packing Company",
        "Removalists Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRMmF6RnJNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdWNUTmZNbmR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhRek5IaHpOVGR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpGOTBNV1JqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVh6TjJOelZmGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-removalist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B3",
      "prompt": "best Perth removalists for a small apartment move",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Small Moves & Single Item Service"
      ],
      "brands_recommended": [
        "Small Moves & Single Item Service"
      ],
      "brand_order": [
        "Small Moves & Single Item Service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://smallmoves.com.au/",
        "https://www.nupingroupremovalists.com.au/small-moves-and-single-items",
        "https://www.reddit.com/r/perth/comments/1ktcod5/moving_company_recommendations/"
      ],
      "cited_domains": [
        "smallmoves.com.au",
        "nupingroupremovalists.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "smallmoves.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nupingroupremovalists.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-removalist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B3",
      "prompt": "best Perth removalists for a small apartment move",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "JK's Small Moves",
        "Perth Priority Removals",
        "Nu Pin Group Removalists"
      ],
      "brands_recommended": [
        "JK's Small Moves",
        "Perth Priority Removals",
        "Nu Pin Group Removalists"
      ],
      "brand_order": [
        "JK's Small Moves",
        "Perth Priority Removals",
        "Nu Pin Group Removalists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://smallmoves.com.au/",
        "https://www.reddit.com/r/perth/comments/1ktcod5/moving_company_recommendations/",
        "https://www.nupingroupremovalists.com.au/small-moves-and-single-items",
        "https://www.airtasker.com/au/services/removals/east-perth-wa/",
        "https://perthpriorityremovals.com.au/",
        "https://www.muval.com.au/removalists/perth",
        "https://www.findamover.com.au/removalists/west-perth"
      ],
      "cited_domains": [
        "smallmoves.com.au",
        "reddit.com",
        "nupingroupremovalists.com.au",
        "airtasker.com",
        "perthpriorityremovals.com.au",
        "muval.com.au",
        "findamover.com.au"
      ],
      "source_classes": [
        {
          "domain": "smallmoves.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "nupingroupremovalists.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airtasker.com",
          "class": "directory"
        },
        {
          "domain": "perthpriorityremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "muval.com.au",
          "class": "directory"
        },
        {
          "domain": "findamover.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-removalist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B3",
      "prompt": "best Perth removalists for a small apartment move",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "JK's Small Moves",
        "Nu Pin Group Removalists"
      ],
      "brands_recommended": [
        "JK's Small Moves",
        "Nu Pin Group Removalists"
      ],
      "brand_order": [
        "JK's Small Moves",
        "Nu Pin Group Removalists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://smallmoves.com.au/",
        "https://www.reddit.com/r/perth/comments/1ktcod5/moving_company_recommendations/",
        "https://www.nupingroupremovalists.com.au/small-moves-and-single-items",
        "https://perthpriorityremovals.com.au/",
        "https://www.muval.com.au/removalists/perth"
      ],
      "cited_domains": [
        "smallmoves.com.au",
        "reddit.com",
        "nupingroupremovalists.com.au",
        "perthpriorityremovals.com.au",
        "muval.com.au"
      ],
      "source_classes": [
        {
          "domain": "smallmoves.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "nupingroupremovalists.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthpriorityremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "muval.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-removalist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B3",
      "prompt": "best Perth removalists for a small apartment move",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "JK's Small Moves"
      ],
      "brands_recommended": [
        "JK's Small Moves"
      ],
      "brand_order": [
        "JK's Small Moves"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://smallmoves.com.au/",
        "https://www.reddit.com/r/perth/comments/1ktcod5/moving_company_recommendations/",
        "https://www.nupingroupremovalists.com.au/small-moves-and-single-items",
        "https://www.airtasker.com/au/services/removals/east-perth-wa/",
        "https://keystms.com.au/blog/how-much-do-removalists-cost-in-perth/",
        "https://www.findamover.com.au/removalists/west-perth"
      ],
      "cited_domains": [
        "smallmoves.com.au",
        "reddit.com",
        "nupingroupremovalists.com.au",
        "airtasker.com",
        "keystms.com.au",
        "findamover.com.au"
      ],
      "source_classes": [
        {
          "domain": "smallmoves.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "nupingroupremovalists.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airtasker.com",
          "class": "directory"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "findamover.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-removalist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B3",
      "prompt": "best Perth removalists for a small apartment move",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Micro Moves",
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Next Step Removals"
      ],
      "brands_recommended": [
        "Micro Moves",
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Next Step Removals"
      ],
      "brand_order": [
        "Micro Moves",
        "Fox Removals",
        "2 Easy Removals",
        "Brilliance Removals",
        "Next Step Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com",
        "https://hipages.com.au/find/furniture_removal_small_move/wa/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth-cbd?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/joondalup?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-removalists-perth/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/furniture-removalists/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/wa-moves?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/fragile-removals-storage?utm_source=chatgpt.com",
        "https://www.handymanreviewed.com/best-removalists-perth/?utm_source=chatgpt.com",
        "https://www.muval.com.au/removalists/perth?utm_source=chatgpt.com",
        "https://moveadvisor.com/australia/moving-companies/perth-wa-30366?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "hipages.com.au",
        "bluecollarbusiness.com.au",
        "productreview.com.au",
        "handymanreviewed.com",
        "muval.com.au",
        "moveadvisor.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "handymanreviewed.com",
          "class": "third-party"
        },
        {
          "domain": "muval.com.au",
          "class": "directory"
        },
        {
          "domain": "moveadvisor.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-removalist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B3",
      "prompt": "best Perth removalists for a small apartment move",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Fox Removals",
        "Brilliance Removals",
        "Got The Moves Removalists",
        "Perth Moving Company ( Urgent Removals )",
        "The Moving Man",
        "Next Step Removals",
        "West Safe Removals",
        "Emmanuel Transport",
        "Able Removals",
        "Perth Cheap Movers",
        "Perth Priority Removals"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Fox Removals",
        "Brilliance Removals",
        "Got The Moves Removalists",
        "Perth Moving Company ( Urgent Removals )",
        "The Moving Man",
        "Next Step Removals",
        "West Safe Removals",
        "Emmanuel Transport",
        "Able Removals",
        "Perth Cheap Movers",
        "Perth Priority Removals"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Fox Removals",
        "Brilliance Removals",
        "Got The Moves Removalists",
        "Perth Moving Company ( Urgent Removals )",
        "The Moving Man",
        "Next Step Removals",
        "West Safe Removals",
        "Emmanuel Transport",
        "Able Removals",
        "Perth Cheap Movers",
        "Perth Priority Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-removalists-perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth-cbd?utm_source=chatgpt.com",
        "https://hipages.com.au/find/furniture_removal_small_move/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "bluecollarbusiness.com.au",
        "wordofmouth.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-removalist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B3",
      "prompt": "best Perth removalists for a small apartment move",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Brilliance Removals",
        "Fox Removals",
        "Next Step Removals",
        "The Moving Man",
        "Quick-Shift Removals",
        "2 movers + truck"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Brilliance Removals",
        "Fox Removals",
        "Next Step Removals",
        "The Moving Man",
        "Quick-Shift Removals",
        "2 movers + truck"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Brilliance Removals",
        "Fox Removals",
        "Next Step Removals",
        "The Moving Man",
        "Quick-Shift Removals",
        "2 movers + truck"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.trustindex.io/reviews/www.2easyremovals.com.au-lp?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth-cbd?utm_source=chatgpt.com",
        "https://hipages.com.au/find/furniture_removal_small_move/wa/perth?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-removalists-perth/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/wa-moves?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/furniture-removalists/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/morley?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/joondalup?utm_source=chatgpt.com",
        "https://www.handymanreviewed.com/best-removalists-perth/?utm_source=chatgpt.com",
        "https://www.muval.com.au/removalists/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "trustindex.io",
        "wordofmouth.com.au",
        "starworks.com.au",
        "hipages.com.au",
        "bluecollarbusiness.com.au",
        "productreview.com.au",
        "handymanreviewed.com",
        "muval.com.au"
      ],
      "source_classes": [
        {
          "domain": "trustindex.io",
          "class": "third-party"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "handymanreviewed.com",
          "class": "third-party"
        },
        {
          "domain": "muval.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-removalist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B3",
      "prompt": "best Perth removalists for a small apartment move",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://perthpriorityremovals.com.au/services/small-moves-perth#:~:text=Small%20moves%20Perth%20%E2%80%94%20local%2C%20eastern-suburbs-based%20removalists,and%20Ascot%20%E2%80%94%20the%20whole%20eastern%20corridor.",
        "https://perthpriorityremovals.com.au/services/small-moves-perth#:~:text=If%20you%20need%20help%20moving%20furniture%20or,moves.%20Fixed%20upfront%20pricing.%20No%20full-truck%20minimum.",
        "https://perthpriorityremovals.com.au/services/small-moves-perth#:~:text=Small%20Moves%20Perth.%20Professional%20small%20moves%20services,furniture%2C%20or%20collect%20something%20from%20Facebook%20Marketplace%3F",
        "https://perthpriorityremovals.com.au/services/small-moves-perth#:~:text=These%20services%20are%20often%20booked%20alongside%20small,green%20waste%2C%20garage%20clean-outs%20and%20end-of-lease%20rubbish.",
        "https://www.foxremovals.com.au/services/apartment-removals/#:~:text=Efficient%20and%20stress-free%20apartment%20removals.%20At%20Fox,relocation%20a%20breeze.%20successful%20moves%20and%20counting!",
        "https://www.foxremovals.com.au/services/apartment-removals/#:~:text=Efficient%20and%20stress-free%20apartment%20removals.%20At%20Fox,relocation%20a%20breeze.%20successful%20moves%20and%20counting!",
        "https://www.foxremovals.com.au/services/apartment-removals/#:~:text=The%20moved%20big%20heavy%20furniture%20down%20stairs,consideration%20of%20using%20someone%20else.%20Highly%20recommended.",
        "https://smallmoves.com.au/#:~:text=JK's%20Small%20Moves%20specialises%20in%20local%2C%20short-distance,in%20the%20form%20for%20an%20obligation-free%20quote!",
        "https://smallmoves.com.au/#:~:text=JK's%20Small%20Moves%20specialises%20in%20local%2C%20short-distance,in%20the%20form%20for%20an%20obligation-free%20quote!",
        "https://smallmoves.com.au/#:~:text=JK's%20Small%20Moves%20are%20a%20trusted%20Perth-based%2C,fragile%20items%20safely.%20Home%20%26%20Office%20Expertise.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Proven%20Reputation%3A%20Brilliance%20Removals%20is%20WA's%20top-rated,at%202%3A16%20AM%20PDT%203%20days%20ago.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Proven%20Reputation%3A%20Brilliance%20Removals%20is%20WA's%20top-rated,at%202%3A16%20AM%20PDT%203%20days%20ago.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Pedro%20and%20Renato%20made%20my%20move%20from,friendly%2C%20efficient%20and%20very%20helpful.%20AAA%2B%20service!"
      ],
      "cited_domains": [
        "perthpriorityremovals.com.au",
        "foxremovals.com.au",
        "smallmoves.com.au",
        "brillianceremovals.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthpriorityremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "smallmoves.com.au",
          "class": "brand-source"
        },
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-removalist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B3",
      "prompt": "best Perth removalists for a small apartment move",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Leo%20and%20Luis%20were%20professional%2C%20helpful%20and,service%2C%20would%20use%20them%20again!%20Daniel%20Murphy.",
        "https://smallmoves.com.au/#:~:text=JK's%20Small%20Moves%20specialises%20in%20local%2C%20short-distance,in%20the%20form%20for%20an%20obligation-free%20quote!",
        "https://www.nupingroupremovalists.com.au/small-moves-and-single-items#:~:text=Our%20small%20moves%20service%20is%20designed%20for%3A,Choose%20Our%20Single%20Item%20Movers%20in%20Perth.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Proven%20Reputation%3A%20Brilliance%20Removals%20is%20WA's%20top-rated,at%202%3A16%20AM%20PDT%204%20days%20ago.",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Leo%20and%20Luis%20were%20professional%2C%20helpful%20and,service%2C%20would%20use%20them%20again!%20Daniel%20Murphy.",
        "https://perthpriorityremovals.com.au/services/small-moves-perth"
      ],
      "cited_domains": [
        "brillianceremovals.com.au",
        "smallmoves.com.au",
        "nupingroupremovalists.com.au",
        "perthpriorityremovals.com.au"
      ],
      "source_classes": [
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "smallmoves.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nupingroupremovalists.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthpriorityremovals.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-removalist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B3",
      "prompt": "best Perth removalists for a small apartment move",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://smallmoves.com.au/?utm_source=gemini#:~:text=Get%20Your%20Obligation-Free%20Moving%20Quote%20Today!%20Looking,Moves%20is%20the%20expert%20team%20to%20call.",
        "https://smallmoves.com.au/?utm_source=gemini#:~:text=Moving%20Up.%20JK's%20Small%20Moves%20are%20a,kept%20safe%20while%20we%20load%20and%20unload.",
        "https://perthpriorityremovals.com.au/?utm_source=gemini#:~:text=Based%20in%20Rivervale%2C%20we%20service%20Belmont%2C%20Victoria,hour%20%C2%B7%20no%20hidden%20fees.%20Call%20Anytime.",
        "https://www.nupingroupremovalists.com.au/small-moves-and-single-items?utm_source=gemini#:~:text=Yes%20%E2%80%94%20same-day%20and%20next-day%20bookings%20are,padding%20and%20secure%20strapping%20for%20every%20job.",
        "https://www.nupingroupremovalists.com.au/small-moves-and-single-items?utm_source=gemini#:~:text=*%20Boxes%2C%20bags%2C%20equipment%20or%20personal%20belongings.,are%20cared%20for%20properly%20and%20delivered%20safely.",
        "https://www.themovingman.com.au/short-distance-removals/?utm_source=gemini#:~:text=*%20%EF%93%8E%20Short-distance%20removals.%20With%20about%2013,at%20the%20Moving%20Man%20pre-pack%20your%20possessions."
      ],
      "cited_domains": [
        "smallmoves.com.au",
        "perthpriorityremovals.com.au",
        "nupingroupremovalists.com.au",
        "themovingman.com.au"
      ],
      "source_classes": [
        {
          "domain": "smallmoves.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthpriorityremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "nupingroupremovalists.com.au",
          "class": "brand-source"
        },
        {
          "domain": "themovingman.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-removalist-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B4",
      "prompt": "which Perth removalist company is most trustworthy",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Moving Company ( Urgent Removals )",
        "2 Easy Removals",
        "Fox Removals",
        "Got The Moves Removalists",
        "Mike Murphy Furniture Removals",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "Step By Step Removals",
        "Removalists Perth",
        "Removalist Perth WA",
        "Complete Removals and Storage",
        "Next Step Removals",
        "1800 Move It",
        "West Safe Removals",
        "Brilliance Removals",
        "Perth Packing Company",
        "Advanced Perth Removals & Storage Pty Ltd"
      ],
      "brands_recommended": [
        "Perth Moving Company ( Urgent Removals )",
        "2 Easy Removals",
        "Fox Removals",
        "Got The Moves Removalists",
        "Mike Murphy Furniture Removals",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "Step By Step Removals",
        "Removalists Perth",
        "Removalist Perth WA",
        "Complete Removals and Storage",
        "Next Step Removals",
        "1800 Move It",
        "West Safe Removals",
        "Brilliance Removals",
        "Perth Packing Company",
        "Advanced Perth Removals & Storage Pty Ltd"
      ],
      "brand_order": [
        "Perth Moving Company ( Urgent Removals )",
        "2 Easy Removals",
        "Fox Removals",
        "Got The Moves Removalists",
        "Mike Murphy Furniture Removals",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "Perth Removals and Storage (PRS)",
        "Next Move Removals",
        "Step By Step Removals",
        "Removalists Perth",
        "Removalist Perth WA",
        "Complete Removals and Storage",
        "Next Step Removals",
        "1800 Move It",
        "West Safe Removals",
        "Brilliance Removals",
        "Perth Packing Company",
        "Advanced Perth Removals & Storage Pty Ltd"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://au.trustpilot.com/review/www.foxremovals.com.au",
        "https://www.productreview.com.au/listings/fox-removals",
        "https://www.trustindex.io/reviews/www.2easyremovals.com.au-lp",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVh6TjJOelZmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsaVptTm9YMjF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemRHaDVaMjFuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMFltZHJOR1J5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkdWNUTmZNbmR1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpGOTBNV1JqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg"
      ],
      "cited_domains": [
        "au.trustpilot.com",
        "productreview.com.au",
        "trustindex.io",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "au.trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "trustindex.io",
          "class": "third-party"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-removalist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B4",
      "prompt": "which Perth removalist company is most trustworthy",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Moving Company ( Urgent Removals )",
        "2 Easy Removals",
        "Fox Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Mike Murphy Furniture Removals",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "1800 Move It",
        "Perth Packing Company",
        "Brilliance Removals",
        "Next Move Removals",
        "Next Step Removals",
        "Step By Step Removals",
        "The Moving Man",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Removalists Perth",
        "Removalist Perth WA",
        "Complete Removals and Storage"
      ],
      "brands_recommended": [
        "Perth Moving Company ( Urgent Removals )",
        "2 Easy Removals",
        "Fox Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Mike Murphy Furniture Removals",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "1800 Move It",
        "Perth Packing Company",
        "Brilliance Removals",
        "Next Move Removals",
        "Next Step Removals",
        "Step By Step Removals",
        "The Moving Man",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Removalists Perth",
        "Removalist Perth WA",
        "Complete Removals and Storage"
      ],
      "brand_order": [
        "Perth Moving Company ( Urgent Removals )",
        "2 Easy Removals",
        "Fox Removals",
        "Got The Moves Removalists",
        "Perth Removals and Storage (PRS)",
        "Mike Murphy Furniture Removals",
        "Emmanuel Transport",
        "Perth Priority Removals",
        "1800 Move It",
        "Perth Packing Company",
        "Brilliance Removals",
        "Next Move Removals",
        "Next Step Removals",
        "Step By Step Removals",
        "The Moving Man",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Removalists Perth",
        "Removalist Perth WA",
        "Complete Removals and Storage"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpGOTBNV1JqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkNmNXZHlhMmR4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd3eU1tNXljM2s0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhCeGVXMXRZakZ5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbU0yZ3pibm81GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Rab1gzbGZZbkkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVh6TjJOelZmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsaVptTm9YMjF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMFltZHJOR1J5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNemRHaDVaMjFuGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-removalist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B4",
      "prompt": "which Perth removalist company is most trustworthy",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Mike Murphy Furniture Removals"
      ],
      "brands_recommended": [
        "Mike Murphy Furniture Removals"
      ],
      "brand_order": [
        "Mike Murphy Furniture Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestmoverspackersperth.com.au/",
        "https://bestmoversperth.com.au/",
        "https://2easyremovals.com.au/",
        "https://mikemurphyremovals.com.au/"
      ],
      "cited_domains": [
        "bestmoverspackersperth.com.au",
        "bestmoversperth.com.au",
        "2easyremovals.com.au",
        "mikemurphyremovals.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestmoverspackersperth.com.au",
          "class": "directory"
        },
        {
          "domain": "bestmoversperth.com.au",
          "class": "directory"
        },
        {
          "domain": "2easyremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mikemurphyremovals.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-removalist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B4",
      "prompt": "which Perth removalist company is most trustworthy",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-removalist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B4",
      "prompt": "which Perth removalist company is most trustworthy",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://bestmoverspackersperth.com.au/",
        "https://www.foxremovals.com.au/",
        "https://2easyremovals.com.au/",
        "https://mikemurphyremovals.com.au/",
        "https://emmanueltransport.net.au/perth-removalist-reviews/",
        "https://www.brillianceremovals.com.au/removalists/perth/",
        "https://keystms.com.au/"
      ],
      "cited_domains": [
        "bestmoverspackersperth.com.au",
        "foxremovals.com.au",
        "2easyremovals.com.au",
        "mikemurphyremovals.com.au",
        "emmanueltransport.net.au",
        "brillianceremovals.com.au",
        "keystms.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestmoverspackersperth.com.au",
          "class": "directory"
        },
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "2easyremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mikemurphyremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emmanueltransport.net.au",
          "class": "brand-source"
        },
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-removalist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B4",
      "prompt": "which Perth removalist company is most trustworthy",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "KEYS The Moving Solution",
        "Fox Removals",
        "Find a Mover",
        "Highly Trusted Perth Removalists"
      ],
      "brands_recommended": [
        "KEYS The Moving Solution",
        "Fox Removals",
        "Find a Mover",
        "Highly Trusted Perth Removalists"
      ],
      "brand_order": [
        "KEYS The Moving Solution",
        "Fox Removals",
        "Find a Mover",
        "Highly Trusted Perth Removalists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.foxremovals.com.au/",
        "https://keystms.com.au/",
        "https://www.themovingman.com.au/",
        "https://www.muval.com.au/removalists/perth/north-perth",
        "https://www.findamover.com.au/removalists/west-perth"
      ],
      "cited_domains": [
        "foxremovals.com.au",
        "keystms.com.au",
        "themovingman.com.au",
        "muval.com.au",
        "findamover.com.au"
      ],
      "source_classes": [
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "themovingman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "muval.com.au",
          "class": "directory"
        },
        {
          "domain": "findamover.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-removalist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B4",
      "prompt": "which Perth removalist company is most trustworthy",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "Emmanuel Transport",
        "CBD Movers Perth",
        "1 among 50 Perth removalists",
        "Advanced Perth Removals"
      ],
      "brands_recommended": [
        "Fox Removals",
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "Emmanuel Transport",
        "CBD Movers Perth",
        "1 among 50 Perth removalists",
        "Advanced Perth Removals"
      ],
      "brand_order": [
        "Fox Removals",
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "Emmanuel Transport",
        "CBD Movers Perth",
        "1 among 50 Perth removalists",
        "Advanced Perth Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/16947/removalists?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/reviews/brilliance-removalists-perth-perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/the-removalist?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/top-removals-perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/wa-moves?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/advanced-perth-removals?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/perth-removals-plus?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/pride-removals?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/perth-office-relocations?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/wa-removals?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/regal-removals?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/west-coast-removalists?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/chess-moving-wa-perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/furniture-removalists/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth-cbd?utm_source=chatgpt.com",
        "https://hipages.com.au/find/furniture_removal/wa/perth?utm_source=chatgpt.com",
        "https://www.findamover.com.au/removalists/perth?utm_source=chatgpt.com",
        "https://www.findamover.com.au/removalists/Perth?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-removalists-perth/?utm_source=chatgpt.com",
        "https://www.muval.com.au/removalists/perth?utm_source=chatgpt.com",
        "https://moveadvisor.com/australia/moving-companies/perth-wa-30366?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "hipages.com.au",
        "findamover.com.au",
        "bluecollarbusiness.com.au",
        "muval.com.au",
        "moveadvisor.com"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "findamover.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "muval.com.au",
          "class": "directory"
        },
        {
          "domain": "moveadvisor.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-removalist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B4",
      "prompt": "which Perth removalist company is most trustworthy",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "The Moving Man",
        "Complete Removals and Storage",
        "Got The Moves Removalists",
        "CBD Movers Perth",
        "Perth Priority Removals",
        "Able Removals",
        "Perth Cheap Movers",
        "Emmanuel Transport",
        "Brilliance Removalists Perth",
        "Advanced Perth Removals"
      ],
      "brands_recommended": [
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "The Moving Man",
        "Complete Removals and Storage",
        "Got The Moves Removalists",
        "CBD Movers Perth",
        "Perth Priority Removals",
        "Able Removals",
        "Perth Cheap Movers",
        "Emmanuel Transport",
        "Brilliance Removalists Perth",
        "Advanced Perth Removals"
      ],
      "brand_order": [
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Next Step Removals",
        "The Moving Man",
        "Complete Removals and Storage",
        "Got The Moves Removalists",
        "CBD Movers Perth",
        "Perth Priority Removals",
        "Able Removals",
        "Perth Cheap Movers",
        "Emmanuel Transport",
        "Brilliance Removalists Perth",
        "Advanced Perth Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-removalists-perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth-cbd?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/reviews/brilliance-removalists-perth-perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "bluecollarbusiness.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-removalist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B4",
      "prompt": "which Perth removalist company is most trustworthy",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Brilliance Removals",
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "The Moving Man"
      ],
      "brands_recommended": [
        "Brilliance Removals",
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "The Moving Man"
      ],
      "brand_order": [
        "Brilliance Removals",
        "2 Easy Removals",
        "Advanced Perth Removals & Storage Pty Ltd",
        "The Moving Man"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/reviews/brilliance-removalists-perth-perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth-cbd?utm_source=chatgpt.com",
        "https://www.consumerprotection.wa.gov.au/announcements/choose-your-removalist-wisely-rogue-operators-attract-complaints?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/removalists?utm_source=chatgpt.com",
        "https://au.trustpilot.com/review/crusaderremovals.com.au?utm_source=chatgpt.com",
        "https://uk.trustpilot.com/review/www.nolimitsremovalists.com.au?utm_source=chatgpt.com",
        "https://hipages.com.au/find/furniture_removal/wa/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/guardian-removals?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/furniture-removalists-services?utm_source=chatgpt.com",
        "https://www.muval.com.au/moving-companies/a2b-removals?utm_source=chatgpt.com",
        "https://www.wa.gov.au/government/announcements/house-relocator-complaints-prompt-consumer-warning-james-sinclair-thomson-perth-house-relocators-jt-projects-jst-projects-australasia?utm_source=chatgpt.com",
        "https://bluecollarbusiness.com.au/best-removalists-perth/?utm_source=chatgpt.com",
        "https://emmanueltransport.net.au/perth-removal-services-that-make-moving-stress-free/?utm_source=chatgpt.com",
        "https://afra.com.au/moving/find-a-removalist/?utm_source=chatgpt.com",
        "https://afra.com.au/about/associate-member-directory/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wordofmouth.com.au",
        "starworks.com.au",
        "consumerprotection.wa.gov.au",
        "au.trustpilot.com",
        "uk.trustpilot.com",
        "hipages.com.au",
        "productreview.com.au",
        "muval.com.au",
        "wa.gov.au",
        "bluecollarbusiness.com.au",
        "emmanueltransport.net.au",
        "afra.com.au"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "consumerprotection.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "au.trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "uk.trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "muval.com.au",
          "class": "directory"
        },
        {
          "domain": "wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "bluecollarbusiness.com.au",
          "class": "directory"
        },
        {
          "domain": "emmanueltransport.net.au",
          "class": "brand-source"
        },
        {
          "domain": "afra.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-removalist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B4",
      "prompt": "which Perth removalist company is most trustworthy",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-removalist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B4",
      "prompt": "which Perth removalist company is most trustworthy",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Proven%20Reputation%3A%20Brilliance%20Removals%20is%20WA's%20top-rated,at%202%3A16%20AM%20PDT%204%20days%20ago.",
        "https://www.wordofmouth.com.au/wa/perth/removalists#:~:text=Word%20of%20Mouth%20removalists%20in%20Perth%20receive,packing%20and%20moving.%20The%20boys%20were%20very",
        "https://www.advancedperthremovals.com.au/customer-reviews/#:~:text=They%20worked%20experienced%2C%20tidy%20and%20methodically.%20The,Andy%2C%20Rafa%2C%20and%20Jimmy%20were%20absolutely%20outstanding.",
        "https://www.advancedperthremovals.com.au/customer-reviews/#:~:text=Stephanie%20Hall.%20I%20hired%20Advanced%20Perth%20Removals,schedule%2C%20were%20friendly%2C%20down%E2%80%91to%E2%80%91earth%2C%20and%20highly%20professional.",
        "https://www.themovingman.com.au/testimonials/#:~:text=Get%20a%20FREE%20FAST%20QUOTE.%20OUR%20Moving,to%20support%20a%20local%20company.%20Highly%20recommended!!",
        "https://www.themovingman.com.au/testimonials/#:~:text=Great%20friendly%20service%20and%20nice%20to%20support,is%20the%20best%20in%20Perth.%20Tracey%20Marden.",
        "https://www.themovingman.com.au/testimonials/#:~:text=Get%20a%20FREE%20FAST%20QUOTE.%20OUR%20Moving,to%20support%20a%20local%20company.%20Highly%20recommended!!"
      ],
      "cited_domains": [
        "brillianceremovals.com.au",
        "wordofmouth.com.au",
        "advancedperthremovals.com.au",
        "themovingman.com.au"
      ],
      "source_classes": [
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "advancedperthremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "themovingman.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-removalist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B4",
      "prompt": "which Perth removalist company is most trustworthy",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Brilliance Removals",
        "Fox Removals"
      ],
      "brands_recommended": [
        "Brilliance Removals",
        "Fox Removals"
      ],
      "brand_order": [
        "Brilliance Removals",
        "Fox Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.brillianceremovals.com.au/removalists/perth/",
        "https://www.brillianceremovals.com.au/removalists/perth/#:~:text=Brilliance%20Removals%20are%20your%20locally%20trusted%2C%20nationally,peace%20of%20mind.%20Why%20choose%20Brilliance%20Removals%3F",
        "https://keystms.com.au/#:~:text=As%20the%20leading%20removalist%20in%20Perth%20with,Create%20your%20moving%20estimate.%20Your%20contact%20details.",
        "https://keystms.com.au/#:~:text=Choosing%20KEYS%20as%20your%20removal%20company%20in,the%20highest%20standards%20of%20professionalism%20and%20service.",
        "https://www.foxremovals.com.au/#:~:text=Experienced%20Perth%20removalists%20you%20can%20rely%20on.,Consistently%20rated%20among%20Perth's%20highest-reviewed%20removal%20teams.",
        "https://www.foxremovals.com.au/#:~:text=We%20would%20100%25%20recommend%20Fox%20as%20the,thank%20you%20to%20the%20team%20at%20Fox.",
        "https://www.advancedperthremovals.com.au/customer-reviews/#:~:text=Stephanie%20Hall.%20I%20hired%20Advanced%20Perth%20Removals,schedule%2C%20were%20friendly%2C%20down%E2%80%91to%E2%80%91earth%2C%20and%20highly%20professional."
      ],
      "cited_domains": [
        "brillianceremovals.com.au",
        "keystms.com.au",
        "foxremovals.com.au",
        "advancedperthremovals.com.au"
      ],
      "source_classes": [
        {
          "domain": "brillianceremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "advancedperthremovals.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-removalist-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B5",
      "prompt": "last minute removalists Perth available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Got The Moves Removalists",
        "Recommended Last-Minute Removalists in Perth"
      ],
      "brands_recommended": [
        "Got The Moves Removalists",
        "Recommended Last-Minute Removalists in Perth"
      ],
      "brand_order": [
        "Got The Moves Removalists",
        "Recommended Last-Minute Removalists in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthpriorityremovals.com.au/",
        "https://www.foxremovals.com.au/services/urgent-removals/"
      ],
      "cited_domains": [
        "perthpriorityremovals.com.au",
        "foxremovals.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthpriorityremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-removalist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B5",
      "prompt": "last minute removalists Perth available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Fox Removals",
        "Team Removals",
        "Got The Moves Removalists",
        "Perth Last-Minute Removalists"
      ],
      "brands_recommended": [
        "Fox Removals",
        "Team Removals",
        "Got The Moves Removalists",
        "Perth Last-Minute Removalists"
      ],
      "brand_order": [
        "Fox Removals",
        "Team Removals",
        "Got The Moves Removalists",
        "Perth Last-Minute Removalists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://teamremovals.com.au/wa/perth-greater/perth/last-minute-removals-perth/",
        "https://movingchamps.com.au/wa/perth-greater/perth/last-minute-removals-perth/",
        "https://www.foxremovals.com.au/services/urgent-removals/",
        "https://www.fresha.com/book-now/lash-nap-specialist-b2ojf1d0/services?lid=1007956&oiid=sv:13586569&pId=955111"
      ],
      "cited_domains": [
        "teamremovals.com.au",
        "movingchamps.com.au",
        "foxremovals.com.au",
        "fresha.com"
      ],
      "source_classes": [
        {
          "domain": "teamremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movingchamps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "fresha.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-removalist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B5",
      "prompt": "last minute removalists Perth available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Priority Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Perth Removals and Storage (PRS)",
        "Got The Moves Removalists",
        "Fox Removals",
        "Emmanuel Transport",
        "Mike Murphy Furniture Removals",
        "Step By Step Removals",
        "Quick-Shift Removals",
        "1800 Move It",
        "The Furniture Man",
        "Cheap Movers N Packers",
        "Removalist Perth WA",
        "Removalists Perth",
        "Fresh Start Removals",
        "CBD Movers Perth",
        "Perth Packing Company",
        "Furniture Removals Perth",
        "Team Removals"
      ],
      "brands_recommended": [
        "Perth Priority Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Perth Removals and Storage (PRS)",
        "Got The Moves Removalists",
        "Fox Removals",
        "Emmanuel Transport",
        "Mike Murphy Furniture Removals",
        "Step By Step Removals",
        "Quick-Shift Removals",
        "1800 Move It",
        "The Furniture Man",
        "Cheap Movers N Packers",
        "Removalist Perth WA",
        "Removalists Perth",
        "Fresh Start Removals",
        "CBD Movers Perth",
        "Perth Packing Company",
        "Furniture Removals Perth",
        "Team Removals"
      ],
      "brand_order": [
        "Perth Priority Removals",
        "2 Easy Removals",
        "Perth Moving Company ( Urgent Removals )",
        "Perth Removals and Storage (PRS)",
        "Got The Moves Removalists",
        "Fox Removals",
        "Emmanuel Transport",
        "Mike Murphy Furniture Removals",
        "Step By Step Removals",
        "Quick-Shift Removals",
        "1800 Move It",
        "The Furniture Man",
        "Cheap Movers N Packers",
        "Removalist Perth WA",
        "Removalists Perth",
        "Fresh Start Removals",
        "CBD Movers Perth",
        "Perth Packing Company",
        "Furniture Removals Perth",
        "Team Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://teamremovals.com.au/wa/perth-greater/perth/last-minute-removals-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0zSnFhM2MxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZMGNIbGthbkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOd2QzSjRkbnAzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhadE5ERTNOV0l5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoNk9Xb3ljSGxxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb1pHcGpialoyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhab2VuUTJYMng0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhOMmR6aDZjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOb2NuUmlObUl4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0eWFITjZialUwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hBeWRtSTRZblkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdadGFEY3djM2d5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZemRHZDRjV3hqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsaVptTm9YMjF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMFltZHJOR1J5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaaVh6TjJOelZmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwcmRuZHlOVE0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMWVuaHdaamd6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNVpGOTBNV1JqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsaWFqTXlNMmd4GAo"
      ],
      "cited_domains": [
        "teamremovals.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "teamremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-removalist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B5",
      "prompt": "last minute removalists Perth available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Moving Champs",
        "Team Removals",
        "Short-Notice Removalists in Perth",
        "Fox Removals"
      ],
      "brands_recommended": [
        "Moving Champs",
        "Team Removals",
        "Short-Notice Removalists in Perth",
        "Fox Removals"
      ],
      "brand_order": [
        "Moving Champs",
        "Team Removals",
        "Short-Notice Removalists in Perth",
        "Fox Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://teamremovals.com.au/wa/perth-greater/perth/last-minute-removals-perth/",
        "https://www.foxremovals.com.au/services/urgent-removals/",
        "https://movingchamps.com.au/wa/perth-greater/perth/last-minute-removals-perth/",
        "https://www.muval.com.au/removalists/perth/north-perth",
        "https://www.airtasker.com/au/services/removals/east-perth-wa/",
        "https://keystms.com.au/blog/how-much-do-removalists-cost-in-perth/"
      ],
      "cited_domains": [
        "teamremovals.com.au",
        "foxremovals.com.au",
        "movingchamps.com.au",
        "muval.com.au",
        "airtasker.com",
        "keystms.com.au"
      ],
      "source_classes": [
        {
          "domain": "teamremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movingchamps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "muval.com.au",
          "class": "directory"
        },
        {
          "domain": "airtasker.com",
          "class": "directory"
        },
        {
          "domain": "keystms.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-removalist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B5",
      "prompt": "last minute removalists Perth available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Moving Champs",
        "Team Removals",
        "Fox Removals",
        "Available Last-Minute Removalists in Perth"
      ],
      "brands_recommended": [
        "Moving Champs",
        "Team Removals",
        "Fox Removals",
        "Available Last-Minute Removalists in Perth"
      ],
      "brand_order": [
        "Moving Champs",
        "Team Removals",
        "Fox Removals",
        "Available Last-Minute Removalists in Perth"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-removalist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B5",
      "prompt": "last minute removalists Perth available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://teamremovals.com.au/wa/perth-greater/perth/last-minute-removals-perth/",
        "https://www.foxremovals.com.au/services/urgent-removals/",
        "https://movingchamps.com.au/wa/perth-greater/perth/last-minute-removals-perth/"
      ],
      "cited_domains": [
        "teamremovals.com.au",
        "foxremovals.com.au",
        "movingchamps.com.au"
      ],
      "source_classes": [
        {
          "domain": "teamremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "foxremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movingchamps.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-removalist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B5",
      "prompt": "last minute removalists Perth available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Priority Removals",
        "Perth Moving Company ( Urgent Removals )",
        "2 Easy Removals",
        "Got The Moves Removalists",
        "Quick-Shift Removals",
        "UP! Removals Perth",
        "Able Removals",
        "Perth Moving Company"
      ],
      "brands_recommended": [
        "Perth Priority Removals",
        "Perth Moving Company ( Urgent Removals )",
        "2 Easy Removals",
        "Got The Moves Removalists",
        "Quick-Shift Removals",
        "UP! Removals Perth",
        "Able Removals",
        "Perth Moving Company"
      ],
      "brand_order": [
        "Perth Priority Removals",
        "Perth Moving Company ( Urgent Removals )",
        "2 Easy Removals",
        "Got The Moves Removalists",
        "Quick-Shift Removals",
        "UP! Removals Perth",
        "Able Removals",
        "Perth Moving Company"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthpriorityremovals.com.au/?utm_source=chatgpt.com",
        "https://www.upmove.com.au/removalists/perth?utm_source=chatgpt.com",
        "https://www.racenet.com.au/group-one-races/northerly-stakes?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/removalists/perth-cbd?utm_source=chatgpt.com",
        "https://www.upmove.com.au/interstate-removalists/perth?utm_source=chatgpt.com",
        "https://www.upmove.com.au/?utm_source=chatgpt.com",
        "https://www.tommystransport.com.au/?utm_source=chatgpt.com",
        "https://www.beyondamovers.com.au/?utm_source=chatgpt.com",
        "https://perthpriorityremovals.com.au/services/small-moves-perth?utm_source=chatgpt.com",
        "https://perthpriorityremovals.com.au/services/rubbish-removal?utm_source=chatgpt.com",
        "https://www.muval.com.au/removalists/perth?utm_source=chatgpt.com",
        "https://datagemba.com/b/v/au/perth/removalists?utm_source=chatgpt.com",
        "https://www.mcnallyrelocations.com/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthpriorityremovals.com.au",
        "upmove.com.au",
        "racenet.com.au",
        "starworks.com.au",
        "tommystransport.com.au",
        "beyondamovers.com.au",
        "muval.com.au",
        "datagemba.com",
        "mcnallyrelocations.com"
      ],
      "source_classes": [
        {
          "domain": "perthpriorityremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "upmove.com.au",
          "class": "brand-source"
        },
        {
          "domain": "racenet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "tommystransport.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beyondamovers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "muval.com.au",
          "class": "directory"
        },
        {
          "domain": "datagemba.com",
          "class": "directory"
        },
        {
          "domain": "mcnallyrelocations.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-removalist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B5",
      "prompt": "last minute removalists Perth available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Moving Company ( Urgent Removals )",
        "Got The Moves Removalists",
        "2 Easy Removals",
        "Quick-Shift Removals",
        "Step By Step Removals",
        "Perth Priority Removals",
        "Emmanuel Transport",
        "Perth Cheap Movers"
      ],
      "brands_recommended": [
        "Perth Moving Company ( Urgent Removals )",
        "Got The Moves Removalists",
        "2 Easy Removals",
        "Quick-Shift Removals",
        "Step By Step Removals",
        "Perth Priority Removals",
        "Emmanuel Transport",
        "Perth Cheap Movers"
      ],
      "brand_order": [
        "Perth Moving Company ( Urgent Removals )",
        "Got The Moves Removalists",
        "2 Easy Removals",
        "Quick-Shift Removals",
        "Step By Step Removals",
        "Perth Priority Removals",
        "Emmanuel Transport",
        "Perth Cheap Movers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthpriorityremovals.com.au/?utm_source=chatgpt.com",
        "https://www.upmove.com.au/removalists/perth?utm_source=chatgpt.com",
        "https://www.tommystransport.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthpriorityremovals.com.au",
        "upmove.com.au",
        "tommystransport.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthpriorityremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "upmove.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tommystransport.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-removalist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B5",
      "prompt": "last minute removalists Perth available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Moving Company ( Urgent Removals )",
        "Step By Step Removals",
        "TOMMY'S Transport & Removals",
        "2 Easy Removals",
        "Got The Moves Removalists",
        "UP! Removals Perth",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Perth Moving Company"
      ],
      "brands_recommended": [
        "Perth Moving Company ( Urgent Removals )",
        "Step By Step Removals",
        "TOMMY'S Transport & Removals",
        "2 Easy Removals",
        "Got The Moves Removalists",
        "UP! Removals Perth",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Perth Moving Company"
      ],
      "brand_order": [
        "Perth Moving Company ( Urgent Removals )",
        "Step By Step Removals",
        "TOMMY'S Transport & Removals",
        "2 Easy Removals",
        "Got The Moves Removalists",
        "UP! Removals Perth",
        "Advanced Perth Removals & Storage Pty Ltd",
        "Perth Moving Company"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.instagram.com/reel/DSWO26ZgTS4/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "instagram.com"
      ],
      "source_classes": [
        {
          "domain": "instagram.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-removalist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B5",
      "prompt": "last minute removalists Perth available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Priority Removals",
        "Fox Removals & Team Removals"
      ],
      "brands_recommended": [
        "Perth Priority Removals",
        "Fox Removals & Team Removals"
      ],
      "brand_order": [
        "Perth Priority Removals",
        "Fox Removals & Team Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthpriorityremovals.com.au/services/urgent-moves#:~:text=We%20still%20take%20urgent%20jobs%20across%20the,today%2C%20we%20also%20offer%20same-day%20rubbish%20removal.",
        "https://perthpriorityremovals.com.au/services/urgent-moves#:~:text=Why%20Perth%20Priority%20Removals%20*%20Experienced%20Team.,belongings%20are%20protected%20throughout%20the%20entire%20move.",
        "https://perthpriorityremovals.com.au/services/urgent-moves#:~:text=Call%20us%20on%200449%20987%20350%20%E2%80%94,some%20of%20the%20key%20areas%20we%20cover%3A",
        "https://movingchamps.com.au/wa/perth-greater/perth/last-minute-removals-perth/#:~:text=Here%20Are%20The%20Following%20Ways%20We%20Make,services%20for%20short%20notice%20moves%20in%20Perth.",
        "https://movingchamps.com.au/wa/perth-greater/perth/last-minute-removals-perth/#:~:text=Yes%2C%20we%20surely%20can.%20Our%20last%20minute,you%20have%20booked%20if%20you%20want%20to.",
        "https://movingchamps.com.au/wa/perth-greater/perth/last-minute-removals-perth/#:~:text=You%20can%20book%20us%20anytime%20for%20any,for%20same%20day%20removal%20services%20in%20Perth.",
        "https://perthpriorityremovals.com.au/services/urgent-moves#:~:text=We%20can%20hold%20your%20items%20on%20the,987%20350%20%E2%80%94%20it's%20the%20fastest%20way."
      ],
      "cited_domains": [
        "perthpriorityremovals.com.au",
        "movingchamps.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthpriorityremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movingchamps.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-removalist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B5",
      "prompt": "last minute removalists Perth available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Priority Removals",
        "Awesome Mate Removals",
        "Team Removals"
      ],
      "brands_recommended": [
        "Perth Priority Removals",
        "Awesome Mate Removals",
        "Team Removals"
      ],
      "brand_order": [
        "Perth Priority Removals",
        "Awesome Mate Removals",
        "Team Removals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthpriorityremovals.com.au/#:~:text=Based%20in%20Rivervale%20%E2%80%94%20we%20operate%20across,Kewdale.%20Industrial%20%26%20residential.%20Regular%20jobs%20here.",
        "https://perthpriorityremovals.com.au/#:~:text=Urgent%20Moves.%20Need%20to%20move%20today%3F%20We,including%20after-hours%20when%20you%20need%20it%20most.",
        "https://perthpriorityremovals.com.au/#:~:text=Send%20a%20photo%20%C2%B7%20get%20a%20quote,Same-day%20availability%20Eastern%20suburbs%20specialists.%20Trusted%20Service.",
        "https://perthpriorityremovals.com.au/#:~:text=Send%20a%20photo%20%C2%B7%20get%20a%20quote,Same-day%20availability%20Eastern%20suburbs%20specialists.%20Trusted%20Service.",
        "https://awesomemateremovals.com.au/#:~:text=Get%20Free%20Quote.%205.0%20Google%20Rating37%20reviews.,rate%20you%20pay.%20Call%20Us%20Now%3A%200412007264.",
        "https://awesomemateremovals.com.au/#:~:text=Get%20Free%20Quote.%205.0%20Google%20Rating37%20reviews.,rate%20you%20pay.%20Call%20Us%20Now%3A%200412007264.",
        "https://awesomemateremovals.com.au/#:~:text=Get%20Free%20Quote.%205.0%20Google%20Rating37%20reviews.,rate%20you%20pay.%20Call%20Us%20Now%3A%200412007264.",
        "https://movingchamps.com.au/wa/perth-greater/perth/last-minute-removals-perth/#:~:text=Here%20Are%20The%20Following%20Ways%20We%20Make,services%20for%20short%20notice%20moves%20in%20Perth.",
        "https://movingchamps.com.au/wa/perth-greater/perth/last-minute-removals-perth/",
        "https://teamremovals.com.au/wa/perth-greater/perth/last-minute-removals-perth/#:~:text=Our%20Last%20Minute%20Removalists%20keep%20backup%20commercial,goods%2C%20even%20when%20working%20within%20tight%20timeframes.",
        "https://teamremovals.com.au/wa/perth-greater/perth/last-minute-removals-perth/#:~:text=Our%20Removalist%20Services%20in%20Other%20Perth%20Greater,Contact%20Us%20At13009315420452669001.%20*%20HeadquarterClick%20To%20Direction.",
        "https://awesomemateremovals.com.au/#:~:text=For%20suburbs%20within%2030%20minutes%20of%20Tuart,boxes%20and%20tape%20billed%20separately%20by%20size."
      ],
      "cited_domains": [
        "perthpriorityremovals.com.au",
        "awesomemateremovals.com.au",
        "movingchamps.com.au",
        "teamremovals.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthpriorityremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "awesomemateremovals.com.au",
          "class": "brand-source"
        },
        {
          "domain": "movingchamps.com.au",
          "class": "brand-source"
        },
        {
          "domain": "teamremovals.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-removalist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "removalist-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-removalist-B5",
      "prompt": "last minute removalists Perth available this week",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Removalist",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Priority Removals",
        "Team Removals",
        "Fox Removals"
      ],
      "brands_recommended": [
        "Perth Priority Removals",
        "Team Removals",
        "Fox Removals"
      ],
      "brand_order": [
        "Perth Priority Removals",
        "Team Removals",
        "Fox Removals"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-removalist-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A1",
      "prompt": "best reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Reticulation Experts",
        "Sprinkler Fixers"
      ],
      "brands_recommended": [
        "Perth Reticulation Experts",
        "Sprinkler Fixers"
      ],
      "brand_order": [
        "Perth Reticulation Experts",
        "Sprinkler Fixers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthreticrepair.com.au/",
        "https://www.mrretic.com.au/",
        "https://www.sprinklerfixers.com.au/service-areas/southern-suburbs/",
        "https://reticulationperth.com/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo"
      ],
      "cited_domains": [
        "perthreticrepair.com.au",
        "mrretic.com.au",
        "sprinklerfixers.com.au",
        "reticulationperth.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-reticulation-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A1",
      "prompt": "best reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Beyond Reticulation",
        "Sprinkler Fixers",
        "Retic Renovation",
        "Retic'Tech",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Perth Reticulation Experts",
        "Purely Irrigation",
        "Under Pressure Reticulation",
        "WA Retic Guys",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah",
        "Reticulation & Landscaping Expert",
        "Allwest Bores & Reticulation",
        "Quinns Rocks Reticulation",
        "Retic Doctor",
        "Civic Reticulation",
        "Retic Solutions",
        "Pineapple Retic",
        "Tips for Choosing a Retic Specialist"
      ],
      "brands_recommended": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Beyond Reticulation",
        "Sprinkler Fixers",
        "Retic Renovation",
        "Retic'Tech",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Perth Reticulation Experts",
        "Purely Irrigation",
        "Under Pressure Reticulation",
        "WA Retic Guys",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah",
        "Reticulation & Landscaping Expert",
        "Allwest Bores & Reticulation",
        "Quinns Rocks Reticulation",
        "Retic Doctor",
        "Civic Reticulation",
        "Retic Solutions",
        "Pineapple Retic",
        "Tips for Choosing a Retic Specialist"
      ],
      "brand_order": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Beyond Reticulation",
        "Sprinkler Fixers",
        "Retic Renovation",
        "Retic'Tech",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Perth Reticulation Experts",
        "Purely Irrigation",
        "Under Pressure Reticulation",
        "WA Retic Guys",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah",
        "Reticulation & Landscaping Expert",
        "Allwest Bores & Reticulation",
        "Quinns Rocks Reticulation",
        "Retic Doctor",
        "Civic Reticulation",
        "Retic Solutions",
        "Pineapple Retic",
        "Tips for Choosing a Retic Specialist"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbU9EWnlNWE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlltNDVPRzE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWNESnlNbko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VYUXpNWE5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2JETnJjVjgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0b05XUm5ObkV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeWJGOTZiRFUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaak9YazNNV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNqVjVNVzF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1tUnlkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0yMWZhbUkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeFkyNW5ibTV6GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-reticulation-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A1",
      "prompt": "best reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Reticulation Experts",
        "Waterwise Irrigation Specialist"
      ],
      "brands_recommended": [
        "Perth Reticulation Experts",
        "Waterwise Irrigation Specialist"
      ],
      "brand_order": [
        "Perth Reticulation Experts",
        "Waterwise Irrigation Specialist"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/",
        "https://wareticguys.com.au/",
        "https://www.mrretic.com.au/"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "wareticguys.com.au",
        "mrretic.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "wareticguys.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-reticulation-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A1",
      "prompt": "best reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-reticulation-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A1",
      "prompt": "best reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-reticulation-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A1",
      "prompt": "best reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-reticulation-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A1",
      "prompt": "best reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "Retic'Tech",
        "Reticulation & Landscaping Expert",
        "Retic Renovation",
        "Property Care Guys",
        "Perth Irrigation Centre"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "Retic'Tech",
        "Reticulation & Landscaping Expert",
        "Retic Renovation",
        "Property Care Guys",
        "Perth Irrigation Centre"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "Retic'Tech",
        "Reticulation & Landscaping Expert",
        "Retic Renovation",
        "Property Care Guys",
        "Perth Irrigation Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-repairs/?utm_source=chatgpt.com",
        "https://reticrenovation.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "reticrenovation.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "reticrenovation.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-reticulation-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A1",
      "prompt": "best reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "WA Retic Guys",
        "Retic Renovation",
        "Property Care Guys",
        "Perth Irrigation Centre",
        "Retic'Tech",
        "Reticulation & Landscaping Expert"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "WA Retic Guys",
        "Retic Renovation",
        "Property Care Guys",
        "Perth Irrigation Centre",
        "Retic'Tech",
        "Reticulation & Landscaping Expert"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "WA Retic Guys",
        "Retic Renovation",
        "Property Care Guys",
        "Perth Irrigation Centre",
        "Retic'Tech",
        "Reticulation & Landscaping Expert"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/landscapers/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/retic-renovation?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "starworks.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-reticulation-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A1",
      "prompt": "best reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Beyond Reticulation",
        "Perth Irrigation Centre",
        "Quinns Rocks Reticulation",
        "Civic Reticulation",
        "Retic'Tech",
        "Reticulation & Landscaping Expert"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Beyond Reticulation",
        "Perth Irrigation Centre",
        "Quinns Rocks Reticulation",
        "Civic Reticulation",
        "Retic'Tech",
        "Reticulation & Landscaping Expert"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Beyond Reticulation",
        "Perth Irrigation Centre",
        "Quinns Rocks Reticulation",
        "Civic Reticulation",
        "Retic'Tech",
        "Reticulation & Landscaping Expert"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/retic-renovation-170863026251410?utm_source=chatgpt.com",
        "https://reticrenovation.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "reviews.birdeye.com",
        "reticrenovation.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "reticrenovation.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-reticulation-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A1",
      "prompt": "best reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/#:~:text=Perth%20Reticulation%20Experts%20%7C%20230%20Reviews%2C%204.7-Star.,in%20durable%2C%20Waterwise%20and%20low-maintenance%20reticulation%20systems.",
        "https://reticulationperth.com/#:~:text=Waterwise%20Certified%20Specialists!%20Perth%20Reticulation%20Experts%20is,Claim%20waterwise%20offers%20through%20the%20Water%20Corporation.",
        "https://www.sprinklerfixers.com.au/#:~:text=Call%20Now.%200452%20574%20842.%20Retic.%20we,20%20years.%20Contact%20Us.%20Perth's%20Reticulation%20Specialists.",
        "https://www.sprinklerfixers.com.au/#:~:text=Experienced%20operators%20at%20competitive%20pricing.%20We%20are,work%20covered%20by%20our%2012-month%20'No-Fuss'%20warranty.",
        "https://www.perthreticrepair.com.au/#:~:text=Why%20Choose%20Perth%20Retic%20Repair.%20With%20over,top-notch%20products%20and%20services%20at%20competitive%20prices.",
        "https://thereticguy.com.au/#:~:text=When%20you%20need%20a%20sprinkler%20repair%2C%20fix,use%20the%20best%20brand%20for%20our%20customers.",
        "https://premierturfcare.com.au/reticulation-perth/#:~:text=Proud%20winner%20of%20the%202025%20Waterwise%20Water,summer%20heat%20scorches%20your%20lawn%20and%20garden."
      ],
      "cited_domains": [
        "reticulationperth.com",
        "sprinklerfixers.com.au",
        "perthreticrepair.com.au",
        "thereticguy.com.au",
        "premierturfcare.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thereticguy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "premierturfcare.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-reticulation-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A1",
      "prompt": "best reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/#:~:text=Waterwise%20Certified%20Specialists!%20Perth%20Reticulation%20Experts%20is,Claim%20waterwise%20offers%20through%20the%20Water%20Corporation.",
        "https://www.sprinklerfixers.com.au/#:~:text=Call%20Now.%200452%20574%20842.%20Retic.%20we,20%20years.%20Contact%20Us.%20Perth's%20Reticulation%20Specialists.",
        "https://www.perthreticrepair.com.au/#:~:text=Why%20Choose%20Perth%20Retic%20Repair.%20With%20over,retic%20system%20lead%20to%20excessive%20water%20bills.",
        "https://www.mrretic.com.au/#:~:text=MR%20RETIC%20IS%20YOUR%20LOCAL%20RETICULATION%20SPECIALIST%2C,retic%20repairs%2C%20we%20are%20your%20go-to%20expert."
      ],
      "cited_domains": [
        "reticulationperth.com",
        "sprinklerfixers.com.au",
        "perthreticrepair.com.au",
        "mrretic.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-reticulation-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A1",
      "prompt": "best reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/#:~:text=Perth%20Reticulation%20Experts%20%7C%20230%20Reviews%2C%204.7-Star.,in%20durable%2C%20Waterwise%20and%20low-maintenance%20reticulation%20systems.",
        "https://reticulationperth.com/",
        "https://reticulationperth.com/#:~:text=Waterwise%20Certified%20Specialists!%20Perth%20Reticulation%20Experts%20is,Claim%20waterwise%20offers%20through%20the%20Water%20Corporation.",
        "https://www.sprinklerfixers.com.au/#:~:text=Sprinkler%20Fixers%20Perth%20has%20been%20providing%20quality,so%20you%20know%20you're%20in%20safe%20hands.",
        "https://www.sprinklerfixers.com.au/#:~:text=Call%20Now.%200452%20574%20842.%20Retic.%20we,20%20years.%20Contact%20Us.%20Perth's%20Reticulation%20Specialists.",
        "https://www.sprinklerfixers.com.au/#:~:text=Reticulation%20Installation%2C%20Service%20and%20Repairs.%20Reticulation%20Controller,sprinkler%20repair%20to%20a%20complete%20reticulation%20system.",
        "https://www.perthreticrepair.com.au/#:~:text=Why%20Choose%20Perth%20Retic%20Repair.%20With%20over,retic%20system%20lead%20to%20excessive%20water%20bills.",
        "https://www.mrretic.com.au/#:~:text=Conveniently%20based%20in%20the%20far%20northern%20suburbs,solving%20your%20reticulation%20worries!%20mr%20retic%20services.",
        "https://www.mrretic.com.au/#:~:text=MR%20RETIC%20IS%20YOUR%20LOCAL%20RETICULATION%20SPECIALIST%2C,retic%20repairs%2C%20we%20are%20your%20go-to%20expert.",
        "https://www.mrretic.com.au/#:~:text=When%20it%20comes%20to%20Retic%20Controllers%2C%20we,RETICULATION%20CONTROLLERS.%20*%20RETICULATION%20REPAIRS%20%26%20SERVICING.",
        "https://aqgardensretic.com.au/#:~:text=Whatever%20your%20reticulation%20job%2C%20do%20not%20hesitate,when%20things%20have%20gotten%20out%20of%20hand!",
        "https://aqgardensretic.com.au/#:~:text=Servicing%20the%20Perth%2C%20Fremantle%2C%20Perth%20Hills%20and,all%20aspects%20of%20bore%20and%20pump%20care.",
        "https://reticulationperth.com/#:~:text=Waterwise%20Certified%20Specialists!%20Perth%20Reticulation%20Experts%20is,Claim%20waterwise%20offers%20through%20the%20Water%20Corporation."
      ],
      "cited_domains": [
        "reticulationperth.com",
        "sprinklerfixers.com.au",
        "perthreticrepair.com.au",
        "mrretic.com.au",
        "aqgardensretic.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aqgardensretic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-reticulation-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A2",
      "prompt": "top reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Sprinkler Fixers",
        "Property Care Guys",
        "Retic'Tech",
        "Perth Reticulation Experts",
        "WA Retic Guys",
        "Purely Irrigation",
        "Retic Doctor",
        "Civic Reticulation",
        "Retic Solutions",
        "Reticulation & Landscaping Expert",
        "Under Pressure Reticulation",
        "Retic Repairs",
        "Retic Repair Man",
        "The Watershed Water Systems",
        "The Green Keeper WA – Gardening & Reticulation",
        "TLC Reticulation"
      ],
      "brands_recommended": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Sprinkler Fixers",
        "Property Care Guys",
        "Retic'Tech",
        "Perth Reticulation Experts",
        "WA Retic Guys",
        "Purely Irrigation",
        "Retic Doctor",
        "Civic Reticulation",
        "Retic Solutions",
        "Reticulation & Landscaping Expert",
        "Under Pressure Reticulation",
        "Retic Repairs",
        "Retic Repair Man",
        "The Watershed Water Systems",
        "The Green Keeper WA – Gardening & Reticulation",
        "TLC Reticulation"
      ],
      "brand_order": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Sprinkler Fixers",
        "Property Care Guys",
        "Retic'Tech",
        "Perth Reticulation Experts",
        "WA Retic Guys",
        "Purely Irrigation",
        "Retic Doctor",
        "Civic Reticulation",
        "Retic Solutions",
        "Reticulation & Landscaping Expert",
        "Under Pressure Reticulation",
        "Retic Repairs",
        "Retic Repair Man",
        "The Watershed Water Systems",
        "The Green Keeper WA – Gardening & Reticulation",
        "TLC Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbU9EWnlNWE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VYUXpNWE5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlltNDVPRzE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNqVjVNVzF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1tUnlkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0yMWZhbUkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0b05XUm5ObkV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWNESnlNbko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREZDBZell6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoME9XczFhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKZk0yWnpiV3RmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsd05Xd3dOREZqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScWJUQmplQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-reticulation-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A2",
      "prompt": "top reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Reticulation Experts"
      ],
      "brands_recommended": [
        "Perth Reticulation Experts"
      ],
      "brand_order": [
        "Perth Reticulation Experts"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthreticrepair.com.au/",
        "https://reticulationperth.com/",
        "https://hipages.com.au/find/irrigation_systems_irrigation_repairs/wa/perth",
        "https://hipages.com.au/find/irrigation_systems_irrigation_repairs/perth_southern_suburbs_region"
      ],
      "cited_domains": [
        "perthreticrepair.com.au",
        "reticulationperth.com",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-reticulation-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A2",
      "prompt": "top reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Reticulation Experts",
        "Common Services Offered"
      ],
      "brands_recommended": [
        "Perth Reticulation Experts",
        "Common Services Offered"
      ],
      "brand_order": [
        "Perth Reticulation Experts",
        "Common Services Offered"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/"
      ],
      "cited_domains": [
        "reticulationperth.com"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-reticulation-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A2",
      "prompt": "top reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "Services Offered"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "Services Offered"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "Services Offered"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/",
        "https://www.perthreticrepair.com.au/",
        "https://www.sprinklerfixers.com.au/",
        "https://www.canningirrigation.com.au/",
        "https://www.sprinklerfixers.com.au/service-areas/southern-suburbs/",
        "https://www.facebook.com/groups/317401988864040/posts/1575880593016167/"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "perthreticrepair.com.au",
        "sprinklerfixers.com.au",
        "canningirrigation.com.au",
        "facebook.com"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canningirrigation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-reticulation-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A2",
      "prompt": "top reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers"
      ],
      "brands_recommended": [
        "Sprinkler Fixers"
      ],
      "brand_order": [
        "Sprinkler Fixers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthreticrepair.com.au/",
        "https://www.mrretic.com.au/",
        "https://reticulationperth.com/",
        "https://www.sprinklerfixers.com.au/",
        "https://www.sprinklerfixers.com.au/service-areas/southern-suburbs/"
      ],
      "cited_domains": [
        "perthreticrepair.com.au",
        "mrretic.com.au",
        "reticulationperth.com",
        "sprinklerfixers.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-reticulation-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A2",
      "prompt": "top reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "Key Services Offered"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "Key Services Offered"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "Key Services Offered"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthreticrepair.com.au/",
        "https://www.mrretic.com.au/",
        "https://reticulationperth.com/",
        "https://www.sprinklerfixers.com.au/",
        "https://beyondreticulation.com.au/",
        "https://www.sprinklerfixers.com.au/service-areas/southern-suburbs/",
        "https://reticulationperth.com/services/reticulation-repairs/",
        "https://www.canningirrigation.com.au/",
        "https://wareticguys.com.au/",
        "https://www.service.com.au/find/reticulation-repairs/east-perth-wa",
        "https://reticman.com.au/"
      ],
      "cited_domains": [
        "perthreticrepair.com.au",
        "mrretic.com.au",
        "reticulationperth.com",
        "sprinklerfixers.com.au",
        "beyondreticulation.com.au",
        "canningirrigation.com.au",
        "wareticguys.com.au",
        "service.com.au",
        "reticman.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beyondreticulation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canningirrigation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wareticguys.com.au",
          "class": "brand-source"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticman.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-reticulation-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A2",
      "prompt": "top reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic Doctor",
        "WA Retic Guys",
        "Retic'Tech",
        "Recommended Perth reticulation specialists"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic Doctor",
        "WA Retic Guys",
        "Retic'Tech",
        "Recommended Perth reticulation specialists"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic Doctor",
        "WA Retic Guys",
        "Retic'Tech",
        "Recommended Perth reticulation specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://www.reticdoctor.com.au/?utm_source=chatgpt.com",
        "https://wareticguys.com.au/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-repairs/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/?utm_source=chatgpt.com",
        "https://reticulationperth.com/reticulation-perth/?utm_source=chatgpt.com",
        "https://www.reticrepairsperth.com.au/?utm_source=chatgpt.com",
        "https://www.waterwiseprograms.com.au/members/perth-reticulation-experts?utm_source=chatgpt.com",
        "https://newmanretic.com.au/?utm_source=chatgpt.com",
        "https://www.sprinklerfixers.com.au/?utm_source=chatgpt.com",
        "https://perthgardeningandreticulation.com.au/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/irrigation_systems_irrigation_repairs/perth_region?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "reticdoctor.com.au",
        "wareticguys.com.au",
        "reticrepairsperth.com.au",
        "waterwiseprograms.com.au",
        "newmanretic.com.au",
        "sprinklerfixers.com.au",
        "perthgardeningandreticulation.com.au",
        "hipages.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "reticdoctor.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wareticguys.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "waterwiseprograms.com.au",
          "class": "brand-source"
        },
        {
          "domain": "newmanretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthgardeningandreticulation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-reticulation-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A2",
      "prompt": "top reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "WA Retic Guys",
        "Retic Renovation",
        "Property Care Guys",
        "Perth Irrigation Centre",
        "Civic Reticulation",
        "Reticulation & Landscaping Expert",
        "Retic'Tech"
      ],
      "brands_recommended": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "WA Retic Guys",
        "Retic Renovation",
        "Property Care Guys",
        "Perth Irrigation Centre",
        "Civic Reticulation",
        "Reticulation & Landscaping Expert",
        "Retic'Tech"
      ],
      "brand_order": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "WA Retic Guys",
        "Retic Renovation",
        "Property Care Guys",
        "Perth Irrigation Centre",
        "Civic Reticulation",
        "Reticulation & Landscaping Expert",
        "Retic'Tech"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/retic-renovation-170863026251410?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "reviews.birdeye.com"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-reticulation-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A2",
      "prompt": "top reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "WA Retic Guys",
        "Retic Renovation",
        "Perth Irrigation Centre",
        "Quinns Rocks Reticulation",
        "Retic'Tech",
        "Reticulation & Landscaping Expert"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "WA Retic Guys",
        "Retic Renovation",
        "Perth Irrigation Centre",
        "Quinns Rocks Reticulation",
        "Retic'Tech",
        "Reticulation & Landscaping Expert"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "WA Retic Guys",
        "Retic Renovation",
        "Perth Irrigation Centre",
        "Quinns Rocks Reticulation",
        "Retic'Tech",
        "Reticulation & Landscaping Expert"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-repairs/?utm_source=chatgpt.com",
        "https://reticrenovation.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "reticrenovation.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "reticrenovation.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-reticulation-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A2",
      "prompt": "top reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:12",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://irrigationaustralia.com.au/members/perth-reticulation-experts",
        "https://reticulationperth.com/#:~:text=Perth%20Reticulation%20Experts%20%7C%20230%20Reviews%2C%204.7-Star.,in%20durable%2C%20Waterwise%20and%20low-maintenance%20reticulation%20systems.",
        "https://reticulationperth.com/#:~:text=Waterwise%20Certified%20Specialists!%20Perth%20Reticulation%20Experts%20is,trusted%20by.%20Hear%20From%20Our%20Happy%20Customers",
        "https://www.sprinklerfixers.com.au/#:~:text=Sprinkler%20Fixers%20Perth%20has%20been%20providing%20quality,so%20you%20know%20you're%20in%20safe%20hands.",
        "https://www.sprinklerfixers.com.au/#:~:text=Call%20Now.%200452%20574%20842.%20Retic.%20we,20%20years.%20Contact%20Us.%20Perth's%20Reticulation%20Specialists.",
        "https://www.sprinklerfixers.com.au/#:~:text=Sprinkler%20Fixers%20Perth%20has%20been%20providing%20quality,so%20you%20know%20you're%20in%20safe%20hands.",
        "https://www.reticdoctor.com.au/#:~:text=*%20Retic%20Doctor%20Perth%20specialise%20in%20residential,systems.%20Check%20Out%20What%20Services%20We%20Offer.",
        "https://www.reticdoctor.com.au/#:~:text=*%20Retic%20Doctor%20Perth%20specialise%20in%20residential,systems.%20Check%20Out%20What%20Services%20We%20Offer.",
        "https://www.reticdoctor.com.au/#:~:text=Retic%20Doctor%20%7C%20Perth%20Reticulation%20Specialists%20*,around%20saving%20you%20time%2C%20money%20and%20water.",
        "https://www.mrretic.com.au/#:~:text=Mr%20Retic%20offers%20a%20complete%20irrigation%20solution,your%20job%20done%20right%20the%20first%20time.",
        "https://www.mrretic.com.au/#:~:text=At%20Mr%20Retic%2C%20we%20take%20pride%20in,of%20areas%20in%20Perth's%20far%20northern%20suburbs.",
        "https://www.mrretic.com.au/#:~:text=ABOUT%20MR%20RETIC.%20With%20Mr%20Retic%20as,responsible%20service%20that%20prioritises%20quality%20and%20sustainability."
      ],
      "cited_domains": [
        "irrigationaustralia.com.au",
        "reticulationperth.com",
        "sprinklerfixers.com.au",
        "reticdoctor.com.au",
        "mrretic.com.au"
      ],
      "source_classes": [
        {
          "domain": "irrigationaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticdoctor.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-reticulation-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A2",
      "prompt": "top reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Reticulation Experts",
        "Sprinkler Fixers",
        "A Quality Reticulation & Gardening Services"
      ],
      "brands_recommended": [
        "Perth Reticulation Experts",
        "Sprinkler Fixers",
        "A Quality Reticulation & Gardening Services"
      ],
      "brand_order": [
        "Perth Reticulation Experts",
        "Sprinkler Fixers",
        "A Quality Reticulation & Gardening Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://irrigationaustralia.com.au/members/perth-reticulation-experts",
        "https://reticulationperth.com/#:~:text=Waterwise%20Certified%20Specialists!%20Perth%20Reticulation%20Experts%20is,Claim%20waterwise%20offers%20through%20the%20Water%20Corporation.",
        "https://www.sprinklerfixers.com.au/reticulation-repairs/#:~:text=Sprinkler%20Fixers%20are%20waterwise%20accredited%20by%20the,breaks%20or%20leaks.%20*%20Cars%20crushing%20Sprinklers.",
        "https://www.sprinklerfixers.com.au/reticulation-repairs/#:~:text=Sprinkler%20Fixers%20are%20waterwise%20accredited%20by%20the,breaks%20or%20leaks.%20*%20Cars%20crushing%20Sprinklers.",
        "https://www.mrretic.com.au/#:~:text=MR%20RETIC%20IS%20YOUR%20LOCAL%20RETICULATION%20SPECIALIST%2C,retic%20repairs%2C%20we%20are%20your%20go-to%20expert.",
        "https://aqgardensretic.com.au/#:~:text=We%20take%20a%20personal%20interest%20in%20every,and%20organise%20repairs%20or%20maintenance%20as%20needed."
      ],
      "cited_domains": [
        "irrigationaustralia.com.au",
        "reticulationperth.com",
        "sprinklerfixers.com.au",
        "mrretic.com.au",
        "aqgardensretic.com.au"
      ],
      "source_classes": [
        {
          "domain": "irrigationaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aqgardensretic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-reticulation-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A2",
      "prompt": "top reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.mrretic.com.au/#:~:text=At%20Mr%20Retic%2C%20we%20take%20pride%20in,of%20areas%20in%20Perth's%20far%20northern%20suburbs.",
        "https://www.sprinklerfixers.com.au/#:~:text=Call%20Now.%200452%20574%20842.%20Retic.%20we,20%20years.%20Contact%20Us.%20Perth's%20Reticulation%20Specialists.",
        "https://allwestbr.com.au/retic-repairs#:~:text=With%20a%20wide%20selection%20of%20sprinkler%20head,for%20all%20drip%20line%20irrigation%20repair%20services."
      ],
      "cited_domains": [
        "mrretic.com.au",
        "sprinklerfixers.com.au",
        "allwestbr.com.au"
      ],
      "source_classes": [
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allwestbr.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-reticulation-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A3",
      "prompt": "recommended reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Beyond Reticulation",
        "Retic Renovation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Retic'Tech",
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Perth Reticulation Experts",
        "Reticulation & Landscaping Expert",
        "Under Pressure Reticulation",
        "WA Retic Guys",
        "Purely Irrigation",
        "Civic Reticulation",
        "The Watershed Water Systems",
        "Retic Doctor",
        "Retic Repair Man",
        "Hydrosonic Leak Detection Service",
        "Superior Landscaping and Reticulation",
        "Perth Irrigation Centre",
        "Land & Water Technology",
        "Highly Recommended Specialists",
        "Comparison of Top Services"
      ],
      "brands_recommended": [
        "Beyond Reticulation",
        "Retic Renovation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Retic'Tech",
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Perth Reticulation Experts",
        "Reticulation & Landscaping Expert",
        "Under Pressure Reticulation",
        "WA Retic Guys",
        "Purely Irrigation",
        "Civic Reticulation",
        "The Watershed Water Systems",
        "Retic Doctor",
        "Retic Repair Man",
        "Hydrosonic Leak Detection Service",
        "Superior Landscaping and Reticulation",
        "Perth Irrigation Centre",
        "Land & Water Technology",
        "Highly Recommended Specialists",
        "Comparison of Top Services"
      ],
      "brand_order": [
        "Beyond Reticulation",
        "Retic Renovation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Retic'Tech",
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Perth Reticulation Experts",
        "Reticulation & Landscaping Expert",
        "Under Pressure Reticulation",
        "WA Retic Guys",
        "Purely Irrigation",
        "Civic Reticulation",
        "The Watershed Water Systems",
        "Retic Doctor",
        "Retic Repair Man",
        "Hydrosonic Leak Detection Service",
        "Superior Landscaping and Reticulation",
        "Perth Irrigation Centre",
        "Land & Water Technology",
        "Highly Recommended Specialists",
        "Comparison of Top Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbU9EWnlNWE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0b05XUm5ObkV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWNESnlNbko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VYUXpNWE5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlltNDVPRzE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1tUnlkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKZk0yWnpiV3RmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNqVjVNVzF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoME9XczFhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdac09XZHFjemMyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZM016QTVZMkozGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM05tNW9lR1I2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReWNUSXpaQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-reticulation-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A3",
      "prompt": "recommended reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Retic'Tech",
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "WA Retic Guys",
        "Purely Irrigation",
        "Under Pressure Reticulation",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "Retic Solutions",
        "Civic Reticulation",
        "Retic Doctor",
        "Retic Repairs",
        "The Watershed Water Systems",
        "Pineapple Retic",
        "The Green Keeper WA – Gardening & Reticulation",
        "Northern Reticulation"
      ],
      "brands_recommended": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Retic'Tech",
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "WA Retic Guys",
        "Purely Irrigation",
        "Under Pressure Reticulation",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "Retic Solutions",
        "Civic Reticulation",
        "Retic Doctor",
        "Retic Repairs",
        "The Watershed Water Systems",
        "Pineapple Retic",
        "The Green Keeper WA – Gardening & Reticulation",
        "Northern Reticulation"
      ],
      "brand_order": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Retic'Tech",
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "WA Retic Guys",
        "Purely Irrigation",
        "Under Pressure Reticulation",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "Retic Solutions",
        "Civic Reticulation",
        "Retic Doctor",
        "Retic Repairs",
        "The Watershed Water Systems",
        "Pineapple Retic",
        "The Green Keeper WA – Gardening & Reticulation",
        "Northern Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/testimonials/",
        "https://thereticguy.com.au/",
        "https://thereticguy.com.au/reviews/",
        "https://www.facebook.com/thereticguy/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbU9EWnlNWE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VYUXpNWE5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlltNDVPRzE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWNESnlNbko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0b05XUm5ObkV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0yMWZhbUkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1tUnlkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNqVjVNVzF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREZDBZell6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKZk0yWnpiV3RmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeFkyNW5ibTV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsd05Xd3dOREZqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2VEZHlNVEp0GAo"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "thereticguy.com.au",
        "facebook.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "thereticguy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-reticulation-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A3",
      "prompt": "recommended reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Perth Reticulation Experts",
        "A Quality Reticulation & Gardening Services"
      ],
      "brands_recommended": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Perth Reticulation Experts",
        "A Quality Reticulation & Gardening Services"
      ],
      "brand_order": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Perth Reticulation Experts",
        "A Quality Reticulation & Gardening Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/",
        "https://aqgardensretic.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "aqgardensretic.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "aqgardensretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-reticulation-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A3",
      "prompt": "recommended reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "Recommended Local Specialists"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "Recommended Local Specialists"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "Recommended Local Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/",
        "https://www.mrretic.com.au/",
        "https://www.sprinklerfixers.com.au/",
        "https://beyondreticulation.com.au/",
        "https://reticulationperth.com/services/reticulation-repairs/"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "mrretic.com.au",
        "sprinklerfixers.com.au",
        "beyondreticulation.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beyondreticulation.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-reticulation-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A3",
      "prompt": "recommended reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Irrigation Australia",
        "Perth Reticulation Experts",
        "WA Retic Guys",
        "Mr Retic",
        "SK Reticulation",
        "Purely Irrigation",
        "Under Pressure Reticulation",
        "Region-Specific Specialists"
      ],
      "brands_recommended": [
        "Irrigation Australia",
        "Perth Reticulation Experts",
        "WA Retic Guys",
        "Mr Retic",
        "SK Reticulation",
        "Purely Irrigation",
        "Under Pressure Reticulation",
        "Region-Specific Specialists"
      ],
      "brand_order": [
        "Irrigation Australia",
        "Perth Reticulation Experts",
        "WA Retic Guys",
        "Mr Retic",
        "SK Reticulation",
        "Purely Irrigation",
        "Under Pressure Reticulation",
        "Region-Specific Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/",
        "https://www.mrretic.com.au/",
        "https://perthirrigation.com.au/",
        "https://underpressureretic.com.au/",
        "https://www.perthreticrepair.com.au/",
        "https://wareticguys.com.au/",
        "https://www.facebook.com/groups/317401988864040/posts/1575880593016167/",
        "https://www.reticrepairsperth.com.au/",
        "https://skreticulation.com.au/",
        "https://irrigationaustralia.com.au/members/perth-reticulation-experts",
        "https://propertycareguys.com.au/reticulation-garden/karrinyup/"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "mrretic.com.au",
        "perthirrigation.com.au",
        "underpressureretic.com.au",
        "perthreticrepair.com.au",
        "wareticguys.com.au",
        "facebook.com",
        "reticrepairsperth.com.au",
        "skreticulation.com.au",
        "irrigationaustralia.com.au",
        "propertycareguys.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthirrigation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "underpressureretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wareticguys.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "skreticulation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "irrigationaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertycareguys.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-reticulation-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A3",
      "prompt": "recommended reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers"
      ],
      "brands_recommended": [
        "Sprinkler Fixers"
      ],
      "brand_order": [
        "Sprinkler Fixers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/",
        "https://www.mrretic.com.au/",
        "https://www.perthreticrepair.com.au/",
        "https://www.sprinklerfixers.com.au/",
        "https://beyondreticulation.com.au/",
        "https://reticulationperth.com/services/reticulation-repairs/"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "mrretic.com.au",
        "perthreticrepair.com.au",
        "sprinklerfixers.com.au",
        "beyondreticulation.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beyondreticulation.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-reticulation-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A3",
      "prompt": "recommended reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "Reticulation & Landscaping Expert",
        "Retic Renovation"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "Reticulation & Landscaping Expert",
        "Retic Renovation"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "Reticulation & Landscaping Expert",
        "Retic Renovation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://reticrenovation.com.au/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/?utm_source=chatgpt.com",
        "https://reticulationperth.com/testimonials/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-maintenance/?utm_source=chatgpt.com",
        "https://endorsal.io/reviews/perth-reticulation-experts?utm_source=chatgpt.com",
        "https://www.endorsal.io/reviews/perth-reticulation-experts?rating=4&utm_source=chatgpt.com",
        "https://premierturfcare.com.au/reticulation-perth/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-reticulation-services-170326612408132?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/retic-renovation-170863026251410?utm_source=chatgpt.com",
        "https://hipages.com.au/find/irrigation_systems_irrigation_repairs/perth_region?utm_source=chatgpt.com",
        "https://www.service.com.au/find/reticulation/perth-wa?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "reticrenovation.com.au",
        "endorsal.io",
        "premierturfcare.com.au",
        "reviews.birdeye.com",
        "hipages.com.au",
        "service.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "reticrenovation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "endorsal.io",
          "class": "third-party"
        },
        {
          "domain": "premierturfcare.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-reticulation-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A3",
      "prompt": "recommended reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "WA Retic Guys",
        "Retic'Tech",
        "Property Care Guys",
        "Perth Irrigation Centre",
        "Retic Renovation",
        "Civic Reticulation",
        "Reticulation & Landscaping Expert"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "WA Retic Guys",
        "Retic'Tech",
        "Property Care Guys",
        "Perth Irrigation Centre",
        "Retic Renovation",
        "Civic Reticulation",
        "Reticulation & Landscaping Expert"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "WA Retic Guys",
        "Retic'Tech",
        "Property Care Guys",
        "Perth Irrigation Centre",
        "Retic Renovation",
        "Civic Reticulation",
        "Reticulation & Landscaping Expert"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.sprinklerfixers.com.au/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-repairs/?utm_source=chatgpt.com",
        "https://reticulationperth.com/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "sprinklerfixers.com.au",
        "reticulationperth.com"
      ],
      "source_classes": [
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-reticulation-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A3",
      "prompt": "recommended reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-reticulation-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A3",
      "prompt": "recommended reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/#:~:text=Perth's%20Most-Reviewed%20Reticulation%20Experts.%204.7%2F5%20from%20230,ensure%20a%20well-irrigated%2C%20healthy%20garden%20all%20year.",
        "https://reticulationperth.com/#:~:text=Perth's%20Most-Reviewed%20Reticulation%20Experts.%204.7%2F5%20from%20230,ensure%20a%20well-irrigated%2C%20healthy%20garden%20all%20year.",
        "https://reticulationperth.com/reticulation-wangara/#:~:text=We're%20about%2034%20km%20from%20our%20Jandakot,pricing%20guide%20or%20call%20to%20get%20started.",
        "https://reticulationperth.com/reticulation-wangara/#:~:text=Contact%20Us%3A%20Service%20Area%3A%20Servicing%20the%20Greater,Installs.%20Areas%20We%20Service%3A%20*%20North-West%20Coastal.",
        "https://www.perthreticrepair.com.au/#:~:text=Why%20Choose%20Perth%20Retic%20Repair.%20With%20over,retic%20system%20lead%20to%20excessive%20water%20bills.",
        "https://www.perthreticrepair.com.au/#:~:text=Why%20Choose%20Perth%20Retic%20Repair.%20With%20over,retic%20system%20lead%20to%20excessive%20water%20bills.",
        "https://www.perthreticrepair.com.au/#:~:text=Availability.%20Accessible%20and%20Reliable%20Service%20Conveniently%20based,competitive%20pricing%20remains%20steadfast%20throughout%20the%20year.",
        "https://www.mrretic.com.au/#:~:text=MR%20RETIC%20IS%20YOUR%20LOCAL%20RETICULATION%20SPECIALIST%2C,retic%20repairs%2C%20we%20are%20your%20go-to%20expert.",
        "https://www.mrretic.com.au/#:~:text=At%20Mr%20Retic%2C%20we%20take%20pride%20in,of%20areas%20in%20Perth's%20far%20northern%20suburbs.",
        "https://www.mrretic.com.au/#:~:text=As%20a%20certified%20WaterWise%20Specialist%20and%20a,genuine%20enthusiasm%20for%20all%20your%20reticulation%20needs.",
        "https://www.mrretic.com.au/#:~:text=At%20Mr%20Retic%2C%20we%20take%20pride%20in,of%20areas%20in%20Perth's%20far%20northern%20suburbs.",
        "https://aqgardensretic.com.au/#:~:text=Over%20the%20years%2C%20we%20have%20built%20a,offer%20encompasses%20both%20residential%20and%20commercial%20needs.",
        "https://aqgardensretic.com.au/#:~:text=Whatever%20your%20reticulation%20job%2C%20do%20not%20hesitate,when%20things%20have%20gotten%20out%20of%20hand!",
        "https://aqgardensretic.com.au/#:~:text=We%20take%20a%20personal%20interest%20in%20every,and%20organise%20repairs%20or%20maintenance%20as%20needed.",
        "https://reticulationperth.com/#:~:text=Waterwise%20Certified%20Specialists!%20Perth%20Reticulation%20Experts%20is,Claim%20waterwise%20offers%20through%20the%20Water%20Corporation."
      ],
      "cited_domains": [
        "reticulationperth.com",
        "perthreticrepair.com.au",
        "mrretic.com.au",
        "aqgardensretic.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aqgardensretic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-reticulation-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A3",
      "prompt": "recommended reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-reticulation-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A3",
      "prompt": "recommended reticulation specialist Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Reticulation Experts",
        "Waterwise Business Specialists",
        "Beyond Reticulation"
      ],
      "brands_recommended": [
        "Perth Reticulation Experts",
        "Waterwise Business Specialists",
        "Beyond Reticulation"
      ],
      "brand_order": [
        "Perth Reticulation Experts",
        "Waterwise Business Specialists",
        "Beyond Reticulation"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-reticulation-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A4",
      "prompt": "who is the best reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Retic Renovation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Beyond Reticulation",
        "Retic'Tech",
        "Property Care Guys",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Reticulation & Landscaping Expert",
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "Under Pressure Reticulation",
        "The Watershed Water Systems",
        "WA Retic Guys",
        "Civic Reticulation",
        "Retic Doctor",
        "Purely Irrigation",
        "Retic Repairs",
        "Retic Solutions",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah",
        "Perth Irrigation Centre",
        "Quinns Rocks Reticulation",
        "Pineapple Retic",
        "Remo's Reticulation Repairs"
      ],
      "brands_recommended": [
        "Retic Renovation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Beyond Reticulation",
        "Retic'Tech",
        "Property Care Guys",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Reticulation & Landscaping Expert",
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "Under Pressure Reticulation",
        "The Watershed Water Systems",
        "WA Retic Guys",
        "Civic Reticulation",
        "Retic Doctor",
        "Purely Irrigation",
        "Retic Repairs",
        "Retic Solutions",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah",
        "Perth Irrigation Centre",
        "Quinns Rocks Reticulation",
        "Pineapple Retic",
        "Remo's Reticulation Repairs"
      ],
      "brand_order": [
        "Retic Renovation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Beyond Reticulation",
        "Retic'Tech",
        "Property Care Guys",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Reticulation & Landscaping Expert",
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "Under Pressure Reticulation",
        "The Watershed Water Systems",
        "WA Retic Guys",
        "Civic Reticulation",
        "Retic Doctor",
        "Purely Irrigation",
        "Retic Repairs",
        "Retic Solutions",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah",
        "Perth Irrigation Centre",
        "Quinns Rocks Reticulation",
        "Pineapple Retic",
        "Remo's Reticulation Repairs"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbU9EWnlNWE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0b05XUm5ObkV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWNESnlNbko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKZk0yWnpiV3RmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VYUXpNWE5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1tUnlkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNqVjVNVzF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlltNDVPRzE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREZDBZell6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0yMWZhbUkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2JETnJjVjgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM05tNW9lR1I2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaak9YazNNV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeFkyNW5ibTV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhneU9HWTJjVFl5GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-reticulation-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A4",
      "prompt": "who is the best reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic'Tech",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Sprinkler Fixers",
        "Under Pressure Reticulation",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "WA Retic Guys",
        "Purely Irrigation",
        "Retic Doctor",
        "Civic Reticulation",
        "The Watershed Water Systems",
        "Retic Solutions",
        "Retic Repairs",
        "Brighton Reticulation",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah",
        "Quinns Rocks Reticulation",
        "The Retic & Landscape Shop",
        "Remo's Reticulation Repairs",
        "Northern Reticulation"
      ],
      "brands_recommended": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic'Tech",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Sprinkler Fixers",
        "Under Pressure Reticulation",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "WA Retic Guys",
        "Purely Irrigation",
        "Retic Doctor",
        "Civic Reticulation",
        "The Watershed Water Systems",
        "Retic Solutions",
        "Retic Repairs",
        "Brighton Reticulation",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah",
        "Quinns Rocks Reticulation",
        "The Retic & Landscape Shop",
        "Remo's Reticulation Repairs",
        "Northern Reticulation"
      ],
      "brand_order": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic'Tech",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Sprinkler Fixers",
        "Under Pressure Reticulation",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "WA Retic Guys",
        "Purely Irrigation",
        "Retic Doctor",
        "Civic Reticulation",
        "The Watershed Water Systems",
        "Retic Solutions",
        "Retic Repairs",
        "Brighton Reticulation",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah",
        "Quinns Rocks Reticulation",
        "The Retic & Landscape Shop",
        "Remo's Reticulation Repairs",
        "Northern Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbU9EWnlNWE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWNESnlNbko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0b05XUm5ObkV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VYUXpNWE5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlltNDVPRzE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNqVjVNVzF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1tUnlkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKZk0yWnpiV3RmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0yMWZhbUkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREZDBZell6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdabU1EUmtOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2JETnJjVjgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaak9YazNNV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMGFqbG1PR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhneU9HWTJjVFl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2VEZHlNVEp0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-reticulation-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A4",
      "prompt": "who is the best reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Retic Renovation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Beyond Reticulation",
        "Property Care Guys",
        "Retic'Tech",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Sprinkler Fixers",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "WA Retic Guys",
        "Under Pressure Reticulation",
        "Purely Irrigation",
        "Retic Doctor",
        "The Watershed Water Systems",
        "Civic Reticulation",
        "Retic Solutions",
        "Retic Repairs",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah",
        "Brighton Reticulation",
        "Land & Water Technology"
      ],
      "brands_recommended": [
        "Retic Renovation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Beyond Reticulation",
        "Property Care Guys",
        "Retic'Tech",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Sprinkler Fixers",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "WA Retic Guys",
        "Under Pressure Reticulation",
        "Purely Irrigation",
        "Retic Doctor",
        "The Watershed Water Systems",
        "Civic Reticulation",
        "Retic Solutions",
        "Retic Repairs",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah",
        "Brighton Reticulation",
        "Land & Water Technology"
      ],
      "brand_order": [
        "Retic Renovation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Beyond Reticulation",
        "Property Care Guys",
        "Retic'Tech",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Sprinkler Fixers",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "WA Retic Guys",
        "Under Pressure Reticulation",
        "Purely Irrigation",
        "Retic Doctor",
        "The Watershed Water Systems",
        "Civic Reticulation",
        "Retic Solutions",
        "Retic Repairs",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah",
        "Brighton Reticulation",
        "Land & Water Technology"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbU9EWnlNWE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0b05XUm5ObkV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VYUXpNWE5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWNESnlNbko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlltNDVPRzE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNqVjVNVzF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKZk0yWnpiV3RmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1tUnlkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0yMWZhbUkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREZDBZell6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2JETnJjVjgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdabU1EUmtOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReWNUSXpaQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-reticulation-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A4",
      "prompt": "who is the best reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-reticulation-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A4",
      "prompt": "who is the best reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/",
        "https://www.perthreticrepair.com.au/",
        "https://www.sprinklerfixers.com.au/",
        "https://beyondreticulation.com.au/"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "perthreticrepair.com.au",
        "sprinklerfixers.com.au",
        "beyondreticulation.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beyondreticulation.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-reticulation-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A4",
      "prompt": "who is the best reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Retic Doctor"
      ],
      "brands_recommended": [
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Retic Doctor"
      ],
      "brand_order": [
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Retic Doctor"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/",
        "https://www.reticdoctor.com.au/",
        "https://beyondreticulation.com.au/",
        "https://www.facebook.com/groups/317401988864040/posts/1575880593016167/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbU9EWnlNWE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0b05XUm5ObkV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VYUXpNWE5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlltNDVPRzE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM05tNW9lR1I2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNqVjVNVzF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKZk0yWnpiV3RmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1tUnlkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWNESnlNbko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2JETnJjVjgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReWNUSXpaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeWJGOTZiRFUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0yMWZhbUkzGAo"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "reticdoctor.com.au",
        "beyondreticulation.com.au",
        "facebook.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "reticdoctor.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beyondreticulation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-reticulation-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A4",
      "prompt": "who is the best reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Booragoon, WA, Australia | 125 Riseley St"
      ],
      "brands_recommended": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Booragoon, WA, Australia | 125 Riseley St"
      ],
      "brand_order": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Booragoon, WA, Australia | 125 Riseley St"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/retic-renovation?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-reticulation-services-170326612408132?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "productreview.com.au",
        "reviews.birdeye.com"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-reticulation-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A4",
      "prompt": "who is the best reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Reticulation Experts",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic Renovation",
        "WA Retic Guys",
        "Beyond Reticulation",
        "Perth Irrigation Centre",
        "Perth Irrigation and Plumbing Supplies",
        "Rainscape Waterwise Solutions",
        "Civic Reticulation"
      ],
      "brands_recommended": [
        "Perth Reticulation Experts",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic Renovation",
        "WA Retic Guys",
        "Beyond Reticulation",
        "Perth Irrigation Centre",
        "Perth Irrigation and Plumbing Supplies",
        "Rainscape Waterwise Solutions",
        "Civic Reticulation"
      ],
      "brand_order": [
        "Perth Reticulation Experts",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic Renovation",
        "WA Retic Guys",
        "Beyond Reticulation",
        "Perth Irrigation Centre",
        "Perth Irrigation and Plumbing Supplies",
        "Rainscape Waterwise Solutions",
        "Civic Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-maintenance/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/retic-renovation-170863026251410?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "reviews.birdeye.com"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-reticulation-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A4",
      "prompt": "who is the best reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Beyond Reticulation",
        "Perth Reticulation Experts",
        "Retic Renovation"
      ],
      "brands_recommended": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Beyond Reticulation",
        "Perth Reticulation Experts",
        "Retic Renovation"
      ],
      "brand_order": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Beyond Reticulation",
        "Perth Reticulation Experts",
        "Retic Renovation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/landscapers/perth?utm_source=chatgpt.com",
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/retic-renovation?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-maintenance/?utm_source=chatgpt.com",
        "https://reticulationperth.com/testimonials/?utm_source=chatgpt.com",
        "https://premierturfcare.com.au/reticulation-perth/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-reticulation-services-170326612408132?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/retic-renovation-170863026251410?utm_source=chatgpt.com",
        "https://au.linkedin.com/company/perth-reticulation-experts?utm_source=chatgpt.com",
        "https://hipages.com.au/find/irrigation_systems_irrigation_repairs/perth_region?utm_source=chatgpt.com",
        "https://perthirrigationcentre.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "reticulationperth.com",
        "productreview.com.au",
        "premierturfcare.com.au",
        "reviews.birdeye.com",
        "au.linkedin.com",
        "hipages.com.au",
        "perthirrigationcentre.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "premierturfcare.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "au.linkedin.com",
          "class": "ugc"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "perthirrigationcentre.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-reticulation-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A4",
      "prompt": "who is the best reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Reticulation Experts"
      ],
      "brands_recommended": [
        "Perth Reticulation Experts"
      ],
      "brand_order": [
        "Perth Reticulation Experts"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-reticulation-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A4",
      "prompt": "who is the best reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://allwestbr.com.au/#:~:text=Bores%20and%20Reticulation%20Perth%20%7C%20Allwest%20Bores,range%20of%20services%20to%20suit%20your%20needs.",
        "https://reticulationperth.com/#:~:text=Perth%20Reticulation%20Experts%20%7C%20230%20Reviews%2C%204.7-Star.,in%20durable%2C%20Waterwise%20and%20low-maintenance%20reticulation%20systems.",
        "https://reticulationperth.com/#:~:text=Waterwise%20Certified%20Specialists!%20Perth%20Reticulation%20Experts%20is,Claim%20waterwise%20offers%20through%20the%20Water%20Corporation.",
        "https://www.sprinklerfixers.com.au/#:~:text=Sprinkler%20Fixers%20Perth%20has%20been%20providing%20quality,so%20you%20know%20you're%20in%20safe%20hands.",
        "https://www.perthreticrepair.com.au/#:~:text=Among%20the%20trusted%20brands%20we%20rely%20on,an%20available%20time%20slot%20that%20suits%20you.",
        "https://www.reticrepairsperth.com.au/#:~:text=%E2%80%8B%20We%20offer%20a%20professional%20retic%20repair,and%20irrigation%20servicing%20across%20Perth's%20northern%20suburbs.",
        "https://www.reticrepairsperth.com.au/#:~:text=If%20you're%20searching%20online%20for%20%22irrigation%20repairs,rural%20areas%20surrounding%20the%20northern%20suburbs.%20%E2%80%8B"
      ],
      "cited_domains": [
        "allwestbr.com.au",
        "reticulationperth.com",
        "sprinklerfixers.com.au",
        "perthreticrepair.com.au",
        "reticrepairsperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "allwestbr.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-reticulation-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A4",
      "prompt": "who is the best reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://allwestbr.com.au/#:~:text=We%20use%20only%20the%20professional-grade%20materials%20and,experienced%20bore%20and%20reticulation%20company%20in%20Perth.",
        "https://allwestbr.com.au/#:~:text=We%20are%20Perth's%20leading%20experts%20in%20reticulation,Reticulation%20for%20all%20your%20garden%20reticulation%20needs.",
        "https://reticulationperth.com/#:~:text=Perth%20Reticulation%20Experts%20is%20an%20endorsed%20Waterwise,an%20industry%20standard.%20We%20can%20help%20you%3A",
        "https://reticulationperth.com/#:~:text=Perth's%20Most-Reviewed%20Reticulation%20Experts.%204.7%2F5%20from%20230,ensure%20a%20well-irrigated%2C%20healthy%20garden%20all%20year.",
        "https://www.sprinklerfixers.com.au/#:~:text=Sprinkler%20Fixers%20Perth%20has%20been%20providing%20quality,so%20you%20know%20you're%20in%20safe%20hands.",
        "https://www.sprinklerfixers.com.au/#:~:text=Sprinkler%20Fixers%20Perth%20has%20been%20providing%20quality,so%20you%20know%20you're%20in%20safe%20hands.",
        "https://www.perthreticrepair.com.au/#:~:text=Why%20Choose%20Perth%20Retic%20Repair.%20With%20over,retic%20system%20lead%20to%20excessive%20water%20bills."
      ],
      "cited_domains": [
        "allwestbr.com.au",
        "reticulationperth.com",
        "sprinklerfixers.com.au",
        "perthreticrepair.com.au"
      ],
      "source_classes": [
        {
          "domain": "allwestbr.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-reticulation-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A5",
      "prompt": "recommend a good reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Retic'Tech",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Sprinkler Fixers",
        "WA Retic Guys",
        "Under Pressure Reticulation",
        "Purely Irrigation",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "Retic Solutions",
        "Civic Reticulation",
        "Retic Doctor",
        "Retic Repairs",
        "The Watershed Water Systems",
        "The Green Keeper WA – Gardening & Reticulation",
        "Pineapple Retic",
        "Northern Reticulation"
      ],
      "brands_recommended": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Retic'Tech",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Sprinkler Fixers",
        "WA Retic Guys",
        "Under Pressure Reticulation",
        "Purely Irrigation",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "Retic Solutions",
        "Civic Reticulation",
        "Retic Doctor",
        "Retic Repairs",
        "The Watershed Water Systems",
        "The Green Keeper WA – Gardening & Reticulation",
        "Pineapple Retic",
        "Northern Reticulation"
      ],
      "brand_order": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Retic'Tech",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Sprinkler Fixers",
        "WA Retic Guys",
        "Under Pressure Reticulation",
        "Purely Irrigation",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "Retic Solutions",
        "Civic Reticulation",
        "Retic Doctor",
        "Retic Repairs",
        "The Watershed Water Systems",
        "The Green Keeper WA – Gardening & Reticulation",
        "Pineapple Retic",
        "Northern Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbU9EWnlNWE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VYUXpNWE5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWNESnlNbko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlltNDVPRzE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0b05XUm5ObkV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0yMWZhbUkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1tUnlkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNqVjVNVzF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREZDBZell6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKZk0yWnpiV3RmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsd05Xd3dOREZqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeFkyNW5ibTV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2VEZHlNVEp0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-reticulation-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A5",
      "prompt": "recommend a good reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Retic'Tech",
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "WA Retic Guys",
        "Purely Irrigation",
        "Under Pressure Reticulation",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "Retic Solutions",
        "Civic Reticulation",
        "Retic Doctor",
        "Retic Repairs",
        "The Watershed Water Systems",
        "Pineapple Retic",
        "The Green Keeper WA – Gardening & Reticulation",
        "Northern Reticulation"
      ],
      "brands_recommended": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Retic'Tech",
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "WA Retic Guys",
        "Purely Irrigation",
        "Under Pressure Reticulation",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "Retic Solutions",
        "Civic Reticulation",
        "Retic Doctor",
        "Retic Repairs",
        "The Watershed Water Systems",
        "Pineapple Retic",
        "The Green Keeper WA – Gardening & Reticulation",
        "Northern Reticulation"
      ],
      "brand_order": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Retic'Tech",
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "WA Retic Guys",
        "Purely Irrigation",
        "Under Pressure Reticulation",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "Retic Solutions",
        "Civic Reticulation",
        "Retic Doctor",
        "Retic Repairs",
        "The Watershed Water Systems",
        "Pineapple Retic",
        "The Green Keeper WA – Gardening & Reticulation",
        "Northern Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbU9EWnlNWE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VYUXpNWE5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlltNDVPRzE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWNESnlNbko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0b05XUm5ObkV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0yMWZhbUkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1tUnlkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNqVjVNVzF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREZDBZell6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKZk0yWnpiV3RmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeFkyNW5ibTV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsd05Xd3dOREZqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2VEZHlNVEp0GAo",
        "https://app.squareup.com/appointments/book/8qomwq77kx0u20/LN4ZXZ8DV84Z8/start?service_id=7AGIVXZ42A5HA4G5XIX47FWS&variation_id=JZFF3J4DPG2RFAL5ACIG5MNG"
      ],
      "cited_domains": [
        "google.com",
        "app.squareup.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "app.squareup.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-reticulation-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A5",
      "prompt": "recommend a good reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Retic Renovation"
      ],
      "brands_recommended": [
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Retic Renovation"
      ],
      "brand_order": [
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Retic Renovation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1o9k73p/reticulation_any_recommendations_pls/",
        "https://www.reddit.com/r/GardeningAustralia/comments/1jk1k9z/reticulation_recommendations_i_am_sick_of_it/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-reticulation-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A5",
      "prompt": "recommend a good reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-reticulation-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A5",
      "prompt": "recommend a good reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Reticulation Experts",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Mr Retic",
        "Canning Irrigation Services"
      ],
      "brands_recommended": [
        "Perth Reticulation Experts",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Mr Retic",
        "Canning Irrigation Services"
      ],
      "brand_order": [
        "Perth Reticulation Experts",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Mr Retic",
        "Canning Irrigation Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/",
        "https://www.mrretic.com.au/",
        "https://www.perthreticrepair.com.au/",
        "https://www.canningirrigation.com.au/"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "mrretic.com.au",
        "perthreticrepair.com.au",
        "canningirrigation.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canningirrigation.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-reticulation-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A5",
      "prompt": "recommend a good reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-reticulation-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A5",
      "prompt": "recommend a good reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Beyond Reticulation"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Beyond Reticulation"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Beyond Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/retic-renovation-170863026251410?utm_source=chatgpt.com",
        "https://premierturfcare.com.au/reticulation-perth/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/irrigation_systems_irrigation_repairs/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/irrigation_systems_irrigation_repairs/wa/perth?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-repairs/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-maintenance/?utm_source=chatgpt.com",
        "https://reticulationperth.com/testimonials/?utm_source=chatgpt.com",
        "https://www.perthreticrepair.com.au/dt_testimonials/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/retic-renovation?utm_source=chatgpt.com",
        "https://www.reticwa.com/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "reviews.birdeye.com",
        "premierturfcare.com.au",
        "hipages.com.au",
        "perthreticrepair.com.au",
        "productreview.com.au",
        "reticwa.com"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "premierturfcare.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "reticwa.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-reticulation-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A5",
      "prompt": "recommend a good reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Beyond Reticulation",
        "Retic'Tech",
        "Reticulation & Landscaping Expert",
        "Property Care Guys",
        "Quinns Rocks Reticulation"
      ],
      "brands_recommended": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Beyond Reticulation",
        "Retic'Tech",
        "Reticulation & Landscaping Expert",
        "Property Care Guys",
        "Quinns Rocks Reticulation"
      ],
      "brand_order": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Beyond Reticulation",
        "Retic'Tech",
        "Reticulation & Landscaping Expert",
        "Property Care Guys",
        "Quinns Rocks Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/retic-renovation?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/retic-renovation-170863026251410?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "productreview.com.au",
        "reviews.birdeye.com"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-reticulation-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A5",
      "prompt": "recommend a good reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Allwest Bores & Reticulation",
        "Perth Reticulation Experts",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Retic Renovation",
        "Perth Irrigation Centre",
        "Civic Reticulation",
        "Beyond Reticulation",
        "Retic'Tech",
        "Reticulation & Landscaping Expert"
      ],
      "brands_recommended": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Allwest Bores & Reticulation",
        "Perth Reticulation Experts",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Retic Renovation",
        "Perth Irrigation Centre",
        "Civic Reticulation",
        "Beyond Reticulation",
        "Retic'Tech",
        "Reticulation & Landscaping Expert"
      ],
      "brand_order": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Allwest Bores & Reticulation",
        "Perth Reticulation Experts",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Retic Renovation",
        "Perth Irrigation Centre",
        "Civic Reticulation",
        "Beyond Reticulation",
        "Retic'Tech",
        "Reticulation & Landscaping Expert"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-repairs/?utm_source=chatgpt.com",
        "https://www.perthreticrepair.com.au/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/retic-renovation-170863026251410?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "perthreticrepair.com.au",
        "reviews.birdeye.com"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-reticulation-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A5",
      "prompt": "recommend a good reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Reticulation Expertsreticulationperth.com"
      ],
      "brands_recommended": [
        "Perth Reticulation Expertsreticulationperth.com"
      ],
      "brand_order": [
        "Perth Reticulation Expertsreticulationperth.com"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/",
        "https://reticulationperth.com/#:~:text=Perth's%20Most-Reviewed%20Reticulation%20Experts.%204.7%2F5%20from%20230,ensure%20a%20well-irrigated%2C%20healthy%20garden%20all%20year.",
        "https://reticulationperth.com/#:~:text=Perth's%20Most-Reviewed%20Reticulation%20Experts.%204.7%2F5%20from%20230,ensure%20a%20well-irrigated%2C%20healthy%20garden%20all%20year.",
        "https://reticulationperth.com/#:~:text=Perth's%20Most-Reviewed%20Reticulation%20Experts.%204.7%2F5%20from%20230,ensure%20a%20well-irrigated%2C%20healthy%20garden%20all%20year.",
        "https://www.sprinklerfixers.com.au/#:~:text=Sprinkler%20Fixers%20Perth%20has%20been%20providing%20quality,so%20you%20know%20you're%20in%20safe%20hands.",
        "https://www.sprinklerfixers.com.au/#:~:text=Call%20Now.%200452%20574%20842.%20Retic.%20we,20%20years.%20Contact%20Us.%20Perth's%20Reticulation%20Specialists.",
        "https://www.sprinklerfixers.com.au/#:~:text=Sprinkler%20Fixers%20Perth%20has%20been%20providing%20quality,so%20you%20know%20you're%20in%20safe%20hands.",
        "https://www.sprinklerfixers.com.au/#:~:text=Call%20Now.%200452%20574%20842.%20Retic.%20we,20%20years.%20Contact%20Us.%20Perth's%20Reticulation%20Specialists.",
        "http://thereticgurus.com.au/reticulationrepairsperth/#:~:text=Reticulation%20repairs%20Perth%20%7C%20The%20Retic%20Gurus.,such%20as%20poor%20sprinkler%20pressure%20and%20blockages.",
        "http://thereticgurus.com.au/reticulationrepairsperth/#:~:text=Reticulation%20repairs%20Perth%20%7C%20The%20Retic%20Gurus.,such%20as%20poor%20sprinkler%20pressure%20and%20blockages.",
        "http://thereticgurus.com.au/reticulationrepairsperth/#:~:text=Reticulation%20repairs%20Perth%20%7C%20The%20Retic%20Gurus.,such%20as%20poor%20sprinkler%20pressure%20and%20blockages.",
        "http://thereticgurus.com.au/reticulationrepairsperth/#:~:text=Reticulation%20repairs%20Perth%20%7C%20The%20Retic%20Gurus.,such%20as%20poor%20sprinkler%20pressure%20and%20blockages."
      ],
      "cited_domains": [
        "reticulationperth.com",
        "sprinklerfixers.com.au",
        "thereticgurus.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thereticgurus.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-reticulation-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A5",
      "prompt": "recommend a good reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Reticulation Experts"
      ],
      "brands_recommended": [
        "Perth Reticulation Experts"
      ],
      "brand_order": [
        "Perth Reticulation Experts"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/?utm_source=gemini",
        "https://reticulationperth.com/testimonials/?utm_source=gemini#:~:text=He%20managed%20to%20diagnose%20everything%2C%20fix%20issues,help%20Justin%20%F0%9F%98%8A%22%20Yas%20J.%20Google%20review.",
        "http://thereticgurus.com.au/reticulationrepairsperth/?utm_source=gemini#:~:text=Reticulation%20repairs%20Perth%20%7C%20The%20Retic%20Gurus.,such%20as%20poor%20sprinkler%20pressure%20and%20blockages.",
        "http://thereticgurus.com.au/reticulationrepairsperth/?utm_source=gemini#:~:text=Reticulation%20repairs%20Perth%20%7C%20The%20Retic%20Gurus.,such%20as%20poor%20sprinkler%20pressure%20and%20blockages.",
        "http://thereticgurus.com.au/reticulationrepairsperth/?utm_source=gemini#:~:text=We%20repair%20solenoid%20valves%2C%20controllers%20and%20sprinklers%2C,nozzles%3F%20See%20our%20selection%20below.%20*%20Water-wise%3F",
        "https://www.mrretic.com.au/?utm_source=gemini#:~:text=ABOUT%20MR%20RETIC.%20With%20Mr%20Retic%20as,responsible%20service%20that%20prioritises%20quality%20and%20sustainability.",
        "https://www.mrretic.com.au/?utm_source=gemini#:~:text=At%20Mr%20Retic%2C%20we%20take%20pride%20in,of%20areas%20in%20Perth's%20far%20northern%20suburbs.",
        "https://www.mrretic.com.au/?utm_source=gemini#:~:text=MR%20RETIC%20IS%20YOUR%20LOCAL%20RETICULATION%20SPECIALIST%2C,retic%20repairs%2C%20we%20are%20your%20go-to%20expert.",
        "https://www.perthreticrepair.com.au/gallery/?utm_source=gemini#:~:text=Gallery%20%26%20Testimonial.%20Cottesloe.%20I%20called%20Gennaro,companies%20had%20said%20it%20was%20not%20possible.",
        "https://www.perthreticrepair.com.au/gallery/?utm_source=gemini#:~:text=I%20was%20really%20impressed%20how%20quickly%20he,recommend%20Perth%20Retic%20Repair.%20Larissa%20M.%20Bicton.",
        "https://www.perthreticrepair.com.au/gallery/?utm_source=gemini#:~:text=Great%20retic%20upgrade%20saving%20me%20money%20and,retic%20repairs.%20Thank%20again.%20Lydia%20H.%20Applecross.",
        "https://endorsal.io/reviews/perth-reticulation-experts?utm_source=gemini#:~:text=%22%20Read%20more.%204%20months%20ago.%20*,learn%20from%20book%2C%20it's%20professional%20hands%20on"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "thereticgurus.com.au",
        "mrretic.com.au",
        "perthreticrepair.com.au",
        "endorsal.io"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "thereticgurus.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "endorsal.io",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-reticulation-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-A5",
      "prompt": "recommend a good reticulation specialist in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-reticulation-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B1",
      "prompt": "who is best for reticulation repairs in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Retic'Tech",
        "Sprinkler Fixers",
        "WA Retic Guys",
        "Under Pressure Reticulation",
        "Purely Irrigation",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "Retic Solutions",
        "Civic Reticulation",
        "Retic Doctor",
        "Retic Repairs",
        "The Watershed Water Systems",
        "The Green Keeper WA – Gardening & Reticulation",
        "The Retic & Landscape Shop",
        "Quinns Rocks Reticulation"
      ],
      "brands_recommended": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Retic'Tech",
        "Sprinkler Fixers",
        "WA Retic Guys",
        "Under Pressure Reticulation",
        "Purely Irrigation",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "Retic Solutions",
        "Civic Reticulation",
        "Retic Doctor",
        "Retic Repairs",
        "The Watershed Water Systems",
        "The Green Keeper WA – Gardening & Reticulation",
        "The Retic & Landscape Shop",
        "Quinns Rocks Reticulation"
      ],
      "brand_order": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Retic'Tech",
        "Sprinkler Fixers",
        "WA Retic Guys",
        "Under Pressure Reticulation",
        "Purely Irrigation",
        "Reticulation & Landscaping Expert",
        "Perth Reticulation Experts",
        "Retic Solutions",
        "Civic Reticulation",
        "Retic Doctor",
        "Retic Repairs",
        "The Watershed Water Systems",
        "The Green Keeper WA – Gardening & Reticulation",
        "The Retic & Landscape Shop",
        "Quinns Rocks Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbU9EWnlNWE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VYUXpNWE5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWNESnlNbko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlltNDVPRzE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0b05XUm5ObkV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0yMWZhbUkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1tUnlkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNqVjVNVzF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREZDBZell6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKZk0yWnpiV3RmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsd05Xd3dOREZqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMGFqbG1PR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaak9YazNNV1p6GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-reticulation-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B1",
      "prompt": "who is best for reticulation repairs in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Sprinkler Fixers",
        "Retic'Tech",
        "WA Retic Guys",
        "Purely Irrigation",
        "Reticulation & Landscaping Expert",
        "Under Pressure Reticulation",
        "Perth Reticulation Experts",
        "Retic Repairs",
        "Civic Reticulation",
        "Retic Doctor",
        "Retic Solutions",
        "The Watershed Water Systems",
        "The Green Keeper WA – Gardening & Reticulation",
        "Pineapple Retic",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah"
      ],
      "brands_recommended": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Sprinkler Fixers",
        "Retic'Tech",
        "WA Retic Guys",
        "Purely Irrigation",
        "Reticulation & Landscaping Expert",
        "Under Pressure Reticulation",
        "Perth Reticulation Experts",
        "Retic Repairs",
        "Civic Reticulation",
        "Retic Doctor",
        "Retic Solutions",
        "The Watershed Water Systems",
        "The Green Keeper WA – Gardening & Reticulation",
        "Pineapple Retic",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah"
      ],
      "brand_order": [
        "Retic Renovation",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Sprinkler Fixers",
        "Retic'Tech",
        "WA Retic Guys",
        "Purely Irrigation",
        "Reticulation & Landscaping Expert",
        "Under Pressure Reticulation",
        "Perth Reticulation Experts",
        "Retic Repairs",
        "Civic Reticulation",
        "Retic Doctor",
        "Retic Solutions",
        "The Watershed Water Systems",
        "The Green Keeper WA – Gardening & Reticulation",
        "Pineapple Retic",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbU9EWnlNWE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VYUXpNWE5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlltNDVPRzE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0b05XUm5ObkV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWNESnlNbko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREZDBZell6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1tUnlkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNqVjVNVzF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0yMWZhbUkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKZk0yWnpiV3RmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsd05Xd3dOREZqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeFkyNW5ibTV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2JETnJjVjgzGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-reticulation-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B1",
      "prompt": "who is best for reticulation repairs in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Retic Repair - Service and Technical Maintenance"
      ],
      "brands_recommended": [
        "Perth Retic Repair - Service and Technical Maintenance"
      ],
      "brand_order": [
        "Perth Retic Repair - Service and Technical Maintenance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1o9k73p/reticulation_any_recommendations_pls/",
        "https://www.reddit.com/r/GardeningAustralia/comments/1jk1k9z/reticulation_recommendations_i_am_sick_of_it/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-reticulation-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B1",
      "prompt": "who is best for reticulation repairs in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers"
      ],
      "brands_recommended": [
        "Sprinkler Fixers"
      ],
      "brand_order": [
        "Sprinkler Fixers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthreticrepair.com.au/",
        "https://reticulationperth.com/",
        "https://www.sprinklerfixers.com.au/",
        "https://www.mrretic.com.au/",
        "https://www.sprinklerfixers.com.au/service-areas/southern-suburbs/"
      ],
      "cited_domains": [
        "perthreticrepair.com.au",
        "reticulationperth.com",
        "sprinklerfixers.com.au",
        "mrretic.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-reticulation-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B1",
      "prompt": "who is best for reticulation repairs in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Mr Retic"
      ],
      "brands_recommended": [
        "Mr Retic"
      ],
      "brand_order": [
        "Mr Retic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthreticrepair.com.au/",
        "https://www.reticdoctor.com.au/",
        "https://www.mrretic.com.au/",
        "https://reticulationperth.com/",
        "https://beyondreticulation.com.au/",
        "http://thereticgurus.com.au/reticulationrepairsperth/",
        "https://www.sprinklerfixers.com.au/service-areas/southern-suburbs/",
        "https://reticulationperth.com/services/reticulation-repairs/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbU9EWnlNWE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VYUXpNWE5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlltNDVPRzE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWNESnlNbko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0b05XUm5ObkV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNqVjVNVzF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1tUnlkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMGFqbG1PR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0yMWZhbUkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaak9YazNNV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhneU9HWTJjVFl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2JETnJjVjgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeFkyNW5ibTV6GAo"
      ],
      "cited_domains": [
        "perthreticrepair.com.au",
        "reticdoctor.com.au",
        "mrretic.com.au",
        "reticulationperth.com",
        "beyondreticulation.com.au",
        "thereticgurus.com.au",
        "sprinklerfixers.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticdoctor.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "beyondreticulation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thereticgurus.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-reticulation-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B1",
      "prompt": "who is best for reticulation repairs in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthreticrepair.com.au/",
        "https://www.reticdoctor.com.au/",
        "https://www.mrretic.com.au/",
        "https://reticulationperth.com/"
      ],
      "cited_domains": [
        "perthreticrepair.com.au",
        "reticdoctor.com.au",
        "mrretic.com.au",
        "reticulationperth.com"
      ],
      "source_classes": [
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticdoctor.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-reticulation-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B1",
      "prompt": "who is best for reticulation repairs in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Retic Renovation",
        "Perth Reticulation Experts",
        "Perth Retic Repair - Service and Technical Maintenance"
      ],
      "brands_recommended": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Retic Renovation",
        "Perth Reticulation Experts",
        "Perth Retic Repair - Service and Technical Maintenance"
      ],
      "brand_order": [
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "Retic Renovation",
        "Perth Reticulation Experts",
        "Perth Retic Repair - Service and Technical Maintenance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/retic-renovation?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-repairs/?utm_source=chatgpt.com",
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-maintenance/?utm_source=chatgpt.com",
        "https://reticulationperth.com/reticulation-perth/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/irrigation_systems_irrigation_repairs/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/irrigation_systems_irrigation_repairs/wa/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/retic-renovation-170863026251410?utm_source=chatgpt.com",
        "https://www.perthreticrepair.com.au/dt_testimonials/?utm_source=chatgpt.com",
        "https://reticrenovation.com.au/?utm_source=chatgpt.com",
        "https://perthirrigationcentre.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "reticulationperth.com",
        "hipages.com.au",
        "reviews.birdeye.com",
        "perthreticrepair.com.au",
        "reticrenovation.com.au",
        "perthirrigationcentre.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticrenovation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthirrigationcentre.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-reticulation-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B1",
      "prompt": "who is best for reticulation repairs in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Beyond Reticulation"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Beyond Reticulation"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Beyond Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/retic-renovation?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/retic-renovation-170863026251410?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-reticulation-services-170326612408132?utm_source=chatgpt.com",
        "https://hipages.com.au/find/irrigation_systems_irrigation_repairs/perth_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/irrigation_systems_irrigation_repairs/wa/perth?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-maintenance/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-repairs/?utm_source=chatgpt.com",
        "https://www.service.com.au/find/reticulation-repairs/perth-airport-wa?utm_source=chatgpt.com",
        "https://reticrenovation.com.au/?utm_source=chatgpt.com",
        "https://www.perthreticrepair.com.au/dt_testimonials/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/reviews/beyond-reticulation?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "productreview.com.au",
        "reviews.birdeye.com",
        "hipages.com.au",
        "service.com.au",
        "reticrenovation.com.au",
        "perthreticrepair.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticrenovation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-reticulation-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B1",
      "prompt": "who is best for reticulation repairs in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Purely Irrigation"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Purely Irrigation"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Purely Irrigation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/services/reticulation-repairs/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/retic-renovation-170863026251410?utm_source=chatgpt.com",
        "https://www.service.com.au/find/reticulation-repairs/perth-wa?utm_source=chatgpt.com",
        "https://www.service.com.au/find/reticulation-repairs/perth-airport-wa?utm_source=chatgpt.com",
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-maintenance/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/irrigation_systems_irrigation_repairs/perth_region?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-reticulation-services-170326612408132?utm_source=chatgpt.com",
        "https://reticrenovation.com.au/?utm_source=chatgpt.com",
        "https://www.perthreticrepair.com.au/dt_testimonials/?utm_source=chatgpt.com",
        "https://www.trustpilot.com/review/beyondreticulation.com.au?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/reviews/beyond-reticulation?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "reviews.birdeye.com",
        "service.com.au",
        "hipages.com.au",
        "reticrenovation.com.au",
        "perthreticrepair.com.au",
        "trustpilot.com",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "service.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "reticrenovation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-reticulation-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B1",
      "prompt": "who is best for reticulation repairs in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.sprinklerfixers.com.au/#:~:text=Sprinkler%20Fixers%20Perth%20has%20been%20providing%20quality,so%20you%20know%20you're%20in%20safe%20hands.",
        "https://reticulationperth.com/#:~:text=Perth's%20Most-Reviewed%20Reticulation%20Experts.%204.7%2F5%20from%20230,ensure%20a%20well-irrigated%2C%20healthy%20garden%20all%20year.",
        "https://reticulationperth.com/#:~:text=Waterwise%20Certified%20Specialists!%20Perth%20Reticulation%20Experts%20is,Claim%20waterwise%20offers%20through%20the%20Water%20Corporation.",
        "https://www.sprinklerfixers.com.au/#:~:text=Call%20Now.%200452%20574%20842.%20Retic.%20we,20%20years.%20Contact%20Us.%20Perth's%20Reticulation%20Specialists.",
        "https://www.sprinklerfixers.com.au/#:~:text=Sprinkler%20Fixers%20Perth%20has%20been%20providing%20quality,so%20you%20know%20you're%20in%20safe%20hands.",
        "https://www.sprinklerfixers.com.au/#:~:text=Popular%20Packages%20*%20Obligation%20free%20quote%20for,work%20covered%20by%20our%2012-month%20'No-Fuss'%20warranty.",
        "http://thereticgurus.com.au/reticulationrepairsperth/#:~:text=Reticulation%20repairs%20Perth%20%7C%20The%20Retic%20Gurus.,such%20as%20poor%20sprinkler%20pressure%20and%20blockages.",
        "http://thereticgurus.com.au/reticulationrepairsperth/#:~:text=Bore%20repairs%20and%20maintenance%3A%20We%20have%20specialist,replace%20retic%20controller%3A%20%24360%20plus%20(inc.%20electrician).",
        "https://www.mrretic.com.au/#:~:text=MR%20RETIC%20IS%20YOUR%20LOCAL%20RETICULATION%20SPECIALIST%2C,retic%20repairs%2C%20we%20are%20your%20go-to%20expert.",
        "https://www.mrretic.com.au/#:~:text=ABOUT%20MR%20RETIC.%20With%20Mr%20Retic%20as,responsible%20service%20that%20prioritises%20quality%20and%20sustainability.",
        "https://reticulationperth.com/#:~:text=Perth%20Reticulation%20Experts%20is%20an%20endorsed%20Waterwise,an%20industry%20standard.%20We%20can%20help%20you%3A"
      ],
      "cited_domains": [
        "sprinklerfixers.com.au",
        "reticulationperth.com",
        "thereticgurus.com.au",
        "mrretic.com.au"
      ],
      "source_classes": [
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "thereticgurus.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-reticulation-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B1",
      "prompt": "who is best for reticulation repairs in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthreticrepair.com.au/gallery/#:~:text=I%20was%20really%20impressed%20how%20quickly%20he,recommend%20Perth%20Retic%20Repair.%20Larissa%20M.%20Bicton.",
        "https://endorsal.io/reviews/perth-reticulation-experts#:~:text=He%20did%20a%20great%20job%20and%20cleaned,working%20fine.%20All%20the%20staff%20I%20spoke",
        "https://www.sprinklerfixers.com.au/#:~:text=Call%20Now.%200452%20574%20842.%20Retic.%20we,20%20years.%20Contact%20Us.%20Perth's%20Reticulation%20Specialists.",
        "https://www.sprinklerfixers.com.au/#:~:text=Sprinkler%20Fixers%20Perth%20has%20been%20providing%20quality,so%20you%20know%20you're%20in%20safe%20hands.",
        "http://thereticgurus.com.au/reticulationrepairsperth/#:~:text=Reticulation%20repairs%20Perth%20%7C%20The%20Retic%20Gurus.,such%20as%20poor%20sprinkler%20pressure%20and%20blockages.",
        "http://thereticgurus.com.au/reticulationrepairsperth/#:~:text=Reticulation%20repairs%20Perth%20%7C%20The%20Retic%20Gurus.,such%20as%20poor%20sprinkler%20pressure%20and%20blockages.",
        "https://www.mrretic.com.au/#:~:text=MR%20RETIC%20IS%20YOUR%20LOCAL%20RETICULATION%20SPECIALIST%2C,retic%20repairs%2C%20we%20are%20your%20go-to%20expert.",
        "https://www.mrretic.com.au/#:~:text=As%20a%20certified%20WaterWise%20Specialist%20and%20a,genuine%20enthusiasm%20for%20all%20your%20reticulation%20needs.",
        "https://www.perthreticrepair.com.au/gallery/#:~:text=I%20was%20really%20impressed%20how%20quickly%20he,recommend%20Perth%20Retic%20Repair.%20Larissa%20M.%20Bicton.",
        "http://thereticgurus.com.au/reticulationrepairsperth/#:~:text=We%20repair%20solenoid%20valves%2C%20controllers%20and%20sprinklers%2C,blocked%20nozzles%3F%20See%20our%20selection%20below.%20Water-wise%3F"
      ],
      "cited_domains": [
        "perthreticrepair.com.au",
        "endorsal.io",
        "sprinklerfixers.com.au",
        "thereticgurus.com.au",
        "mrretic.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "endorsal.io",
          "class": "third-party"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thereticgurus.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-reticulation-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B1",
      "prompt": "who is best for reticulation repairs in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Reticulation Experts",
        "Property Care Guys",
        "Beyond Reticulation",
        "Retic Renovation"
      ],
      "brands_recommended": [
        "Perth Reticulation Experts",
        "Property Care Guys",
        "Beyond Reticulation",
        "Retic Renovation"
      ],
      "brand_order": [
        "Perth Reticulation Experts",
        "Property Care Guys",
        "Beyond Reticulation",
        "Retic Renovation"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-reticulation-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B2",
      "prompt": "best bore installation company Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Virgin Bores",
        "Allbores; Bores, Pumps & Reticulation",
        "Virgin Water Bores Perth",
        "BD Water",
        "Advantage Bores",
        "The Boreman",
        "Rockingham Water Bores",
        "Virgin Water Bores Perth South 🌼",
        "Stirling Irrigation- The Bore Company",
        "Precision Drilling Australia",
        "Boretech Contracting",
        "Bluewater Bores",
        "Higgs Drilling & Exploration",
        "Water Wizard - Water Bores Perth",
        "Straightline Drilling PTY Ltd.",
        "Water Bores Perth",
        "Water Bore Specialists",
        "The Bore Company - Water Bores Perth"
      ],
      "brands_recommended": [
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Virgin Bores",
        "Allbores; Bores, Pumps & Reticulation",
        "Virgin Water Bores Perth",
        "BD Water",
        "Advantage Bores",
        "The Boreman",
        "Rockingham Water Bores",
        "Virgin Water Bores Perth South 🌼",
        "Stirling Irrigation- The Bore Company",
        "Precision Drilling Australia",
        "Boretech Contracting",
        "Bluewater Bores",
        "Higgs Drilling & Exploration",
        "Water Wizard - Water Bores Perth",
        "Straightline Drilling PTY Ltd.",
        "Water Bores Perth",
        "Water Bore Specialists",
        "The Bore Company - Water Bores Perth"
      ],
      "brand_order": [
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Virgin Bores",
        "Allbores; Bores, Pumps & Reticulation",
        "Virgin Water Bores Perth",
        "BD Water",
        "Advantage Bores",
        "The Boreman",
        "Rockingham Water Bores",
        "Virgin Water Bores Perth South 🌼",
        "Stirling Irrigation- The Bore Company",
        "Precision Drilling Australia",
        "Boretech Contracting",
        "Bluewater Bores",
        "Higgs Drilling & Exploration",
        "Water Wizard - Water Bores Perth",
        "Straightline Drilling PTY Ltd.",
        "Water Bores Perth",
        "Water Bore Specialists",
        "The Bore Company - Water Bores Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmNGOHpOREpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNGVIaDJZemx6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdGVYUXplWEI1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc1b2FsOHhadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoaWRHdHRjMlowGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKbk9YTmllWFk1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOek5HUnFiR2htGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2MzTjBZM2xmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMmREVTRibkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNE9URTVPV2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwMmVEWnRaako1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwcU5UWXhPR1F3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWNYQjBlalJ0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXVZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBMWJHTnJkMlI1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEcxamRtUnFlURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnNWNHeGpabkJ6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdacmVXeDVhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEVmplV2RrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJeVpHcHNiVE54GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-reticulation-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B2",
      "prompt": "best bore installation company Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Virgin Bores",
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Allbores; Bores, Pumps & Reticulation"
      ],
      "brands_recommended": [
        "Virgin Bores",
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Allbores; Bores, Pumps & Reticulation"
      ],
      "brand_order": [
        "Virgin Bores",
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Allbores; Bores, Pumps & Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.btdrilling.com.au/testimonials/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNGVIaDJZemx6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmNGOHpOREpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdGVYUXplWEI1GAo"
      ],
      "cited_domains": [
        "btdrilling.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "btdrilling.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-reticulation-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B2",
      "prompt": "best bore installation company Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Allbores; Bores, Pumps & Reticulation",
        "Water Bores Perth",
        "Water Bore Specialists",
        "Virgin Water Bores Perth",
        "The Boreman",
        "Virgin Water Bores Perth South 🌼",
        "The Bore Company - Water Bores Perth",
        "BD Water",
        "Water Wizard - Water Bores Perth",
        "Bluewater Bores",
        "Virgin Bores",
        "Pentium Hydro",
        "Higgs Drilling & Exploration",
        "Advantage Bores",
        "Stirling Irrigation- The Bore Company",
        "Precision Drilling Australia",
        "Boretech Contracting",
        "K-Drill Pty Ltd: West Perth",
        "Well Academy"
      ],
      "brands_recommended": [
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Allbores; Bores, Pumps & Reticulation",
        "Water Bores Perth",
        "Water Bore Specialists",
        "Virgin Water Bores Perth",
        "The Boreman",
        "Virgin Water Bores Perth South 🌼",
        "The Bore Company - Water Bores Perth",
        "BD Water",
        "Water Wizard - Water Bores Perth",
        "Bluewater Bores",
        "Virgin Bores",
        "Pentium Hydro",
        "Higgs Drilling & Exploration",
        "Advantage Bores",
        "Stirling Irrigation- The Bore Company",
        "Precision Drilling Australia",
        "Boretech Contracting",
        "K-Drill Pty Ltd: West Perth",
        "Well Academy"
      ],
      "brand_order": [
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Allbores; Bores, Pumps & Reticulation",
        "Water Bores Perth",
        "Water Bore Specialists",
        "Virgin Water Bores Perth",
        "The Boreman",
        "Virgin Water Bores Perth South 🌼",
        "The Bore Company - Water Bores Perth",
        "BD Water",
        "Water Wizard - Water Bores Perth",
        "Bluewater Bores",
        "Virgin Bores",
        "Pentium Hydro",
        "Higgs Drilling & Exploration",
        "Advantage Bores",
        "Stirling Irrigation- The Bore Company",
        "Precision Drilling Australia",
        "Boretech Contracting",
        "K-Drill Pty Ltd: West Perth",
        "Well Academy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmNGOHpOREpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdGVYUXplWEI1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2FEVmplV2RrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdacmVXeDVhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc1b2FsOHhadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOek5HUnFiR2htGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMmREVTRibkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJeVpHcHNiVE54GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoaWRHdHRjMlowGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBMWJHTnJkMlI1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjNWNYQjBlalJ0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNGVIaDJZemx6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0NlpEaHNNRzQxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZDNsak5tMXVZZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKbk9YTmllWFk1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNE9URTVPV2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwMmVEWnRaako1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwcU5UWXhPR1F3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJemRuTTFOMkowGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4ZVdnNWRtdG1kbXcYCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-reticulation-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B2",
      "prompt": "best bore installation company Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Allwest Bores & Reticulation",
        "Aquarian Drilling Perth Water Bores & Pumps"
      ],
      "brands_recommended": [
        "Allwest Bores & Reticulation",
        "Aquarian Drilling Perth Water Bores & Pumps"
      ],
      "brand_order": [
        "Allwest Bores & Reticulation",
        "Aquarian Drilling Perth Water Bores & Pumps"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://virginbores.com.au/",
        "https://allwestbr.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmNGOHpOREpyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOek5HUnFiR2htGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdGVYUXplWEI1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSNE9URTVPV2MYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNGVIaDJZemx6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEc1b2FsOHhadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdoaWRHdHRjMlowGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeWJGOTZiRFUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKbk9YTmllWFk1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwcU5UWXhPR1F3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwMmVEWnRaako1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMmREVTRibkEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2MzTjBZM2xmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdwaVl6WXdhdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdReWNUSXpaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2JETnJjVjgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYQnphMkkYCg"
      ],
      "cited_domains": [
        "virginbores.com.au",
        "allwestbr.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "virginbores.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allwestbr.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-reticulation-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B2",
      "prompt": "best bore installation company Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-reticulation-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B2",
      "prompt": "best bore installation company Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Virgin Bores",
        "Perth Bores"
      ],
      "brands_recommended": [
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Virgin Bores",
        "Perth Bores"
      ],
      "brand_order": [
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Virgin Bores",
        "Perth Bores"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://virginbores.com.au/",
        "https://perthbores.com.au/",
        "https://www.precisiondrillingaustralia.com.au/services/water-bores-perth/",
        "https://aquariandrilling.com.au/",
        "https://allwestbr.com.au/"
      ],
      "cited_domains": [
        "virginbores.com.au",
        "perthbores.com.au",
        "precisiondrillingaustralia.com.au",
        "aquariandrilling.com.au",
        "allwestbr.com.au"
      ],
      "source_classes": [
        {
          "domain": "virginbores.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthbores.com.au",
          "class": "brand-source"
        },
        {
          "domain": "precisiondrillingaustralia.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aquariandrilling.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allwestbr.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-reticulation-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B2",
      "prompt": "best bore installation company Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Water Bore Specialists",
        "The Boreman",
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Allbores; Bores, Pumps & Reticulation",
        "Virgin Bores",
        "Water Bore Specialists — Best overall",
        "Dedicated Perth bore company.",
        "Expected bore depth",
        "Bore diameter",
        "Reticulation connection"
      ],
      "brands_recommended": [
        "Water Bore Specialists",
        "The Boreman",
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Allbores; Bores, Pumps & Reticulation",
        "Virgin Bores",
        "Water Bore Specialists — Best overall",
        "Dedicated Perth bore company.",
        "Expected bore depth",
        "Bore diameter",
        "Reticulation connection"
      ],
      "brand_order": [
        "Water Bore Specialists",
        "The Boreman",
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Allbores; Bores, Pumps & Reticulation",
        "Virgin Bores",
        "Water Bore Specialists — Best overall",
        "Dedicated Perth bore company.",
        "Expected bore depth",
        "Bore diameter",
        "Reticulation connection"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://waterborespecialists.com.au/?utm_source=chatgpt.com",
        "https://boreman.com.au/?utm_source=chatgpt.com",
        "https://aquariandrilling.com.au/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/virgin-bores-reticulation?utm_source=chatgpt.com",
        "https://hipages.com.au/find/excavation_boring/wa/perth?utm_source=chatgpt.com",
        "https://www.btdrilling.com.au/testimonials/?utm_source=chatgpt.com",
        "https://www.cylex-australia.com/perth-western-australia/drilling-contractors/?utm_source=chatgpt.com",
        "https://www.cylex-australia.com/company/aquarian-drilling-perth-water-bores-and-pumps-17781772.html?utm_source=chatgpt.com",
        "https://aquariandrilling.com.au/bore-water-drilling-and-repairs/perth-reticulation-repairs/?utm_source=chatgpt.com",
        "https://www.rightasrain.com.au/?utm_source=chatgpt.com",
        "https://allbores.com.au/?utm_source=chatgpt.com",
        "https://tradiely.net/landscapers/wa/perth/ballajura/irrigation/aquarian-drilling-perth-water-bores-and-pumps-ballajura?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "waterborespecialists.com.au",
        "boreman.com.au",
        "aquariandrilling.com.au",
        "productreview.com.au",
        "hipages.com.au",
        "btdrilling.com.au",
        "cylex-australia.com",
        "rightasrain.com.au",
        "allbores.com.au",
        "tradiely.net"
      ],
      "source_classes": [
        {
          "domain": "waterborespecialists.com.au",
          "class": "brand-source"
        },
        {
          "domain": "boreman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aquariandrilling.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "btdrilling.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cylex-australia.com",
          "class": "third-party"
        },
        {
          "domain": "rightasrain.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allbores.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tradiely.net",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-reticulation-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B2",
      "prompt": "best bore installation company Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The Boreman",
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Allbores; Bores, Pumps & Reticulation",
        "Virgin Water Bores Perth",
        "Precision Drilling Australia"
      ],
      "brands_recommended": [
        "The Boreman",
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Allbores; Bores, Pumps & Reticulation",
        "Virgin Water Bores Perth",
        "Precision Drilling Australia"
      ],
      "brand_order": [
        "The Boreman",
        "Aquarian Drilling Perth Water Bores & Pumps",
        "Allbores; Bores, Pumps & Reticulation",
        "Virgin Water Bores Perth",
        "Precision Drilling Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://boreman.com.au/?utm_source=chatgpt.com",
        "https://boreman.com.au/commercial/licensing/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/virgin-water-bores-perth-167746776575420?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/virgin-bores-reticulation?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "boreman.com.au",
        "reviews.birdeye.com",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "boreman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-reticulation-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B2",
      "prompt": "best bore installation company Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Aquarian Drilling Perth Water Bores & Pumps",
        "The Boreman",
        "Allwest Bores & Reticulation",
        "Water Wizard - Water Bores Perth",
        "Virgin Bores"
      ],
      "brands_recommended": [
        "Aquarian Drilling Perth Water Bores & Pumps",
        "The Boreman",
        "Allwest Bores & Reticulation",
        "Water Wizard - Water Bores Perth",
        "Virgin Bores"
      ],
      "brand_order": [
        "Aquarian Drilling Perth Water Bores & Pumps",
        "The Boreman",
        "Allwest Bores & Reticulation",
        "Water Wizard - Water Bores Perth",
        "Virgin Bores"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://aquariandrilling.com.au/?utm_source=chatgpt.com",
        "https://boreman.com.au/?utm_source=chatgpt.com",
        "https://allwestbr.com.au/bore-installations?utm_source=chatgpt.com",
        "https://www.waterwizardperth.com/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/excavation_boring/wa/perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/virgin-water-bores-perth-167746776575420?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/stirling-irrigation-166954215405372?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/virgin-bores-reticulation?utm_source=chatgpt.com",
        "https://www.oasiswaterboring.com.au/?utm_source=chatgpt.com",
        "https://www.rightasrain.com.au/?utm_source=chatgpt.com",
        "https://www.cylex-australia.com/company/aquarian-drilling-perth-water-bores-and-pumps-17781772.html?utm_source=chatgpt.com",
        "https://boreman.com.au/commercial/licensing/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "aquariandrilling.com.au",
        "boreman.com.au",
        "allwestbr.com.au",
        "waterwizardperth.com",
        "hipages.com.au",
        "reviews.birdeye.com",
        "productreview.com.au",
        "oasiswaterboring.com.au",
        "rightasrain.com.au",
        "cylex-australia.com"
      ],
      "source_classes": [
        {
          "domain": "aquariandrilling.com.au",
          "class": "brand-source"
        },
        {
          "domain": "boreman.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allwestbr.com.au",
          "class": "brand-source"
        },
        {
          "domain": "waterwizardperth.com",
          "class": "third-party"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "oasiswaterboring.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rightasrain.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cylex-australia.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-reticulation-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B2",
      "prompt": "best bore installation company Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://allwestbr.com.au/#:~:text=Bores%20and%20Reticulation%20Perth%20%7C%20Allwest%20Bores,range%20of%20services%20to%20suit%20your%20needs.",
        "https://allwestbr.com.au/#:~:text=Allwest%20Bores%20%26%20Reticulation%20is%20the%20leading,friendly%20service%2C%20competitive%20prices%20and%20quality%20work.",
        "https://aquariandrilling.com.au/#:~:text=Aquarian%20Drilling%20is%20a%20family-owned%20Perth%20water,Perth%2C%20the%20Perth%20Hills%20and%20surrounding%20areas.",
        "https://higgsdrilling.com.au/#:~:text=DRILLING%20CONTRACTOR%20SINCE%201988%20*%20Higgs%20Drilling,a%20commitment%20to%20quality%20and%20customer%20service.",
        "https://boresrus.com.au/#:~:text=A%20water%20bore%20can%20be%20a%20great,handle%20even%20the%20most%20challenging%20underground%20conditions."
      ],
      "cited_domains": [
        "allwestbr.com.au",
        "aquariandrilling.com.au",
        "higgsdrilling.com.au",
        "boresrus.com.au"
      ],
      "source_classes": [
        {
          "domain": "allwestbr.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aquariandrilling.com.au",
          "class": "brand-source"
        },
        {
          "domain": "higgsdrilling.com.au",
          "class": "brand-source"
        },
        {
          "domain": "boresrus.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-reticulation-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B2",
      "prompt": "best bore installation company Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://allwestbr.com.au/#:~:text=Bores%20and%20Reticulation%20Perth%20%7C%20Allwest%20Bores,range%20of%20services%20to%20suit%20your%20needs.",
        "https://allwestbr.com.au/#:~:text=Allwest%20Bores%20%26%20Reticulation%20is%20the%20leading,friendly%20service%2C%20competitive%20prices%20and%20quality%20work.",
        "https://aquariandrilling.com.au/",
        "https://www.waterwizardperth.com/",
        "https://higgsdrilling.com.au/#:~:text=*%20Higgs%20Drilling%20and%20Exploration%20began%20by,Swan%20Coastal%20Plain%20of%20the%20Perth%20region.",
        "https://www.precisiondrillingaustralia.com.au/services/water-bores-perth/#:~:text=Water%20Bores%20Perth%20*%20Water%20Bores%20Perth.,suit%20all%20property%20types%20across%20Western%20Australia."
      ],
      "cited_domains": [
        "allwestbr.com.au",
        "aquariandrilling.com.au",
        "waterwizardperth.com",
        "higgsdrilling.com.au",
        "precisiondrillingaustralia.com.au"
      ],
      "source_classes": [
        {
          "domain": "allwestbr.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aquariandrilling.com.au",
          "class": "brand-source"
        },
        {
          "domain": "waterwizardperth.com",
          "class": "third-party"
        },
        {
          "domain": "higgsdrilling.com.au",
          "class": "brand-source"
        },
        {
          "domain": "precisiondrillingaustralia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-reticulation-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B2",
      "prompt": "best bore installation company Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "WaterWise Specialist"
      ],
      "brands_recommended": [
        "WaterWise Specialist"
      ],
      "brand_order": [
        "WaterWise Specialist"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://allwestbr.com.au/#:~:text=Bores%20and%20Reticulation%20Perth%20%7C%20Allwest%20Bores,range%20of%20services%20to%20suit%20your%20needs.",
        "https://allwestbr.com.au/#:~:text=Allwest%20Bores%20%26%20Reticulation%20is%20the%20leading,can%20assist%20with%20bores%2C%20reticulation%20and%20turf.",
        "https://allwestbr.com.au/#:~:text=TELL%20ME%20MORE.%20At%20Allwest%20Bores%20%26,our%20repairs%20with%20a%2012%20month%20guarantee.",
        "https://aquariandrilling.com.au/#:~:text=Aquarian%20Drilling%20is%20a%20family-owned%20Perth%20water,Perth%2C%20the%20Perth%20Hills%20and%20surrounding%20areas.",
        "https://aquariandrilling.com.au/#:~:text=Aquarian%20Drilling%20is%20a%20family-owned%20Perth%20water,Perth%2C%20the%20Perth%20Hills%20and%20surrounding%20areas.",
        "https://aquariandrilling.com.au/#:~:text=%E2%9C%85%20Over%2030%20Years%20of%20Expertise%20%E2%80%93,%E2%80%93%20We%20Tailor%20Solutions%20to%20Your%20Needs.",
        "https://developdrillingco.com.au/#:~:text=Learn%20More.%20ABOUT%20US.%20Perth's%20Choice%20for,ensuring%20every%20bore%20is%20built%20to%20last.",
        "https://developdrillingco.com.au/#:~:text=Your%20Trusted%20Partner%20for%20Water%20Bore%20Solutions.,pump%20installations%20using%20stainless%20steel%20Italian-made%20pumps.",
        "https://boresrus.com.au/#:~:text=Experts%20in%20the%20field.%20Completing%20your%20project,at%20rates%20that%20won't%20break%20the%20bank.",
        "https://boresrus.com.au/#:~:text=Experts%20in%20the%20field.%20Completing%20your%20project,at%20rates%20that%20won't%20break%20the%20bank.",
        "https://lhplandscaping.com/irrigation-and-reticulation/bore-installation/#:~:text=Bore%20Installation%20-%20LHP%20Landscaping%20%2B%20Joel,affordable%20garden%20bores%20in%20Perth%20and%20surrounds.",
        "https://lhplandscaping.com/irrigation-and-reticulation/bore-installation/#:~:text=We're%20a%20Waterwise%20Specialist.%20Water%20is%20a,systems%20that%20suit%20the%20dry%20Perth%20climate.",
        "https://lhplandscaping.com/irrigation-and-reticulation/bore-installation/#:~:text=At%20LHP%20Landscaping%20%2B%20Joel%20Irrigation%2C%20we,licensed%20electricians%20according%20to%20Western%20Power%20standards."
      ],
      "cited_domains": [
        "allwestbr.com.au",
        "aquariandrilling.com.au",
        "developdrillingco.com.au",
        "boresrus.com.au",
        "lhplandscaping.com"
      ],
      "source_classes": [
        {
          "domain": "allwestbr.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aquariandrilling.com.au",
          "class": "brand-source"
        },
        {
          "domain": "developdrillingco.com.au",
          "class": "brand-source"
        },
        {
          "domain": "boresrus.com.au",
          "class": "brand-source"
        },
        {
          "domain": "lhplandscaping.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-reticulation-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B3",
      "prompt": "cheapest reticulation service Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Retic Repair - Service and Technical Maintenance",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic Renovation",
        "Property Care Guys",
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "Retic Repair Man",
        "Under Pressure Reticulation",
        "Retic'Tech",
        "Purely Irrigation",
        "Civic Reticulation",
        "WA Retic Guys",
        "Remo's Reticulation Repairs",
        "Retic Doctor",
        "The Retic & Landscape Shop",
        "Perth Irrigation Centre",
        "Canning Irrigation Services",
        "Reticulation & Landscaping Expert",
        "TLC Reticulation"
      ],
      "brands_recommended": [
        "Perth Retic Repair - Service and Technical Maintenance",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic Renovation",
        "Property Care Guys",
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "Retic Repair Man",
        "Under Pressure Reticulation",
        "Retic'Tech",
        "Purely Irrigation",
        "Civic Reticulation",
        "WA Retic Guys",
        "Remo's Reticulation Repairs",
        "Retic Doctor",
        "The Retic & Landscape Shop",
        "Perth Irrigation Centre",
        "Canning Irrigation Services",
        "Reticulation & Landscaping Expert",
        "TLC Reticulation"
      ],
      "brand_order": [
        "Perth Retic Repair - Service and Technical Maintenance",
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic Renovation",
        "Property Care Guys",
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "Retic Repair Man",
        "Under Pressure Reticulation",
        "Retic'Tech",
        "Purely Irrigation",
        "Civic Reticulation",
        "WA Retic Guys",
        "Remo's Reticulation Repairs",
        "Retic Doctor",
        "The Retic & Landscape Shop",
        "Perth Irrigation Centre",
        "Canning Irrigation Services",
        "Reticulation & Landscaping Expert",
        "TLC Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoME9XczFhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWNESnlNbko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbU9EWnlNWE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlltNDVPRzE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1tUnlkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VYUXpNWE5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhneU9HWTJjVFl5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNqVjVNVzF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMGFqbG1PR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM05tNW9lR1I2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSek9GOWlOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0b05XUm5ObkV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScWJUQmplQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-reticulation-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B3",
      "prompt": "cheapest reticulation service Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic Renovation",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Under Pressure Reticulation",
        "Retic'Tech",
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "Purely Irrigation",
        "Retic Repair Man",
        "Civic Reticulation",
        "WA Retic Guys",
        "Perth Irrigation Centre",
        "Retic Doctor",
        "The Retic & Landscape Shop",
        "Reticulation & Landscaping Expert",
        "Canning Irrigation Services",
        "The Watershed Water Systems",
        "Retic Solutions",
        "Highly-Rated & Cost-Effective Reticulation Services"
      ],
      "brands_recommended": [
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic Renovation",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Under Pressure Reticulation",
        "Retic'Tech",
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "Purely Irrigation",
        "Retic Repair Man",
        "Civic Reticulation",
        "WA Retic Guys",
        "Perth Irrigation Centre",
        "Retic Doctor",
        "The Retic & Landscape Shop",
        "Reticulation & Landscaping Expert",
        "Canning Irrigation Services",
        "The Watershed Water Systems",
        "Retic Solutions",
        "Highly-Rated & Cost-Effective Reticulation Services"
      ],
      "brand_order": [
        "Beyond Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic Renovation",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Under Pressure Reticulation",
        "Retic'Tech",
        "Sprinkler Fixers",
        "Perth Reticulation Experts",
        "Purely Irrigation",
        "Retic Repair Man",
        "Civic Reticulation",
        "WA Retic Guys",
        "Perth Irrigation Centre",
        "Retic Doctor",
        "The Retic & Landscape Shop",
        "Reticulation & Landscaping Expert",
        "Canning Irrigation Services",
        "The Watershed Water Systems",
        "Retic Solutions",
        "Highly-Rated & Cost-Effective Reticulation Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/reticulation-cost-perth/",
        "https://www.reticrepairsperth.com.au/fees",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWNESnlNbko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbU9EWnlNWE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlltNDVPRzE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoME9XczFhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNU1tUnlkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VYUXpNWE5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM05tNW9lR1I2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNqVjVNVzF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMGFqbG1PR00YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0b05XUm5ObkV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdSek9GOWlOdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKZk0yWnpiV3RmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0yMWZhbUkzGAo"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "reticrepairsperth.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-reticulation-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B3",
      "prompt": "cheapest reticulation service Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Property Care Guys",
        "Perth Retic Repair - Service and Technical Maintenance"
      ],
      "brands_recommended": [
        "Property Care Guys",
        "Perth Retic Repair - Service and Technical Maintenance"
      ],
      "brand_order": [
        "Property Care Guys",
        "Perth Retic Repair - Service and Technical Maintenance"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reticrepairsperth.com.au/fees",
        "https://bdwater.com.au/how-much-does-it-cost-to-fix-reticulation",
        "https://www.airtasker.com/au/services/irrigation-repair/wa/",
        "https://www.gumtree.com.au/s-landscaping-gardening/perth/reticulation+repairs/k0c18445l3008303",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo"
      ],
      "cited_domains": [
        "reticrepairsperth.com.au",
        "bdwater.com.au",
        "airtasker.com",
        "gumtree.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bdwater.com.au",
          "class": "brand-source"
        },
        {
          "domain": "airtasker.com",
          "class": "directory"
        },
        {
          "domain": "gumtree.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-reticulation-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B3",
      "prompt": "cheapest reticulation service Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthreticrepair.com.au/",
        "https://www.reddit.com/r/perth/comments/uymlfl/best_local_shops_tools_and_advise_for_diy_retic/",
        "https://reticulationperth.com/reticulation-cost-perth/",
        "https://allroundgardens.com.au/reticulation-installs-repairs/",
        "https://reticulationperth.com/services/reticulation-repairs/"
      ],
      "cited_domains": [
        "perthreticrepair.com.au",
        "reddit.com",
        "reticulationperth.com",
        "allroundgardens.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "allroundgardens.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-reticulation-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B3",
      "prompt": "cheapest reticulation service Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Typical Reticulation Pricing in Perth",
        "Local Reticulation Providers & Rates"
      ],
      "brands_recommended": [
        "Typical Reticulation Pricing in Perth",
        "Local Reticulation Providers & Rates"
      ],
      "brand_order": [
        "Typical Reticulation Pricing in Perth",
        "Local Reticulation Providers & Rates"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthreticrepair.com.au/",
        "https://www.reddit.com/r/perth/comments/uymlfl/best_local_shops_tools_and_advise_for_diy_retic/",
        "https://underpressureretic.com.au/",
        "https://reticulationperth.com/reticulation-cost-perth/",
        "https://allroundgardens.com.au/reticulation-installs-repairs/",
        "https://reticulationperth.com/services/reticulation-repairs/"
      ],
      "cited_domains": [
        "perthreticrepair.com.au",
        "reddit.com",
        "underpressureretic.com.au",
        "reticulationperth.com",
        "allroundgardens.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "underpressureretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "allroundgardens.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-reticulation-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B3",
      "prompt": "cheapest reticulation service Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "Affordable Reticulation Providers in Perth"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "Affordable Reticulation Providers in Perth"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "Affordable Reticulation Providers in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthreticrepair.com.au/",
        "https://underpressureretic.com.au/",
        "https://www.sprinklerfixers.com.au/",
        "https://reticulationperth.com/reticulation-cost-perth/",
        "https://allroundgardens.com.au/reticulation-installs-repairs/",
        "https://reticperth.com.au/"
      ],
      "cited_domains": [
        "perthreticrepair.com.au",
        "underpressureretic.com.au",
        "sprinklerfixers.com.au",
        "reticulationperth.com",
        "allroundgardens.com.au",
        "reticperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "underpressureretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "allroundgardens.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-reticulation-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B3",
      "prompt": "cheapest reticulation service Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Reticulation & Landscaping Expert",
        "Sprinkler Fixers",
        "Under Pressure Reticulation",
        "Edelweiss Reticulation Services (ERS)",
        "Ryan's Reticulation - Reticulation Repairs & Installations",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Beyond Reticulation",
        "Property Care Guys",
        "Retic'Tech",
        "Ryan's Reticulation"
      ],
      "brands_recommended": [
        "Reticulation & Landscaping Expert",
        "Sprinkler Fixers",
        "Under Pressure Reticulation",
        "Edelweiss Reticulation Services (ERS)",
        "Ryan's Reticulation - Reticulation Repairs & Installations",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Beyond Reticulation",
        "Property Care Guys",
        "Retic'Tech",
        "Ryan's Reticulation"
      ],
      "brand_order": [
        "Reticulation & Landscaping Expert",
        "Sprinkler Fixers",
        "Under Pressure Reticulation",
        "Edelweiss Reticulation Services (ERS)",
        "Ryan's Reticulation - Reticulation Repairs & Installations",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Retic Renovation",
        "Beyond Reticulation",
        "Property Care Guys",
        "Retic'Tech",
        "Ryan's Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationandlandscaping.com.au/services/reticulation-maintenance-and-repairs/?utm_source=chatgpt.com",
        "https://www.sprinklerfixers.com.au/about-us/fees-and-charges/?utm_source=chatgpt.com",
        "https://underpressureretic.com.au/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-repairs/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationandlandscaping.com.au",
        "sprinklerfixers.com.au",
        "underpressureretic.com.au",
        "reticulationperth.com"
      ],
      "source_classes": [
        {
          "domain": "reticulationandlandscaping.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "underpressureretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-reticulation-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B3",
      "prompt": "cheapest reticulation service Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "TLC Reticulation",
        "Civic Reticulation",
        "Under Pressure Reticulation"
      ],
      "brands_recommended": [
        "TLC Reticulation",
        "Civic Reticulation",
        "Under Pressure Reticulation"
      ],
      "brand_order": [
        "TLC Reticulation",
        "Civic Reticulation",
        "Under Pressure Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticperth.com.au/?utm_source=chatgpt.com",
        "https://civicreticulation.com.au/pricing/?utm_source=chatgpt.com",
        "https://westcoastlandscaping.net.au/reticulation/?utm_source=chatgpt.com",
        "https://underpressureretic.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticperth.com.au",
        "civicreticulation.com.au",
        "westcoastlandscaping.net.au",
        "underpressureretic.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "civicreticulation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westcoastlandscaping.net.au",
          "class": "brand-source"
        },
        {
          "domain": "underpressureretic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-reticulation-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B3",
      "prompt": "cheapest reticulation service Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Reticulation & Landscaping Expert",
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Civic Reticulation",
        "Under Pressure Reticulation"
      ],
      "brands_recommended": [
        "Reticulation & Landscaping Expert",
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Civic Reticulation",
        "Under Pressure Reticulation"
      ],
      "brand_order": [
        "Reticulation & Landscaping Expert",
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Civic Reticulation",
        "Under Pressure Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationandlandscaping.com.au/services/reticulation-maintenance-and-repairs/?utm_source=chatgpt.com",
        "https://www.sprinklerfixers.com.au/reticulation-repairs/?utm_source=chatgpt.com",
        "https://civicreticulation.com.au/pricing/?utm_source=chatgpt.com",
        "https://underpressureretic.com.au/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-repairs/?utm_source=chatgpt.com",
        "https://www.perthgardens.com.au/reticulation-services-pricing.html?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-solenoid-repairs/?utm_source=chatgpt.com",
        "https://reticulationperth.com/rockingham-reticulation-repairs/?utm_source=chatgpt.com",
        "https://www.cloudburstretic.com.au/available-services/?utm_source=chatgpt.com",
        "https://www.reticdoctor.com.au/pricing/?utm_source=chatgpt.com",
        "https://www.reticrepairsperth.com.au/fees?utm_source=chatgpt.com",
        "https://allroundgardens.com.au/reticulation-installs-repairs/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationandlandscaping.com.au",
        "sprinklerfixers.com.au",
        "civicreticulation.com.au",
        "underpressureretic.com.au",
        "reticulationperth.com",
        "perthgardens.com.au",
        "cloudburstretic.com.au",
        "reticdoctor.com.au",
        "reticrepairsperth.com.au",
        "allroundgardens.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationandlandscaping.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "civicreticulation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "underpressureretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "perthgardens.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cloudburstretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticdoctor.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allroundgardens.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-reticulation-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B3",
      "prompt": "cheapest reticulation service Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Average Reticulation Costs in Perth",
        "Tips for Keeping Reticulation Costs Down"
      ],
      "brands_recommended": [
        "Average Reticulation Costs in Perth",
        "Tips for Keeping Reticulation Costs Down"
      ],
      "brand_order": [
        "Average Reticulation Costs in Perth",
        "Tips for Keeping Reticulation Costs Down"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/reticulation-cost-perth/#:~:text=For%20a%20full%20new%20system%20this%20usually,to%20be%20around%20to%20honour%20your%20warranty.",
        "https://www.sprinklerfixers.com.au/reticulation/",
        "https://reticulationperth.com/reticulation-cost-perth/#:~:text=Table_title%3A%20Reticulation%20costs%20in%20Perth%20at%20a,(standard%20automatic)%20%7C%20Lower%20component%20cost%20%7C",
        "http://thereticgurus.com.au/reticulationrepairsperth/",
        "https://www.sprinklerfixers.com.au/reticulation/",
        "https://aquariandrilling.com.au/bore-water-drilling-and-repairs/perth-reticulation-repairs/#:~:text=Whether%20it%20is%20a%20small%20backyard%2C%20sporting,garden%2C%20quickly%20keeping%20your%20costs%20down.%20(",
        "https://reticulationperth.com/reticulation-cost-perth/#:~:text=Fault%20type%2C%20parts%20needed%2C%20time%20on%20site%2C,aren't%20quoted%3B%20diagnosed%20and%20fixed%20on%20site.",
        "https://reticulationperth.com/reticulation-cost-perth/#:~:text=Repairs%20%26%20servicing%20*%20Booked%2C%20not%20quoted.,*%20Quoted%2C%20after%20a%20paid%20creditable%20assessment."
      ],
      "cited_domains": [
        "reticulationperth.com",
        "sprinklerfixers.com.au",
        "thereticgurus.com.au",
        "aquariandrilling.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thereticgurus.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aquariandrilling.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-reticulation-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B3",
      "prompt": "cheapest reticulation service Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Typical Reticulation Costs in Perth"
      ],
      "brands_recommended": [
        "Typical Reticulation Costs in Perth"
      ],
      "brand_order": [
        "Typical Reticulation Costs in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "http://thereticgurus.com.au/reticulationrepairsperth/#:~:text=Bore%20repairs%20and%20maintenance%3A%20We%20have%20specialist,replace%20retic%20controller%3A%20%24360%20plus%20(inc.%20electrician).",
        "https://www.reticrepairsperth.com.au/fees",
        "https://reticulationperth.com/reticulation-cost-perth/#:~:text=Table_title%3A%20Reticulation%20costs%20in%20Perth%20at%20a,(standard%20automatic)%20%7C%20Lower%20component%20cost%20%7C",
        "https://thereticguy.com.au/#:~:text=Andre%20and%20Christophe%20from%20%22The%20Retic%20Guy%22%2C,replacing%20a%20solenoid%20in%20a%20tricky%20location.",
        "https://www.perthreticrepair.com.au/#:~:text=Availability.%20Accessible%20and%20Reliable%20Service%20Conveniently%20based,competitive%20pricing%20remains%20steadfast%20throughout%20the%20year.",
        "https://www.reticrepairsperth.com.au/#:~:text=Book%20Your%20Retic%20Installation%20or%20Repair%20Today.,covering%20all%20areas%20north%20of%20the%20river.",
        "https://reticulationperth.com/reticulation-cost-perth/#:~:text=For%20a%20full%20new%20system%20this%20usually,to%20be%20around%20to%20honour%20your%20warranty."
      ],
      "cited_domains": [
        "thereticgurus.com.au",
        "reticrepairsperth.com.au",
        "reticulationperth.com",
        "thereticguy.com.au",
        "perthreticrepair.com.au"
      ],
      "source_classes": [
        {
          "domain": "thereticgurus.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "thereticguy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-reticulation-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B3",
      "prompt": "cheapest reticulation service Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Typical Perth Reticulation Pricing Structure",
        "Tips for Finding Affordable Service"
      ],
      "brands_recommended": [
        "Typical Perth Reticulation Pricing Structure",
        "Tips for Finding Affordable Service"
      ],
      "brand_order": [
        "Typical Perth Reticulation Pricing Structure",
        "Tips for Finding Affordable Service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/reticulation-cost-perth/#:~:text=Table_title%3A%20Reticulation%20costs%20in%20Perth%20at%20a,(standard%20automatic)%20%7C%20Lower%20component%20cost%20%7C",
        "https://www.reticrepairsperth.com.au/fees#:~:text=Standard%20Call%20out%20fee%20%24100%2Bgst.%20%E2%80%8B%20Standard,Two%20heads%20are%20always%20better%20than%20one!",
        "https://www.reticrepairsperth.com.au/fees",
        "https://www.mrretic.com.au/pricing/#:~:text=Some%20typical%20costs%20(inc%20GST)%20are%3A%20New,time%20to%20find%20and%20then%20fix%20solenoids.",
        "https://reticulationperth.com/reticulation-cost-perth/#:~:text=For%20a%20full%20new%20system%20this%20usually,to%20be%20around%20to%20honour%20your%20warranty.",
        "https://thereticguy.com.au/#:~:text=I%20honestly%20recommend%20these%20guys%20-%20hard,you%20should%20consider%2C%20THE%20RETIC%20GUY.%20Services.",
        "https://www.mrretic.com.au/pricing/#:~:text=%24110.00%20for%20the%20first%20quarter%20hour%20and,can%20estimate%20further%20time%20%26%20parts%20required)."
      ],
      "cited_domains": [
        "reticulationperth.com",
        "reticrepairsperth.com.au",
        "mrretic.com.au",
        "thereticguy.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thereticguy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-reticulation-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B4",
      "prompt": "reticulation repair Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Property Care Guys",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Beyond Reticulation"
      ],
      "brands_recommended": [
        "Property Care Guys",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Beyond Reticulation"
      ],
      "brand_order": [
        "Property Care Guys",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Beyond Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-reticulation-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B4",
      "prompt": "reticulation repair Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys"
      ],
      "brands_recommended": [
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys"
      ],
      "brand_order": [
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthreticrepair.com.au/",
        "https://propertycareguys.com.au/perth/tips-and-ideas/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo"
      ],
      "cited_domains": [
        "perthreticrepair.com.au",
        "propertycareguys.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "perthreticrepair.com.au",
          "class": "brand-source"
        },
        {
          "domain": "propertycareguys.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-reticulation-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B4",
      "prompt": "reticulation repair Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Beyond Reticulation",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Perth Reticulation Repair Options"
      ],
      "brands_recommended": [
        "Beyond Reticulation",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Perth Reticulation Repair Options"
      ],
      "brand_order": [
        "Beyond Reticulation",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Property Care Guys",
        "Perth Reticulation Repair Options"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.plumbdog.com.au/emergency-retic-repairs-perth/",
        "https://www.reticrepairsperth.com.au/emergency-retic-repairs",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo"
      ],
      "cited_domains": [
        "plumbdog.com.au",
        "reticrepairsperth.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "plumbdog.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-reticulation-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B4",
      "prompt": "reticulation repair Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-reticulation-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B4",
      "prompt": "reticulation repair Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-reticulation-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B4",
      "prompt": "reticulation repair Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-reticulation-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B4",
      "prompt": "reticulation repair Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Retic Repair - Service and Technical Maintenance",
        "Perth Reticulation Experts",
        "Beyond Reticulation"
      ],
      "brands_recommended": [
        "Perth Retic Repair - Service and Technical Maintenance",
        "Perth Reticulation Experts",
        "Beyond Reticulation"
      ],
      "brand_order": [
        "Perth Retic Repair - Service and Technical Maintenance",
        "Perth Reticulation Experts",
        "Beyond Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/services/reticulation-repairs/?utm_source=chatgpt.com",
        "https://beyondreticulation.com.au/reticulation-repairs/?utm_source=chatgpt.com",
        "https://cisirrigation.com.au/maintenance-repairs/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticulationperth.com",
        "beyondreticulation.com.au",
        "cisirrigation.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "beyondreticulation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cisirrigation.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-reticulation-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B4",
      "prompt": "reticulation repair Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "Purely Irrigation",
        "OZ Commercial Maintenance Services PTY LTD - OZ WATER WA",
        "Retic Repairs",
        "Perth Irrigation Centre",
        "Rainscape Waterwise Solutions",
        "Retic Renovation",
        "Quinns Rocks Reticulation",
        "Retic'Tech",
        "Property Care Guys",
        "OZ Commercial Maintenance Services PTY LTD"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "Purely Irrigation",
        "OZ Commercial Maintenance Services PTY LTD - OZ WATER WA",
        "Retic Repairs",
        "Perth Irrigation Centre",
        "Rainscape Waterwise Solutions",
        "Retic Renovation",
        "Quinns Rocks Reticulation",
        "Retic'Tech",
        "Property Care Guys",
        "OZ Commercial Maintenance Services PTY LTD"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Beyond Reticulation",
        "Purely Irrigation",
        "OZ Commercial Maintenance Services PTY LTD - OZ WATER WA",
        "Retic Repairs",
        "Perth Irrigation Centre",
        "Rainscape Waterwise Solutions",
        "Retic Renovation",
        "Quinns Rocks Reticulation",
        "Retic'Tech",
        "Property Care Guys",
        "OZ Commercial Maintenance Services PTY LTD"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.sprinklerfixers.com.au/service-areas/?utm_source=chatgpt.com",
        "https://www.sprinklerfixers.com.au/reticulation-irrigation-perth/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-repairs/?utm_source=chatgpt.com",
        "https://beyondreticulation.com.au/reticulation-repairs/?utm_source=chatgpt.com",
        "https://www.reticrepairsperth.com.au/emergency-retic-repairs?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "sprinklerfixers.com.au",
        "reticulationperth.com",
        "beyondreticulation.com.au",
        "reticrepairsperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "beyondreticulation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-reticulation-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B4",
      "prompt": "reticulation repair Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Beyond Reticulation",
        "Perth Reticulation Experts",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Rainscape Waterwise Solutions",
        "Perth Irrigation Centre",
        "Retic Renovation",
        "Quinns Rocks Reticulation",
        "Andy's irrigation and gardening services",
        "Property Care Guys"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Beyond Reticulation",
        "Perth Reticulation Experts",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Rainscape Waterwise Solutions",
        "Perth Irrigation Centre",
        "Retic Renovation",
        "Quinns Rocks Reticulation",
        "Andy's irrigation and gardening services",
        "Property Care Guys"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Beyond Reticulation",
        "Perth Reticulation Experts",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Rainscape Waterwise Solutions",
        "Perth Irrigation Centre",
        "Retic Renovation",
        "Quinns Rocks Reticulation",
        "Andy's irrigation and gardening services",
        "Property Care Guys"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.sprinklerfixers.com.au/service-areas/?utm_source=chatgpt.com",
        "https://beyondreticulation.com.au/reticulation-repairs/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-repairs/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "sprinklerfixers.com.au",
        "beyondreticulation.com.au",
        "reticulationperth.com"
      ],
      "source_classes": [
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beyondreticulation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-reticulation-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B4",
      "prompt": "reticulation repair Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Beyond Reticulation",
        "Sprinkler Fixers",
        "Plumbdog"
      ],
      "brands_recommended": [
        "Beyond Reticulation",
        "Sprinkler Fixers",
        "Plumbdog"
      ],
      "brand_order": [
        "Beyond Reticulation",
        "Sprinkler Fixers",
        "Plumbdog"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reticrepairsperth.com.au/emergency-retic-repairs#:~:text=Emergency%20response%20to%20broken%20solenoids.%20Emergency%20solenoid,right%20now%20-%20click%20here.%20%E2%80%8B%20%E2%80%8B",
        "https://www.reticrepairsperth.com.au/emergency-retic-repairs#:~:text=Emergency%20response%20to%20broken%20solenoids.%20Emergency%20solenoid,right%20now%20-%20click%20here.%20%E2%80%8B%20%E2%80%8B",
        "https://www.reticrepairsperth.com.au/emergency-retic-repairs#:~:text=Fortunately%20Purely%20Irrigation%20are%20on%20hand%20to,contact%20us%20via%20our%20online%20enquiry%20form.",
        "https://beyondreticulation.com.au/reticulation-repairs/#:~:text=Can%20you%20repair%20reticulation%20controllers%20and%20wiring,troubleshooting%2C%20wiring%20repairs%2C%20fault%20finding%2C%20and%20rewiring.",
        "https://beyondreticulation.com.au/reticulation-repairs/#:~:text=Our%20team%20can%20assess%20your%20existing%20irrigation,system%20requirements%20%E2%80%94%20ensuring%20repairs%20that%20last.",
        "https://www.sprinklerfixers.com.au/#:~:text=Call%20Now.%200452%20574%20842.%20Retic.%20we,suburbs%20for%20over%2020%20years.%20Contact%20Us.",
        "https://www.plumbdog.com.au/emergency-retic-repairs-perth/#:~:text=What%20Happens%20On%20Site%20*%20We%20arrive,Callout%20Fee.%20We%20assess%20and%20quote%20on-site.",
        "https://www.plumbdog.com.au/emergency-retic-repairs-perth/#:~:text=*%20While%20most%20reticulation%20companies%20close%20up,handle%20urgent%20reticulation%20issues%20that%20can't%20wait."
      ],
      "cited_domains": [
        "reticrepairsperth.com.au",
        "beyondreticulation.com.au",
        "sprinklerfixers.com.au",
        "plumbdog.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "beyondreticulation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbdog.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-reticulation-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B4",
      "prompt": "reticulation repair Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "Plumbdog"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "Plumbdog"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "Plumbdog"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.sprinklerfixers.com.au/#:~:text=Call%20Now.%200452%20574%20842.%20Retic.%20we,suburbs%20for%20over%2020%20years.%20Contact%20Us.",
        "https://www.sprinklerfixers.com.au/#:~:text=Call%20Now.%200452%20574%20842.%20Retic.%20we,suburbs%20for%20over%2020%20years.%20Contact%20Us.",
        "https://www.plumbdog.com.au/emergency-retic-repairs-perth/#:~:text=What%20Happens%20On%20Site%20*%20We%20arrive,Callout%20Fee.%20We%20assess%20and%20quote%20on-site.",
        "https://www.plumbdog.com.au/emergency-retic-repairs-perth/#:~:text=*%20While%20most%20reticulation%20companies%20close%20up,handle%20urgent%20reticulation%20issues%20that%20can't%20wait.",
        "https://www.reticrepairsperth.com.au/emergency-retic-repairs#:~:text=Emergency%20Reticulation%20Repairs%20Perth.%20Purely%20Irrigation%20provide,you%20hard%20when%20your%20water%20bill%20arrives.",
        "https://www.reticrepairsperth.com.au/emergency-retic-repairs#:~:text=If%20your%20enquiry%20is%20during%20daylight%20hours,immediately.%20Emergency%20call%20out%20fees%20may%20apply.",
        "https://underpressureretic.com.au/#:~:text=Welcome%20to%20Under%20Pressure%20Retic.%20Under%20Pressure,250%20881%20and%20request%20a%20quote%20today!",
        "https://underpressureretic.com.au/#:~:text=Welcome%20to%20Under%20Pressure%20Retic.%20Under%20Pressure,250%20881%20and%20request%20a%20quote%20today!"
      ],
      "cited_domains": [
        "sprinklerfixers.com.au",
        "plumbdog.com.au",
        "reticrepairsperth.com.au",
        "underpressureretic.com.au"
      ],
      "source_classes": [
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbdog.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "underpressureretic.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-reticulation-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B4",
      "prompt": "reticulation repair Perth same day",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "Plumbdog",
        "Beyond Reticulation",
        "Tips for Fast Service"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "Plumbdog",
        "Beyond Reticulation",
        "Tips for Fast Service"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "Plumbdog",
        "Beyond Reticulation",
        "Tips for Fast Service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://beyondreticulation.com.au/reticulation-repairs/#:~:text=We%20understand%20that%20a%20faulty%20reticulation%20system,running%20efficiently.%20Call%20Now%20for%20Fast%20Repairs.",
        "https://www.sprinklerfixers.com.au/#:~:text=Call%20Now.%200452%20574%20842.%20Retic.%20we,suburbs%20for%20over%2020%20years.%20Contact%20Us.",
        "https://www.reticrepairsperth.com.au/emergency-retic-repairs#:~:text=Emergency%20response%20to%20broken%20solenoids.%20Emergency%20solenoid,right%20now%20-%20click%20here.%20%E2%80%8B%20%E2%80%8B",
        "https://www.plumbdog.com.au/emergency-retic-repairs-perth/#:~:text=*%20While%20most%20reticulation%20companies%20close%20up,handle%20urgent%20reticulation%20issues%20that%20can't%20wait.",
        "https://beyondreticulation.com.au/reticulation-repairs/#:~:text=Subscribe%20to%20our%20mail%20list%20*%20Contact,Street%2C%20West%20Perth%20WA%206005.%20Reticulation%20Systems.",
        "https://reticman.com.au/",
        "https://www.reticrepairsperth.com.au/emergency-retic-repairs#:~:text=We%20often%20receive%20calls%20from%20concerned%20customers%2C,respond%20to%20your%20needs%20day%20and%20night."
      ],
      "cited_domains": [
        "beyondreticulation.com.au",
        "sprinklerfixers.com.au",
        "reticrepairsperth.com.au",
        "plumbdog.com.au",
        "reticman.com.au"
      ],
      "source_classes": [
        {
          "domain": "beyondreticulation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "plumbdog.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticman.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-reticulation-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B5",
      "prompt": "reliable reticulation company Perth northern suburbs",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Beyond Reticulation",
        "Property Care Guys"
      ],
      "brands_recommended": [
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Beyond Reticulation",
        "Property Care Guys"
      ],
      "brand_order": [
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Beyond Reticulation",
        "Property Care Guys"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-reticulation-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B5",
      "prompt": "reliable reticulation company Perth northern suburbs",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Northern Reticulation"
      ],
      "brands_recommended": [
        "Northern Reticulation"
      ],
      "brand_order": [
        "Northern Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.northernreticulation.com.au/",
        "https://www.reticrepairsperth.com.au/",
        "https://www.mrretic.com.au/",
        "http://thereticgurus.com.au/reticulationrepairsperth/"
      ],
      "cited_domains": [
        "northernreticulation.com.au",
        "reticrepairsperth.com.au",
        "mrretic.com.au",
        "thereticgurus.com.au"
      ],
      "source_classes": [
        {
          "domain": "northernreticulation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thereticgurus.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-reticulation-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B5",
      "prompt": "reliable reticulation company Perth northern suburbs",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Beyond Reticulation",
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Retic Renovation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Purely Irrigation",
        "Under Pressure Reticulation",
        "Retic'Tech",
        "Perth Reticulation Experts",
        "WA Retic Guys",
        "Northern Reticulation",
        "Retic Repair Man",
        "Retic Solutions",
        "Pineapple Retic",
        "TLC Reticulation",
        "The Green Keeper WA – Gardening & Reticulation",
        "Ryan's Reticulation - Reticulation Repairs & Installations",
        "Retic Repairs",
        "Reticulation & Landscaping Expert",
        "Retic Doctor",
        "Brighton Reticulation",
        "Mr Retic",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah"
      ],
      "brands_recommended": [
        "Beyond Reticulation",
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Retic Renovation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Purely Irrigation",
        "Under Pressure Reticulation",
        "Retic'Tech",
        "Perth Reticulation Experts",
        "WA Retic Guys",
        "Northern Reticulation",
        "Retic Repair Man",
        "Retic Solutions",
        "Pineapple Retic",
        "TLC Reticulation",
        "The Green Keeper WA – Gardening & Reticulation",
        "Ryan's Reticulation - Reticulation Repairs & Installations",
        "Retic Repairs",
        "Reticulation & Landscaping Expert",
        "Retic Doctor",
        "Brighton Reticulation",
        "Mr Retic",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah"
      ],
      "brand_order": [
        "Beyond Reticulation",
        "Sprinkler Fixers",
        "Perth Retic Repair - Service and Technical Maintenance",
        "Retic Renovation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Property Care Guys",
        "Purely Irrigation",
        "Under Pressure Reticulation",
        "Retic'Tech",
        "Perth Reticulation Experts",
        "WA Retic Guys",
        "Northern Reticulation",
        "Retic Repair Man",
        "Retic Solutions",
        "Pineapple Retic",
        "TLC Reticulation",
        "The Green Keeper WA – Gardening & Reticulation",
        "Ryan's Reticulation - Reticulation Repairs & Installations",
        "Retic Repairs",
        "Reticulation & Landscaping Expert",
        "Retic Doctor",
        "Brighton Reticulation",
        "Mr Retic",
        "Swell Irrigation, Reticulation Services & Bore Pumps from Rockingham to Mandurah"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0dU1tWTNOalY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmVUY3dNamhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSbWRHWTBaemhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOeFpEbG1YMTlqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaNlluWm9aak0zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKaWQxOW1YM0ZtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMlltNDVPRzE1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWNESnlNbko1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbU9EWnlNWE0yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKak9USmliV2h5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOc2VYUXpNWE5tGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhac2VEZHlNVEp0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoME9XczFhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0ME0yMWZhbUkzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeFkyNW5ibTV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdScWJUQmplQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsd05Xd3dOREZqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNFp6aG1NRGg1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREZDBZell6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0b05XUm5ObkV6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOcmNqVjVNVzF0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdabU1EUmtOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NsOXdZbWhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGd2JETnJjVjgzGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-reticulation-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B5",
      "prompt": "reliable reticulation company Perth northern suburbs",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-reticulation-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B5",
      "prompt": "reliable reticulation company Perth northern suburbs",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-reticulation-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B5",
      "prompt": "reliable reticulation company Perth northern suburbs",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.northernreticulation.com.au/",
        "https://www.reticrepairsperth.com.au/",
        "https://www.mrretic.com.au/",
        "https://www.sprinklerfixers.com.au/service-areas/northern-suburbs/"
      ],
      "cited_domains": [
        "northernreticulation.com.au",
        "reticrepairsperth.com.au",
        "mrretic.com.au",
        "sprinklerfixers.com.au"
      ],
      "source_classes": [
        {
          "domain": "northernreticulation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-reticulation-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B5",
      "prompt": "reliable reticulation company Perth northern suburbs",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Purely Irrigation",
        "Retic'Tech",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Sprinkler Fixers"
      ],
      "brands_recommended": [
        "Purely Irrigation",
        "Retic'Tech",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Sprinkler Fixers"
      ],
      "brand_order": [
        "Purely Irrigation",
        "Retic'Tech",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Perth Reticulation Experts",
        "Sprinkler Fixers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reticrepairsperth.com.au/?utm_source=chatgpt.com",
        "https://www.reddit.com/r/perth/comments/1o9k73p?utm_source=chatgpt.com",
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://reticulationperth.com/reticulation-joondalup/?utm_source=chatgpt.com",
        "https://hipages.com.au/find/irrigation_systems_irrigation_repairs/wa/joondalup?utm_source=chatgpt.com",
        "https://hipages.com.au/find/irrigation_systems_irrigation_repairs/perth_northern_suburbs_region?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/virgin-bores-reticulation?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/?utm_source=chatgpt.com",
        "https://reticulationperth.com/reticulation-connolly/?utm_source=chatgpt.com",
        "https://reticulationperth.com/reticulation-kallaroo/?utm_source=chatgpt.com",
        "https://premierturfcare.com.au/reticulation-perth/?utm_source=chatgpt.com",
        "https://www.northernreticulation.com.au/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-reticulation-services-170326612408132?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticrepairsperth.com.au",
        "reddit.com",
        "reticulationperth.com",
        "hipages.com.au",
        "productreview.com.au",
        "premierturfcare.com.au",
        "northernreticulation.com.au",
        "reviews.birdeye.com"
      ],
      "source_classes": [
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "premierturfcare.com.au",
          "class": "brand-source"
        },
        {
          "domain": "northernreticulation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-reticulation-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B5",
      "prompt": "reliable reticulation company Perth northern suburbs",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Purely Irrigation",
        "Retic Doctor",
        "Northern Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic'Tech",
        "Perth Reticulation Experts",
        "Another company worth considering",
        "Explicitly specialises in northern-suburbs reticulation repairs"
      ],
      "brands_recommended": [
        "Purely Irrigation",
        "Retic Doctor",
        "Northern Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic'Tech",
        "Perth Reticulation Experts",
        "Another company worth considering",
        "Explicitly specialises in northern-suburbs reticulation repairs"
      ],
      "brand_order": [
        "Purely Irrigation",
        "Retic Doctor",
        "Northern Reticulation",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Retic'Tech",
        "Perth Reticulation Experts",
        "Another company worth considering",
        "Explicitly specialises in northern-suburbs reticulation repairs"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reticrepairsperth.com.au/?utm_source=chatgpt.com",
        "https://reticulationperth.com/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "reticrepairsperth.com.au",
        "reticulationperth.com"
      ],
      "source_classes": [
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-reticulation-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B5",
      "prompt": "reliable reticulation company Perth northern suburbs",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Purely Irrigation",
        "Ryan's Reticulation - Reticulation Repairs & Installations",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "PB Reticulation & Maintenance Services",
        "Greenfields Reticulation"
      ],
      "brands_recommended": [
        "Purely Irrigation",
        "Ryan's Reticulation - Reticulation Repairs & Installations",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "PB Reticulation & Maintenance Services",
        "Greenfields Reticulation"
      ],
      "brand_order": [
        "Purely Irrigation",
        "Ryan's Reticulation - Reticulation Repairs & Installations",
        "The Retic Guy - Reticulation Repairs, Irrigation Maintenance Perth",
        "Sprinkler Fixers",
        "PB Reticulation & Maintenance Services",
        "Greenfields Reticulation"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://hipages.com.au/find/irrigation_systems_irrigation_repairs/perth_northern_suburbs_region?utm_source=chatgpt.com",
        "https://hipages.com.au/find/irrigation_systems_irrigation_repairs/perth_inner_northern_suburbs_region?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/virgin-bores-reticulation?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/retic-renovation?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/quinns-rocks-reticulation?utm_source=chatgpt.com",
        "https://reticulationperth.com/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/reticulation-maintenance/?utm_source=chatgpt.com",
        "https://reticulationperth.com/reticulation-beechina/?utm_source=chatgpt.com",
        "https://reticulationperth.com/services/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/retic-renovation-170863026251410?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-reticulation-services-170326612408132?utm_source=chatgpt.com",
        "https://premierturfcare.com.au/reticulation-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "hipages.com.au",
        "productreview.com.au",
        "reticulationperth.com",
        "reviews.birdeye.com",
        "premierturfcare.com.au"
      ],
      "source_classes": [
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "premierturfcare.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-reticulation-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B5",
      "prompt": "reliable reticulation company Perth northern suburbs",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "WaterWise Specialist"
      ],
      "brands_recommended": [
        "WaterWise Specialist"
      ],
      "brand_order": [
        "WaterWise Specialist"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.mrretic.com.au/#:~:text=At%20Mr%20Retic%2C%20we%20take%20pride%20in,of%20areas%20in%20Perth's%20far%20northern%20suburbs.",
        "https://www.mrretic.com.au/#:~:text=MR%20RETIC%20IS%20YOUR%20LOCAL%20RETICULATION%20SPECIALIST%2C,retic%20repairs%2C%20we%20are%20your%20go-to%20expert.",
        "https://www.mrretic.com.au/#:~:text=When%20it%20comes%20to%20Retic%20Controllers%2C%20we,RETICULATION%20CONTROLLERS.%20*%20RETICULATION%20REPAIRS%20%26%20SERVICING.",
        "https://www.mrretic.com.au/#:~:text=As%20a%20certified%20WaterWise%20Specialist%20and%20a,genuine%20enthusiasm%20for%20all%20your%20reticulation%20needs.",
        "https://graciereticulation.com.au/#:~:text=Gracie%20Reticulation%20Services%20%7C%20Perth%20Irrigation%20Experts.,Fully%20Insured.%20Qualified%20tradies.%2020%2B%20Years%20Experience.",
        "https://graciereticulation.com.au/#:~:text=Gracie%20Reticulation%20Services%20%7C%20Perth%20Irrigation%20Experts.,Fully%20Insured.%20Qualified%20tradies.%2020%2B%20Years%20Experience.",
        "https://graciereticulation.com.au/#:~:text=Gracie%20Reticulation%20Services%20%7C%20Perth%20Irrigation%20Experts.,Fully%20Insured.%20Qualified%20tradies.%2020%2B%20Years%20Experience.",
        "https://graciereticulation.com.au/#:~:text=Gracie%20Reticulation%20Services%20%7C%20Perth%20Irrigation%20Experts.,Fully%20Insured.%20Qualified%20tradies.%2020%2B%20Years%20Experience.",
        "https://reticulationperth.com/#:~:text=Reticulation%20and%20Irrigation%20Solutions%20You%20Can%20Rely,capable%20hands%20when%20you%20work%20with%20us.",
        "https://reticulationperth.com/#:~:text=Perth's%20Most-Reviewed%20Reticulation%20Experts.%204.7%2F5%20from%20230,ensure%20a%20well-irrigated%2C%20healthy%20garden%20all%20year.",
        "https://reticulationperth.com/#:~:text=Perth's%20Most-Reviewed%20Reticulation%20Experts.%204.7%2F5%20from%20230,ensure%20a%20well-irrigated%2C%20healthy%20garden%20all%20year.",
        "https://reticulationperth.com/#:~:text=Waterwise%20Certified%20Specialists!%20Perth%20Reticulation%20Experts%20is,Claim%20waterwise%20offers%20through%20the%20Water%20Corporation.",
        "http://thereticgurus.com.au/reticulationrepairsperth/#:~:text=Reticulation%20repairs%20Perth%20%7C%20The%20Retic%20Gurus.,such%20as%20poor%20sprinkler%20pressure%20and%20blockages.",
        "http://thereticgurus.com.au/reticulationrepairsperth/#:~:text=Reticulation%20repairs%20Perth%20%7C%20The%20Retic%20Gurus.,such%20as%20poor%20sprinkler%20pressure%20and%20blockages.",
        "http://thereticgurus.com.au/reticulationrepairsperth/#:~:text=*%20Broken%20popups%20and%20blocked%20nozzles%3F%20See,and%20cost%20by%20having%20a%20system%20overhaul."
      ],
      "cited_domains": [
        "mrretic.com.au",
        "graciereticulation.com.au",
        "reticulationperth.com",
        "thereticgurus.com.au"
      ],
      "source_classes": [
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "graciereticulation.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "thereticgurus.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-reticulation-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B5",
      "prompt": "reliable reticulation company Perth northern suburbs",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Sprinkler Fixers"
      ],
      "brands_recommended": [
        "Sprinkler Fixers"
      ],
      "brand_order": [
        "Sprinkler Fixers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reticrepairsperth.com.au/#:~:text=%E2%80%8B%20We%20offer%20a%20professional%20retic%20repair,and%20irrigation%20servicing%20across%20Perth's%20northern%20suburbs.",
        "https://www.mrretic.com.au/#:~:text=At%20Mr%20Retic%2C%20we%20take%20pride%20in,of%20areas%20in%20Perth's%20far%20northern%20suburbs.",
        "https://www.mrretic.com.au/#:~:text=MR%20RETIC%20IS%20YOUR%20LOCAL%20RETICULATION%20SPECIALIST%2C,retic%20repairs%2C%20we%20are%20your%20go-to%20expert.",
        "https://www.mrretic.com.au/#:~:text=ABOUT%20MR%20RETIC.%20With%20Mr%20Retic%20as,responsible%20service%20that%20prioritises%20quality%20and%20sustainability.",
        "https://www.sprinklerfixers.com.au/service-areas/northern-suburbs/#:~:text=With%20over%2020%20years%20industry%20experience%2C%20we,24%2F7%20Emergency%20services.%20Servicing%20all%20of%20perth.",
        "https://www.sprinklerfixers.com.au/service-areas/northern-suburbs/#:~:text=Perth%20Sprinkler%20Fixers%20have%20been%20repairing%20reticulation,northern%20suburbs.%20All%20Forms%20of%20Reticulation%20Repairs.",
        "https://www.sprinklerfixers.com.au/service-areas/northern-suburbs/#:~:text=With%20over%2020%20years%20industry%20experience%2C%20we,24%2F7%20Emergency%20services.%20Servicing%20all%20of%20perth.",
        "https://www.reticrepairsperth.com.au/#:~:text=*%20Blocked%20solenoids%20or%20pipe%20leaks.%20*,%E2%80%94%20we%20design%20and%20install%20them%2C%20too.",
        "https://www.reticrepairsperth.com.au/#:~:text=RETIC%20REPAIRS%20%26%20INSTALLATION%20PERTH.%20%E2%80%8BPurely%20Irrigation,and%20we%20are%20Waterwise%20Registered%20Garden%20Irrigators.",
        "https://www.reticrepairsperth.com.au/#:~:text=%E2%80%8B%20Waterwise%20Irrigation%20%26%20Retic%20Installation%20Perth.,for%20lawns.%20*%20Bore%20integration%20and%20automation.",
        "http://thereticgurus.com.au/reticulationrepairsperth/#:~:text=Reticulation%20repairs%20Perth%20%7C%20The%20Retic%20Gurus.,such%20as%20poor%20sprinkler%20pressure%20and%20blockages.",
        "http://thereticgurus.com.au/reticulationrepairsperth/#:~:text=*%20Broken%20popups%20and%20blocked%20nozzles%3F%20See,and%20cost%20by%20having%20a%20system%20overhaul.",
        "https://www.mrretic.com.au/#:~:text=Conveniently%20based%20in%20the%20far%20northern%20suburbs,solving%20your%20reticulation%20worries!%20mr%20retic%20services.",
        "https://www.reticrepairsperth.com.au/#:~:text=We%20use%20only%20quality%20parts%20and%20the,%26%20no%20surprises.%20*%20All%20work%20guaranteed."
      ],
      "cited_domains": [
        "reticrepairsperth.com.au",
        "mrretic.com.au",
        "sprinklerfixers.com.au",
        "thereticgurus.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thereticgurus.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-reticulation-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "reticulation-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-reticulation-B5",
      "prompt": "reliable reticulation company Perth northern suburbs",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Reticulation and bore services",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Reticulation Experts",
        "Sprinkler Fixers"
      ],
      "brands_recommended": [
        "Perth Reticulation Experts",
        "Sprinkler Fixers"
      ],
      "brand_order": [
        "Perth Reticulation Experts",
        "Sprinkler Fixers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://reticulationperth.com/testimonials/#:~:text=%22Dylan%20was%20great%20and%20highly%20knowledgeable.%20Had,hours%20what%20would%20have%20taken%20me%20weeks.",
        "https://www.mrretic.com.au/#:~:text=At%20Mr%20Retic%2C%20we%20take%20pride%20in,of%20areas%20in%20Perth's%20far%20northern%20suburbs.",
        "https://www.mrretic.com.au/#:~:text=At%20Mr%20Retic%2C%20we%20take%20pride%20in,of%20areas%20in%20Perth's%20far%20northern%20suburbs.",
        "https://www.sprinklerfixers.com.au/service-areas/northern-suburbs/#:~:text=All%20Forms%20of%20Reticulation%20Repairs.%20Sprinkler%20Fixers,Joondalup.%20*%20Wanneroo.%20*%20Bassendean.%20*%20Bayswater.",
        "https://www.reticrepairsperth.com.au/#:~:text=If%20you're%20searching%20online%20for%20%22irrigation%20repairs,rural%20areas%20surrounding%20the%20northern%20suburbs.%20%E2%80%8B",
        "https://www.reticrepairsperth.com.au/#:~:text=We%20specialise%20in%20diagnosing%20and%20fixing%20all,rather%20than%20temporary%20fixes.%20MAKE%20A%20BOOKING."
      ],
      "cited_domains": [
        "reticulationperth.com",
        "mrretic.com.au",
        "sprinklerfixers.com.au",
        "reticrepairsperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "reticulationperth.com",
          "class": "brand-source"
        },
        {
          "domain": "mrretic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sprinklerfixers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reticrepairsperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-reticulation-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A1",
      "prompt": "best SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "brands_recommended": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "brand_order": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://pwd.com.au/seo-perth/",
        "https://firewiredigital.com.au/seo-agency/perth/",
        "https://hustlemarketers.com/best-seo-perth/",
        "https://www.ocmsolution.com/seo-perth/",
        "https://agencies.semrush.com/list/seo/perth/",
        "https://www.reddit.com/r/MktgSupermarket/comments/1qoc7o0/looking_for_digital_marketing_agencies_in_perth/",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/",
        "https://www.betteragencies.com.au/seo-agency/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YW1kc2VUbHNibU0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2JIQTBaRFJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo"
      ],
      "cited_domains": [
        "seotakeoff.com",
        "pwd.com.au",
        "firewiredigital.com.au",
        "hustlemarketers.com",
        "ocmsolution.com",
        "agencies.semrush.com",
        "reddit.com",
        "pathfindermarketing.com.au",
        "betteragencies.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "firewiredigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "ocmsolution.com",
          "class": "brand-source"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "betteragencies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-seo_agency-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A1",
      "prompt": "best SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "brands_recommended": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "brand_order": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://pwd.com.au/seo-perth/",
        "https://firewiredigital.com.au/seo-agency/perth/",
        "https://hustlemarketers.com/best-seo-perth/",
        "https://www.ocmsolution.com/seo-perth/",
        "https://agencies.semrush.com/list/seo/perth/",
        "https://www.reddit.com/r/MktgSupermarket/comments/1qoc7o0/looking_for_digital_marketing_agencies_in_perth/",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/",
        "https://www.betteragencies.com.au/seo-agency/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YW1kc2VUbHNibU0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2JIQTBaRFJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo"
      ],
      "cited_domains": [
        "seotakeoff.com",
        "pwd.com.au",
        "firewiredigital.com.au",
        "hustlemarketers.com",
        "ocmsolution.com",
        "agencies.semrush.com",
        "reddit.com",
        "pathfindermarketing.com.au",
        "betteragencies.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "firewiredigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "ocmsolution.com",
          "class": "brand-source"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "betteragencies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-seo_agency-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A1",
      "prompt": "best SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "brands_recommended": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "brand_order": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://pwd.com.au/seo-perth/",
        "https://firewiredigital.com.au/seo-agency/perth/",
        "https://hustlemarketers.com/best-seo-perth/",
        "https://www.ocmsolution.com/seo-perth/",
        "https://agencies.semrush.com/list/seo/perth/",
        "https://www.reddit.com/r/MktgSupermarket/comments/1qoc7o0/looking_for_digital_marketing_agencies_in_perth/",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/",
        "https://www.betteragencies.com.au/seo-agency/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YW1kc2VUbHNibU0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2JIQTBaRFJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo"
      ],
      "cited_domains": [
        "seotakeoff.com",
        "pwd.com.au",
        "firewiredigital.com.au",
        "hustlemarketers.com",
        "ocmsolution.com",
        "agencies.semrush.com",
        "reddit.com",
        "pathfindermarketing.com.au",
        "betteragencies.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "seotakeoff.com",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "firewiredigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "ocmsolution.com",
          "class": "brand-source"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "betteragencies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-seo_agency-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A1",
      "prompt": "best SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "StudioHawk",
        "Perth SEO Studio"
      ],
      "brands_recommended": [
        "StudioHawk",
        "Perth SEO Studio"
      ],
      "brand_order": [
        "StudioHawk",
        "Perth SEO Studio"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/",
        "https://pwd.com.au/seo-perth/",
        "https://www.seoperthexperts.com.au/",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://www.goodfirms.co/seo-agencies/perth",
        "https://studiohawk.com.au/seo-perth/",
        "https://distl.com.au/seo/"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "pwd.com.au",
        "seoperthexperts.com.au",
        "seotakeoff.com",
        "goodfirms.co",
        "studiohawk.com.au",
        "distl.com.au"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seoperthexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "distl.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-seo_agency-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A1",
      "prompt": "best SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-seo_agency-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A1",
      "prompt": "best SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-seo_agency-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A1",
      "prompt": "best SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Bang Digital",
        "Perth SEO Studio",
        "Scott Shorter",
        "Daisy Digital",
        "Bloom Digital",
        "White Chalk Road",
        "SEO Perth Experts 1"
      ],
      "brands_recommended": [
        "Bang Digital",
        "Perth SEO Studio",
        "Scott Shorter",
        "Daisy Digital",
        "Bloom Digital",
        "White Chalk Road"
      ],
      "brand_order": [
        "Bang Digital",
        "Perth SEO Studio",
        "Scott Shorter",
        "Daisy Digital",
        "Bloom Digital",
        "White Chalk Road"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://sellseo.ai/agencies/au/perth?utm_source=chatgpt.com",
        "https://localist.konigle.com/au/perth/seo/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/seo-and-sem?utm_source=chatgpt.com",
        "https://hustlemarketers.com/best-seo-perth/?utm_source=chatgpt.com",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/?utm_source=chatgpt.com",
        "https://www.goodfirms.co/seo-agencies/perth?utm_source=chatgpt.com",
        "https://www.designrush.com/agency/search-engine-optimization/au/perth?utm_source=chatgpt.com",
        "https://www.sortlist.com/seo/perth-wa-au?utm_source=chatgpt.com",
        "https://www.webtonic.io/blog/best-seo-agencies-perth?utm_source=chatgpt.com",
        "https://theseocompany.com.au/testimonials?utm_source=chatgpt.com",
        "https://www.semfirms.com/au/perth/seo-firms?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "sellseo.ai",
        "localist.konigle.com",
        "agencies.semrush.com",
        "wordofmouth.com.au",
        "hustlemarketers.com",
        "pathfindermarketing.com.au",
        "goodfirms.co",
        "designrush.com",
        "sortlist.com",
        "webtonic.io",
        "theseocompany.com.au",
        "semfirms.com"
      ],
      "source_classes": [
        {
          "domain": "sellseo.ai",
          "class": "third-party"
        },
        {
          "domain": "localist.konigle.com",
          "class": "third-party"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "designrush.com",
          "class": "directory"
        },
        {
          "domain": "sortlist.com",
          "class": "directory"
        },
        {
          "domain": "webtonic.io",
          "class": "third-party"
        },
        {
          "domain": "theseocompany.com.au",
          "class": "brand-source"
        },
        {
          "domain": "semfirms.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-seo_agency-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A1",
      "prompt": "best SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth SEO Studio",
        "Scott Shorter",
        "White Chalk Road",
        "Bang Digital",
        "Concise Digital Pty Ltd",
        "Semrush Perth Agency Partners",
        "SEO Perth Expert",
        "Perth Digital Agency",
        "SEO Agency Perth WA",
        "Lollipop Digital SEO Perth",
        "Perth Digital Edge"
      ],
      "brands_recommended": [
        "Perth SEO Studio",
        "Scott Shorter",
        "White Chalk Road",
        "Bang Digital",
        "Concise Digital Pty Ltd",
        "Semrush Perth Agency Partners",
        "SEO Perth Expert",
        "Perth Digital Agency",
        "SEO Agency Perth WA",
        "Lollipop Digital SEO Perth",
        "Perth Digital Edge"
      ],
      "brand_order": [
        "Perth SEO Studio",
        "Scott Shorter",
        "White Chalk Road",
        "Bang Digital",
        "Concise Digital Pty Ltd",
        "Semrush Perth Agency Partners",
        "SEO Perth Expert",
        "Perth Digital Agency",
        "SEO Agency Perth WA",
        "Lollipop Digital SEO Perth",
        "Perth Digital Edge"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://sellseo.ai/agencies/au/perth?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "sellseo.ai",
        "agencies.semrush.com"
      ],
      "source_classes": [
        {
          "domain": "sellseo.ai",
          "class": "third-party"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-seo_agency-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A1",
      "prompt": "best SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth SEO Studio",
        "White Chalk Road",
        "Digital Hitmen — Best overall",
        "PWD Digital Agency"
      ],
      "brands_recommended": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth SEO Studio",
        "White Chalk Road",
        "Digital Hitmen — Best overall",
        "PWD Digital Agency"
      ],
      "brand_order": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth SEO Studio",
        "White Chalk Road",
        "Digital Hitmen — Best overall",
        "PWD Digital Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com",
        "https://sellseo.ai/agencies/au/perth?utm_source=chatgpt.com",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/seo-and-sem?utm_source=chatgpt.com",
        "https://www.webtonic.io/blog/best-seo-agencies-perth?utm_source=chatgpt.com",
        "https://www.goodfirms.co/seo-agencies/perth?utm_source=chatgpt.com",
        "https://localist.konigle.com/au/perth/seo/?utm_source=chatgpt.com",
        "https://www.designrush.com/agency/search-engine-optimization/au/perth?utm_source=chatgpt.com",
        "https://pixelscorp.com/blog/top-10-seo-agencies-in-perth-australia/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo-consulting/perth/?utm_source=chatgpt.com",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/?utm_source=chatgpt.com",
        "https://www.semfirms.com/au/perth/seo-firms?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "sellseo.ai",
        "pathfindermarketing.com.au",
        "wordofmouth.com.au",
        "webtonic.io",
        "goodfirms.co",
        "localist.konigle.com",
        "designrush.com",
        "pixelscorp.com",
        "digitalnomadshq.com.au",
        "semfirms.com"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "sellseo.ai",
          "class": "third-party"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "webtonic.io",
          "class": "third-party"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "localist.konigle.com",
          "class": "third-party"
        },
        {
          "domain": "designrush.com",
          "class": "directory"
        },
        {
          "domain": "pixelscorp.com",
          "class": "third-party"
        },
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        },
        {
          "domain": "semfirms.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-seo_agency-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A1",
      "prompt": "best SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth SEO Studio",
        "Dilate Digital",
        "Bang Digital",
        "White Chalk Road",
        "Digital Nomads HQ"
      ],
      "brands_recommended": [
        "Perth SEO Studio",
        "Dilate Digital",
        "Bang Digital",
        "White Chalk Road",
        "Digital Nomads HQ"
      ],
      "brand_order": [
        "Perth SEO Studio",
        "Dilate Digital",
        "Bang Digital",
        "White Chalk Road",
        "Digital Nomads HQ"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=The%20ten%20agencies%20below%20stand%20out%20in,innovation%20with%20reliability.%20*%20Digital%20Nomads%20HQ.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Ai%20Generate%20Portrait%20Image%20Spark%20Streamline%20Icon%3A,to%20give%20clients%20clear%20visibility%20into%20campaigns.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Dilate%20Digital%20began%20in%202012%20as%20a,to%20expand%20their%20services%20and%20client%20base.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Data-driven%20marketing.%20Overview.%20Founded%20in%202007%2C%20Bang,multiple%20Google%20Premier%20Partner%20Awards%20for%20excellence.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/"
      ],
      "cited_domains": [
        "digitalnomadshq.com.au"
      ],
      "source_classes": [
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-seo_agency-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A1",
      "prompt": "best SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "PWD Digital Agency",
        "Perth SEO Studio",
        "White Chalk Road",
        "Digital Nomads HQ"
      ],
      "brands_recommended": [
        "PWD Digital Agency",
        "Perth SEO Studio",
        "White Chalk Road",
        "Digital Nomads HQ"
      ],
      "brand_order": [
        "PWD Digital Agency",
        "Perth SEO Studio",
        "White Chalk Road",
        "Digital Nomads HQ"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/",
        "https://pwd.com.au/seo-perth/",
        "https://pwd.com.au/seo-perth/#:~:text=At%20PWD%2C%20our%20in-house%20search%20engine%20optimisation,of%20Google%20%E2%80%93%20and%20keep%20them%20there.",
        "https://pwd.com.au/seo-perth/#:~:text=Generative%20Engine%20Optimisation%20(GEO)%20is%20our%20approach,a%20potential%20customer%2C%20your%20business%20is%20mentioned.",
        "https://perthseostudio.com.au/#:~:text=There's%20nothing%20that%20can%20substitute%20for%20the,It's%20a%20game%20we%20love%20to%20win.",
        "https://perthseostudio.com.au/#:~:text=*%20100%25%20Campaign%20Transparency.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/",
        "https://perthseostudio.com.au/#:~:text=Perth%20SEO%20Studio%20-%20Perth's%20Leading%20SEO,city's%20most%20ambitious%20businesses.%20Book%20A%20Consultation."
      ],
      "cited_domains": [
        "digitalnomadshq.com.au",
        "pwd.com.au",
        "perthseostudio.com.au"
      ],
      "source_classes": [
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-seo_agency-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A1",
      "prompt": "best SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Bang Digital",
        "Dilate Digital",
        "Perth SEO Studio"
      ],
      "brands_recommended": [
        "Bang Digital",
        "Dilate Digital",
        "Perth SEO Studio"
      ],
      "brand_order": [
        "Bang Digital",
        "Dilate Digital",
        "Perth SEO Studio"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.scottshorter.com.au/services/search-engine-optimisation/seo/#:~:text=Advanced%20SEO.%20We%20call%20it%20advanced%20SEO%2C,been%20involved%20with%20SEO%20since%20before%20Google.",
        "https://www.scottshorter.com.au/services/search-engine-optimisation/seo/#:~:text=Advanced%20SEO.%20We%20call%20it%20advanced%20SEO%2C,been%20involved%20with%20SEO%20since%20before%20Google.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Ai%20Generate%20Portrait%20Image%20Spark%20Streamline%20Icon%3A,to%20give%20clients%20clear%20visibility%20into%20campaigns.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Ai%20Generate%20Portrait%20Image%20Spark%20Streamline%20Icon%3A,to%20give%20clients%20clear%20visibility%20into%20campaigns.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Ai%20Generate%20Portrait%20Image%20Spark%20Streamline%20Icon%3A,into%20one%20of%20Perth's%20largest%20SEO%20agencies.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Ai%20Generate%20Portrait%20Image%20Spark%20Streamline%20Icon%3A,into%20one%20of%20Perth's%20largest%20SEO%20agencies.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Digital%20Nomads%20HQ%20Pricing.%20Our%20SEO%20campaigns,services%20available%20to%20businesses%20of%20all%20sizes.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Data-driven%20marketing.%20Overview.%20Founded%20in%202007%2C%20Bang,multiple%20Google%20Premier%20Partner%20Awards%20for%20excellence.",
        "https://www.scottshorter.com.au/services/search-engine-optimisation/seo/#:~:text=SEO%20in%20Perth%20without%20shackles.%20Scott%20Shorter,level%20by%20climbing%20Google's%20mountain%20to%20success."
      ],
      "cited_domains": [
        "scottshorter.com.au",
        "digitalnomadshq.com.au"
      ],
      "source_classes": [
        {
          "domain": "scottshorter.com.au",
          "class": "brand-source"
        },
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-seo_agency-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A2",
      "prompt": "top SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "brands_recommended": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "brand_order": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://pwd.com.au/seo-perth/",
        "https://firewiredigital.com.au/seo-agency/perth/",
        "https://hustlemarketers.com/best-seo-perth/",
        "https://www.ocmsolution.com/seo-perth/",
        "https://agencies.semrush.com/list/seo/perth/",
        "https://www.reddit.com/r/MktgSupermarket/comments/1qoc7o0/looking_for_digital_marketing_agencies_in_perth/",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/",
        "https://www.betteragencies.com.au/seo-agency/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YW1kc2VUbHNibU0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2JIQTBaRFJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo"
      ],
      "cited_domains": [
        "seotakeoff.com",
        "pwd.com.au",
        "firewiredigital.com.au",
        "hustlemarketers.com",
        "ocmsolution.com",
        "agencies.semrush.com",
        "reddit.com",
        "pathfindermarketing.com.au",
        "betteragencies.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "firewiredigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "ocmsolution.com",
          "class": "brand-source"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "betteragencies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-seo_agency-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A2",
      "prompt": "top SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth's #1 SEO Agency | SEO Company | PWD",
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "brands_recommended": [
        "Perth's #1 SEO Agency | SEO Company | PWD",
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "brand_order": [
        "Perth's #1 SEO Agency | SEO Company | PWD",
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://google.com/goto?url=CAESVQHrOzAVQAa3FOCdQvXciOcyXCHhVY6QYU9kl8YSv9EV3ObAXpLGexxzq8sRvFLz1Z5QZ6eHD3RsuIs0WcPgDMGSntgUxRELWXQ8Z70jFaEoXJqkQF8",
        "https://firewiredigital.com.au/seo-agency/perth/",
        "https://hustlemarketers.com/best-seo-perth/",
        "https://www.ocmsolution.com/seo-perth/",
        "https://agencies.semrush.com/list/seo/perth/",
        "https://www.reddit.com/r/MktgSupermarket/comments/1qoc7o0/looking_for_digital_marketing_agencies_in_perth/",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/",
        "https://www.betteragencies.com.au/seo-agency/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YW1kc2VUbHNibU0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2JIQTBaRFJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo"
      ],
      "cited_domains": [
        "seotakeoff.com",
        "google.com",
        "firewiredigital.com.au",
        "hustlemarketers.com",
        "ocmsolution.com",
        "agencies.semrush.com",
        "reddit.com",
        "pathfindermarketing.com.au",
        "betteragencies.com.au"
      ],
      "source_classes": [
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "firewiredigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "ocmsolution.com",
          "class": "brand-source"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "betteragencies.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-seo_agency-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A2",
      "prompt": "top SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "brands_recommended": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "brand_order": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Bloom Digital",
        "PWD Digital Agency",
        "Digital Agency of the Year",
        "Overview of Top-Rated Perth SEO Agencies"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://pwd.com.au/seo-perth/",
        "https://firewiredigital.com.au/seo-agency/perth/",
        "https://hustlemarketers.com/best-seo-perth/",
        "https://www.ocmsolution.com/seo-perth/",
        "https://agencies.semrush.com/list/seo/perth/",
        "https://www.reddit.com/r/MktgSupermarket/comments/1qoc7o0/looking_for_digital_marketing_agencies_in_perth/",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/",
        "https://www.betteragencies.com.au/seo-agency/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YW1kc2VUbHNibU0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2JIQTBaRFJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo"
      ],
      "cited_domains": [
        "seotakeoff.com",
        "pwd.com.au",
        "firewiredigital.com.au",
        "hustlemarketers.com",
        "ocmsolution.com",
        "agencies.semrush.com",
        "reddit.com",
        "pathfindermarketing.com.au",
        "betteragencies.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "seotakeoff.com",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "firewiredigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "ocmsolution.com",
          "class": "brand-source"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "betteragencies.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-seo_agency-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A2",
      "prompt": "top SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "StudioHawk",
        "Perth SEO Studio"
      ],
      "brands_recommended": [
        "StudioHawk",
        "Perth SEO Studio"
      ],
      "brand_order": [
        "StudioHawk",
        "Perth SEO Studio"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/",
        "https://pwd.com.au/seo-perth/",
        "https://www.seoperthexperts.com.au/",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://www.goodfirms.co/seo-agencies/perth",
        "https://studiohawk.com.au/seo-perth/",
        "https://distl.com.au/seo/"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "pwd.com.au",
        "seoperthexperts.com.au",
        "seotakeoff.com",
        "goodfirms.co",
        "studiohawk.com.au",
        "distl.com.au"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seoperthexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "distl.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-seo_agency-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A2",
      "prompt": "top SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/",
        "https://pwd.com.au/seo-perth/",
        "https://perthseostudio.com.au/",
        "https://www.seoperthexperts.com.au/",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://www.goodfirms.co/seo-agencies/perth",
        "https://studiohawk.com.au/seo-perth/",
        "https://distl.com.au/seo/"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "pwd.com.au",
        "perthseostudio.com.au",
        "seoperthexperts.com.au",
        "seotakeoff.com",
        "goodfirms.co",
        "studiohawk.com.au",
        "distl.com.au"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seoperthexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "distl.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-seo_agency-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A2",
      "prompt": "top SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/",
        "https://pwd.com.au/seo-perth/",
        "https://perthseostudio.com.au/",
        "https://www.seoperthexperts.com.au/",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://www.goodfirms.co/seo-agencies/perth",
        "https://studiohawk.com.au/seo-perth/",
        "https://distl.com.au/seo/"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "pwd.com.au",
        "perthseostudio.com.au",
        "seoperthexperts.com.au",
        "seotakeoff.com",
        "goodfirms.co",
        "studiohawk.com.au",
        "distl.com.au"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seoperthexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seotakeoff.com",
          "class": "brand-source"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "distl.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-seo_agency-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A2",
      "prompt": "top SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Digital Hitmen",
        "Bonfire",
        "Perth Digital Edge",
        "Perth SEO Studio"
      ],
      "brands_recommended": [
        "Digital Hitmen",
        "Bonfire",
        "Perth Digital Edge",
        "Perth SEO Studio"
      ],
      "brand_order": [
        "Digital Hitmen",
        "Bonfire",
        "Perth Digital Edge",
        "Perth SEO Studio"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com",
        "https://localist.konigle.com/au/perth/seo/?utm_source=chatgpt.com",
        "https://clutch.co/au/seo-firms/business-services-industry?page=2&utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "localist.konigle.com",
        "clutch.co"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "localist.konigle.com",
          "class": "third-party"
        },
        {
          "domain": "clutch.co",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-seo_agency-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A2",
      "prompt": "top SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth SEO Studio",
        "Bang Digital",
        "Business Warriors",
        "Semrush Perth Agency Partners",
        "Fisher Digital",
        "SEO Perth Expert",
        "Apex Digital Agency",
        "Concise Digital Pty Ltd",
        "Digital Hitmen"
      ],
      "brands_recommended": [
        "Perth SEO Studio",
        "Bang Digital",
        "Business Warriors",
        "Semrush Perth Agency Partners",
        "Fisher Digital",
        "SEO Perth Expert",
        "Apex Digital Agency",
        "Concise Digital Pty Ltd",
        "Digital Hitmen"
      ],
      "brand_order": [
        "Perth SEO Studio",
        "Bang Digital",
        "Business Warriors",
        "Semrush Perth Agency Partners",
        "Fisher Digital",
        "SEO Perth Expert",
        "Apex Digital Agency",
        "Concise Digital Pty Ltd",
        "Digital Hitmen"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://sellseo.ai/agencies/au/perth?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo-consulting/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "sellseo.ai",
        "agencies.semrush.com"
      ],
      "source_classes": [
        {
          "domain": "sellseo.ai",
          "class": "third-party"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-seo_agency-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A2",
      "prompt": "top SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth Digital Edge",
        "Perth SEO Studio",
        "Daisy Digital",
        "The SEO Room",
        "Discerning Digital",
        "24 Perth SEO agencies",
        "3 agencies to request proposals from"
      ],
      "brands_recommended": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth Digital Edge",
        "Perth SEO Studio",
        "Daisy Digital",
        "The SEO Room",
        "Discerning Digital",
        "24 Perth SEO agencies",
        "3 agencies to request proposals from"
      ],
      "brand_order": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth Digital Edge",
        "Perth SEO Studio",
        "Daisy Digital",
        "The SEO Room",
        "Discerning Digital",
        "24 Perth SEO agencies",
        "3 agencies to request proposals from"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com",
        "https://clutch.co/au/seo-firms?utm_source=chatgpt.com",
        "https://clutch.co/au/agencies/sem?utm_source=chatgpt.com",
        "https://clutch.co/au/seo-firms/business-services-industry?page=2&utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/seo-and-sem?utm_source=chatgpt.com",
        "https://www.webtonic.io/blog/best-seo-agencies-perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/professionals/perth?utm_source=chatgpt.com",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/?utm_source=chatgpt.com",
        "https://vocal.media/journal/top-10-seo-companies-in-perth?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-seo-agency-165208049772599?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-seo-studio-170933612787340?utm_source=chatgpt.com",
        "https://au.trustpilot.com/review/theseoclutch.com?utm_source=chatgpt.com",
        "https://www.trustpilot.com/review/theseoclutch.com?utm_source=chatgpt.com",
        "https://www.designrush.com/agency/search-engine-optimization/au/perth?utm_source=chatgpt.com",
        "https://www.goodfirms.co/seo-agencies/perth?utm_source=chatgpt.com",
        "https://www.semfirms.com/au/perth/seo-firms?utm_source=chatgpt.com",
        "https://thriveagency.com/perth-uk-seo-company/?utm_source=chatgpt.com",
        "https://sellseo.ai/agencies/au/perth?utm_source=chatgpt.com",
        "https://localist.konigle.com/au/perth/seo/?utm_source=chatgpt.com",
        "https://www.sortlist.com/seo/perth-au?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "clutch.co",
        "wordofmouth.com.au",
        "webtonic.io",
        "starworks.com.au",
        "pathfindermarketing.com.au",
        "vocal.media",
        "reviews.birdeye.com",
        "au.trustpilot.com",
        "trustpilot.com",
        "designrush.com",
        "goodfirms.co",
        "semfirms.com",
        "thriveagency.com",
        "sellseo.ai",
        "localist.konigle.com",
        "sortlist.com"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "clutch.co",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "webtonic.io",
          "class": "third-party"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vocal.media",
          "class": "third-party"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "au.trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "designrush.com",
          "class": "directory"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "semfirms.com",
          "class": "third-party"
        },
        {
          "domain": "thriveagency.com",
          "class": "brand-source"
        },
        {
          "domain": "sellseo.ai",
          "class": "third-party"
        },
        {
          "domain": "localist.konigle.com",
          "class": "third-party"
        },
        {
          "domain": "sortlist.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-seo_agency-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A2",
      "prompt": "top SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.designrush.com/agency/search-engine-optimization/au/perth#:~:text=Happy%20to%20recommend%20your%20company%20to%20any,been%20great%20to%20deal%20with.%20Highly%20recommended!",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/",
        "https://www.goodfirms.co/seo-agencies/perth#:~:text=SEO%20Perth%20Experts%3A%20Driving%20Perth%20Businesses%20to,Perth's%20small%20and%20medium-sized%20enterprises%20into%20online",
        "https://pwd.com.au/seo-perth/"
      ],
      "cited_domains": [
        "designrush.com",
        "digitalnomadshq.com.au",
        "goodfirms.co",
        "pwd.com.au"
      ],
      "source_classes": [
        {
          "domain": "designrush.com",
          "class": "directory"
        },
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-seo_agency-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A2",
      "prompt": "top SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth SEO Studio",
        "PWD Digital Agency",
        "Dilate Digital",
        "White Chalk Road",
        "Choosing the Right Agency"
      ],
      "brands_recommended": [
        "Perth SEO Studio",
        "PWD Digital Agency",
        "Dilate Digital",
        "White Chalk Road",
        "Choosing the Right Agency"
      ],
      "brand_order": [
        "Perth SEO Studio",
        "PWD Digital Agency",
        "Dilate Digital",
        "White Chalk Road",
        "Choosing the Right Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthseostudio.com.au/#:~:text=Perth%20SEO%20Studio%20-%20Perth's%20Leading%20SEO,*%204.9.%20Google%20Rating.%20SEO%20Agency%20Perth.",
        "https://perthseostudio.com.au/#:~:text=There's%20nothing%20that%20can%20substitute%20for%20the,It's%20a%20game%20we%20love%20to%20win.",
        "https://pwd.com.au/seo-perth/",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/",
        "https://perthseostudio.com.au/#:~:text=*%20100%25%20Campaign%20Transparency."
      ],
      "cited_domains": [
        "perthseostudio.com.au",
        "pwd.com.au",
        "digitalnomadshq.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-seo_agency-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A2",
      "prompt": "top SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "PWD Digital Agency",
        "White Chalk Road",
        "Dilate Digital"
      ],
      "brands_recommended": [
        "PWD Digital Agency",
        "White Chalk Road",
        "Dilate Digital"
      ],
      "brand_order": [
        "PWD Digital Agency",
        "White Chalk Road",
        "Dilate Digital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://pwd.com.au/seo-perth/#:~:text=Perth's%20%231%20SEO%20agency%2C%20more%20leads%2C%20more,*%2035%2B%20years%20of%20combined%20SEO%20experience.",
        "https://pwd.com.au/seo-perth/#:~:text=At%20PWD%2C%20our%20in-house%20search%20engine%20optimisation,of%20Google%20%E2%80%93%20and%20keep%20them%20there.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/",
        "https://pwd.com.au/seo-perth/#:~:text=When%20choosing%20the%20right%20SEO%20company%20for,focus%20on%20both%20technical%20and%20off-page%20SEO."
      ],
      "cited_domains": [
        "pwd.com.au",
        "digitalnomadshq.com.au"
      ],
      "source_classes": [
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-seo_agency-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A3",
      "prompt": "recommended SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Local SEO Company",
        "Concise Digital Pty Ltd",
        "Discerning Digital",
        "Bang Digital",
        "Bloom Digital",
        "The Start",
        "Digital Hitmen",
        "White Chalk Road",
        "Perth SEO Studio",
        "Daisy Digital",
        "Perth Digital Agency",
        "Apex Digital Agency",
        "Bonfire",
        "World Global Solutions",
        "PS Digital",
        "Social Force™",
        "Social Meteor",
        "Zeta SEO",
        "Lethal Digital",
        "Best SEO Company Perth",
        "Business Warriors",
        "PWD Digital Agency"
      ],
      "brands_recommended": [
        "Perth Local SEO Company",
        "Concise Digital Pty Ltd",
        "Discerning Digital",
        "Bang Digital",
        "Bloom Digital",
        "The Start",
        "Digital Hitmen",
        "White Chalk Road",
        "Perth SEO Studio",
        "Daisy Digital",
        "Perth Digital Agency",
        "Apex Digital Agency",
        "Bonfire",
        "World Global Solutions",
        "PS Digital",
        "Social Force™",
        "Social Meteor",
        "Zeta SEO",
        "Lethal Digital",
        "Best SEO Company Perth",
        "Business Warriors",
        "PWD Digital Agency"
      ],
      "brand_order": [
        "Perth Local SEO Company",
        "Concise Digital Pty Ltd",
        "Discerning Digital",
        "Bang Digital",
        "Bloom Digital",
        "The Start",
        "Digital Hitmen",
        "White Chalk Road",
        "Perth SEO Studio",
        "Daisy Digital",
        "Perth Digital Agency",
        "Apex Digital Agency",
        "Bonfire",
        "World Global Solutions",
        "PS Digital",
        "Social Force™",
        "Social Meteor",
        "Zeta SEO",
        "Lethal Digital",
        "Best SEO Company Perth",
        "Business Warriors",
        "PWD Digital Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcWVuRXdPVzF6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpISjNjVEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWEycHdkbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HZHROakJzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1aZk1sOXVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2EzcGpiREV3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2JIQTBaRFJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4Nk9ISnJiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd00zbDRNemxpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad2JEbHVkemgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOemNXSjRablp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwa09YTm9OM2xtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2EzZzRiVEF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdGVqaHhlSEo0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhObmJYZDRiVGxmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeU9XcHhaSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhseWNXSjRZak56GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZNFpqbG5kalZ3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hseGF6TXhjblEYCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-seo_agency-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A3",
      "prompt": "recommended SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Local SEO Company",
        "Best SEO Company Perth",
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Perth SEO Studio",
        "Discerning Digital",
        "The Start",
        "Bang Digital",
        "Bonfire",
        "Digital Hitmen",
        "Perth Digital Agency",
        "Apex Digital Agency",
        "White Chalk Road",
        "World Global Solutions",
        "Daisy Digital",
        "Business Warriors",
        "PWD Digital Agency",
        "PS Digital",
        "Social Force™",
        "Social Meteor",
        "Two Moons Consulting",
        "SEO agency in Perth"
      ],
      "brands_recommended": [
        "Perth Local SEO Company",
        "Best SEO Company Perth",
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Perth SEO Studio",
        "Discerning Digital",
        "The Start",
        "Bang Digital",
        "Bonfire",
        "Digital Hitmen",
        "Perth Digital Agency",
        "Apex Digital Agency",
        "White Chalk Road",
        "World Global Solutions",
        "Daisy Digital",
        "Business Warriors",
        "PWD Digital Agency",
        "PS Digital",
        "Social Force™",
        "Social Meteor",
        "Two Moons Consulting",
        "SEO agency in Perth"
      ],
      "brand_order": [
        "Perth Local SEO Company",
        "Best SEO Company Perth",
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Perth SEO Studio",
        "Discerning Digital",
        "The Start",
        "Bang Digital",
        "Bonfire",
        "Digital Hitmen",
        "Perth Digital Agency",
        "Apex Digital Agency",
        "White Chalk Road",
        "World Global Solutions",
        "Daisy Digital",
        "Business Warriors",
        "PWD Digital Agency",
        "PS Digital",
        "Social Force™",
        "Social Meteor",
        "Two Moons Consulting",
        "SEO agency in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcWVuRXdPVzF6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhseWNXSjRZak56GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpISjNjVEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2EzcGpiREV3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWEycHdkbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HZHROakJzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd00zbDRNemxpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad2JEbHVkemgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1aZk1sOXVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOemNXSjRablp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4Nk9ISnJiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZNFpqbG5kalZ3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hseGF6TXhjblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwa09YTm9OM2xtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2EzZzRiVEF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdGVqaHhlSEo0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2JIQTBaRFJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM04yUm9NR1IzGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-seo_agency-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A3",
      "prompt": "recommended SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Best SEO Company Perth",
        "Perth Local SEO Company",
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Perth SEO Studio",
        "Discerning Digital",
        "The Start",
        "Digital Hitmen",
        "Bang Digital",
        "Bonfire",
        "Perth Digital Agency",
        "White Chalk Road",
        "Apex Digital Agency",
        "Daisy Digital",
        "World Global Solutions",
        "Business Warriors",
        "PWD Digital Agency",
        "Social Force™",
        "PS Digital",
        "Local SEO Perth Agency",
        "Lethal Digital",
        "Loaded Communications"
      ],
      "brands_recommended": [
        "Best SEO Company Perth",
        "Perth Local SEO Company",
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Perth SEO Studio",
        "Discerning Digital",
        "The Start",
        "Digital Hitmen",
        "Bang Digital",
        "Bonfire",
        "Perth Digital Agency",
        "White Chalk Road",
        "Apex Digital Agency",
        "Daisy Digital",
        "World Global Solutions",
        "Business Warriors",
        "PWD Digital Agency",
        "Social Force™",
        "PS Digital",
        "Local SEO Perth Agency",
        "Lethal Digital",
        "Loaded Communications"
      ],
      "brand_order": [
        "Best SEO Company Perth",
        "Perth Local SEO Company",
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Perth SEO Studio",
        "Discerning Digital",
        "The Start",
        "Digital Hitmen",
        "Bang Digital",
        "Bonfire",
        "Perth Digital Agency",
        "White Chalk Road",
        "Apex Digital Agency",
        "Daisy Digital",
        "World Global Solutions",
        "Business Warriors",
        "PWD Digital Agency",
        "Social Force™",
        "PS Digital",
        "Local SEO Perth Agency",
        "Lethal Digital",
        "Loaded Communications"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhseWNXSjRZak56GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcWVuRXdPVzF6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpISjNjVEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2EzcGpiREV3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWEycHdkbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HZHROakJzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd00zbDRNemxpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1aZk1sOXVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad2JEbHVkemgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4Nk9ISnJiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOemNXSjRablp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZNFpqbG5kalZ3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hseGF6TXhjblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2EzZzRiVEF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwa09YTm9OM2xtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjNU1EYzBiVGh4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2JIQTBaRFJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeU9XcHhaSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZMFh6Vm5NQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-seo_agency-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A3",
      "prompt": "recommended SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth SEO Studio"
      ],
      "brands_recommended": [
        "Perth SEO Studio"
      ],
      "brand_order": [
        "Perth SEO Studio"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.scottshorter.com.au/services/search-engine-optimisation/seo/",
        "https://pwd.com.au/seo-perth/",
        "https://perthseostudio.com.au/",
        "https://www.goodfirms.co/seo-agencies/perth",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://studiohawk.com.au/seo-perth/",
        "https://perthdigitaledge.com.au/blog/seo-pricing/"
      ],
      "cited_domains": [
        "scottshorter.com.au",
        "pwd.com.au",
        "perthseostudio.com.au",
        "goodfirms.co",
        "seotakeoff.com",
        "studiohawk.com.au",
        "perthdigitaledge.com.au"
      ],
      "source_classes": [
        {
          "domain": "scottshorter.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-seo_agency-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A3",
      "prompt": "recommended SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Loaded",
        "SEOTakeoff Blog"
      ],
      "brands_recommended": [
        "Loaded",
        "SEOTakeoff Blog"
      ],
      "brand_order": [
        "Loaded",
        "SEOTakeoff Blog"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://loadedcommunications.com.au/expertise/seo/",
        "https://www.seoperthexperts.com.au/",
        "https://www.dilate.com.au/seo-services/",
        "https://pwd.com.au/seo-perth/",
        "https://firewiredigital.com.au/seo-agency/perth/",
        "https://www.bonfire.com.au/services/seo/",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://studiohawk.com.au/seo-perth/"
      ],
      "cited_domains": [
        "loadedcommunications.com.au",
        "seoperthexperts.com.au",
        "dilate.com.au",
        "pwd.com.au",
        "firewiredigital.com.au",
        "bonfire.com.au",
        "seotakeoff.com",
        "studiohawk.com.au"
      ],
      "source_classes": [
        {
          "domain": "loadedcommunications.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seoperthexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dilate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "firewiredigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bonfire.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-seo_agency-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A3",
      "prompt": "recommended SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-seo_agency-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A3",
      "prompt": "recommended SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth SEO Studio",
        "Dilate Digital"
      ],
      "brands_recommended": [
        "Perth SEO Studio",
        "Dilate Digital"
      ],
      "brand_order": [
        "Perth SEO Studio",
        "Dilate Digital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthseostudio.com.au/?utm_source=chatgpt.com",
        "https://distl.com.au/seo/?utm_source=chatgpt.com",
        "https://pwd.com.au/seo-perth/?utm_source=chatgpt.com",
        "https://www.dilate.com.au/seo-services/?utm_source=chatgpt.com",
        "https://seoroom.com.au/seo-agency-perth?utm_source=chatgpt.com",
        "https://www.scottshorter.com.au/services/search-engine-optimisation/seo/?utm_source=chatgpt.com",
        "https://www.goodfirms.co/seo-agencies/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/seo-and-sem?utm_source=chatgpt.com",
        "https://somsweb.com.au/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/professionals/perth?utm_source=chatgpt.com",
        "https://hustlemarketers.com/best-seo-perth/?utm_source=chatgpt.com",
        "https://www.designrush.com/agency/search-engine-optimization/au/perth?utm_source=chatgpt.com",
        "https://www.sortlist.com/seo/perth-wa-au?utm_source=chatgpt.com",
        "https://www.sortlist.com/seo/perth-au?utm_source=chatgpt.com",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/?utm_source=chatgpt.com",
        "https://seoroom.com.au/?utm_source=chatgpt.com",
        "https://webologyworld.com.au/?utm_source=chatgpt.com",
        "https://museproject.com.au/?utm_source=chatgpt.com",
        "https://www.webtonic.io/blog/best-seo-agencies-perth?utm_source=chatgpt.com",
        "https://slinky.au/case-studies/?utm_source=chatgpt.com",
        "https://localist.konigle.com/au/perth/seo/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com",
        "https://theseocompany.com.au/services-perth?utm_source=chatgpt.com",
        "https://www.semfirms.com/au/perth/seo-firms?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthseostudio.com.au",
        "distl.com.au",
        "pwd.com.au",
        "dilate.com.au",
        "seoroom.com.au",
        "scottshorter.com.au",
        "goodfirms.co",
        "wordofmouth.com.au",
        "somsweb.com.au",
        "starworks.com.au",
        "hustlemarketers.com",
        "designrush.com",
        "sortlist.com",
        "pathfindermarketing.com.au",
        "webologyworld.com.au",
        "museproject.com.au",
        "webtonic.io",
        "slinky.au",
        "localist.konigle.com",
        "agencies.semrush.com",
        "theseocompany.com.au",
        "semfirms.com"
      ],
      "source_classes": [
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "distl.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dilate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seoroom.com.au",
          "class": "brand-source"
        },
        {
          "domain": "scottshorter.com.au",
          "class": "brand-source"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "somsweb.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "designrush.com",
          "class": "directory"
        },
        {
          "domain": "sortlist.com",
          "class": "directory"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "webologyworld.com.au",
          "class": "brand-source"
        },
        {
          "domain": "museproject.com.au",
          "class": "brand-source"
        },
        {
          "domain": "webtonic.io",
          "class": "third-party"
        },
        {
          "domain": "slinky.au",
          "class": "brand-source"
        },
        {
          "domain": "localist.konigle.com",
          "class": "third-party"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "theseocompany.com.au",
          "class": "brand-source"
        },
        {
          "domain": "semfirms.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-seo_agency-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A3",
      "prompt": "recommended SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Scott Shorter",
        "Perth SEO Studio",
        "The Search Republic",
        "Digital Hitmen",
        "PWD Digital Agency"
      ],
      "brands_recommended": [
        "Scott Shorter",
        "Perth SEO Studio",
        "The Search Republic",
        "Digital Hitmen",
        "PWD Digital Agency"
      ],
      "brand_order": [
        "Scott Shorter",
        "Perth SEO Studio",
        "The Search Republic",
        "Digital Hitmen",
        "PWD Digital Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com",
        "https://www.goodfirms.co/seo-agencies/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/seo-and-sem?utm_source=chatgpt.com",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/?utm_source=chatgpt.com",
        "https://www.designrush.com/agency/search-engine-optimization/au/perth?utm_source=chatgpt.com",
        "https://pixelscorp.com/blog/top-10-seo-agencies-in-perth-australia/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/perth-seo-agency-165208049772599?utm_source=chatgpt.com",
        "https://www.webtonic.io/blog/best-seo-agencies-perth?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo-consulting/perth/?utm_source=chatgpt.com",
        "https://www.sortlist.com/seo/perth-au?utm_source=chatgpt.com",
        "https://localist.konigle.com/au/perth/seo/?utm_source=chatgpt.com",
        "https://www.semfirms.com/au/perth/seo-firms?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "goodfirms.co",
        "wordofmouth.com.au",
        "pathfindermarketing.com.au",
        "designrush.com",
        "pixelscorp.com",
        "reviews.birdeye.com",
        "webtonic.io",
        "sortlist.com",
        "localist.konigle.com",
        "semfirms.com"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "designrush.com",
          "class": "directory"
        },
        {
          "domain": "pixelscorp.com",
          "class": "third-party"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "webtonic.io",
          "class": "third-party"
        },
        {
          "domain": "sortlist.com",
          "class": "directory"
        },
        {
          "domain": "localist.konigle.com",
          "class": "third-party"
        },
        {
          "domain": "semfirms.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-seo_agency-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A3",
      "prompt": "recommended SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Bonfire",
        "White Chalk Road",
        "Perth SEO Studio",
        "Optimise Online",
        "Semrush Perth Agency Partners",
        "Bang Digital",
        "Caffeinate Digital",
        "Good established Perth specialist."
      ],
      "brands_recommended": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Bonfire",
        "White Chalk Road",
        "Perth SEO Studio",
        "Optimise Online",
        "Semrush Perth Agency Partners",
        "Bang Digital",
        "Caffeinate Digital",
        "Good established Perth specialist."
      ],
      "brand_order": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Bonfire",
        "White Chalk Road",
        "Perth SEO Studio",
        "Optimise Online",
        "Semrush Perth Agency Partners",
        "Bang Digital",
        "Caffeinate Digital",
        "Good established Perth specialist."
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/search-engine-marketing/perth/?utm_source=chatgpt.com",
        "https://hustlemarketers.com/best-seo-perth/?utm_source=chatgpt.com",
        "https://localist.konigle.com/au/perth/seo/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/seo-and-sem?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "hustlemarketers.com",
        "localist.konigle.com",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "localist.konigle.com",
          "class": "third-party"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-seo_agency-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A3",
      "prompt": "recommended SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Prominent SEO Agencies in Perth",
        "Tips for Choosing the Right Agency"
      ],
      "brands_recommended": [
        "Prominent SEO Agencies in Perth",
        "Tips for Choosing the Right Agency"
      ],
      "brand_order": [
        "Prominent SEO Agencies in Perth",
        "Tips for Choosing the Right Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Ai%20Generate%20Portrait%20Image%20Spark%20Streamline%20Icon%3A,to%20give%20clients%20clear%20visibility%20into%20campaigns.",
        "https://perthseostudio.com.au/#:~:text=Global%20Awards%20*%20NYX%20Awards%202025.%20winner,Business.%20APAC%20Awards.%20APAC%20Search%20Awards%202023.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Industry%20Experience.%20With%20over%20a%20decade%20in,consulting%2C%20SEO%2C%20and%20large-scale%20campaign%20management.%203.",
        "https://pwd.com.au/seo-perth/",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Data-driven%20marketing.%20Overview.%20Founded%20in%202007%2C%20Bang,multiple%20Google%20Premier%20Partner%20Awards%20for%20excellence."
      ],
      "cited_domains": [
        "digitalnomadshq.com.au",
        "perthseostudio.com.au",
        "pwd.com.au"
      ],
      "source_classes": [
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        },
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-seo_agency-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A3",
      "prompt": "recommended SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "SEO agency in Perth",
        "Prosperity Media"
      ],
      "brands_recommended": [
        "SEO agency in Perth",
        "Prosperity Media"
      ],
      "brand_order": [
        "SEO agency in Perth",
        "Prosperity Media"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthseostudio.com.au/#:~:text=Perth%20SEO%20Studio%20-%20Perth's%20Leading%20SEO,Powerful%20That%20It%20Will%20Almost%20Scare%20You.",
        "https://perthseostudio.com.au/#:~:text=Perth%20SEO%20Studio%20-%20Perth's%20Leading%20SEO,Powerful%20That%20It%20Will%20Almost%20Scare%20You.",
        "https://pwd.com.au/seo-perth/#:~:text=Our%20team%20of%20SEO%20specialists%20can%20improve,local%20rankings%20and%20attract%20more%20qualified%20leads.",
        "https://pwd.com.au/seo-perth/#:~:text=Nothing%20is%20outsourced%20offshore%2C%20which%20means%20faster,on%20the%20other%20side%20of%20the%20world.",
        "https://pwd.com.au/seo-perth/#:~:text=Local%20SEO%20(Google%20Maps)%20We're%20a%20local,up%20first%20in%20your%20target%20audience's%20location.",
        "https://prosperitymedia.com.au/perth-seo/#:~:text=Leveraging%20our%20extensive%20experience%20as%20one%20of,ethical%20link-building%20techniques.%20Continuous%20Management%20of%20Backlinks.",
        "https://prosperitymedia.com.au/perth-seo/#:~:text=Leveraging%20our%20extensive%20experience%20as%20one%20of,ethical%20link-building%20techniques.%20Continuous%20Management%20of%20Backlinks."
      ],
      "cited_domains": [
        "perthseostudio.com.au",
        "pwd.com.au",
        "prosperitymedia.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "prosperitymedia.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-seo_agency-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A3",
      "prompt": "recommended SEO agency Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "SEO agency in Perth",
        "Perth SEO Studio",
        "White Chalk Road"
      ],
      "brands_recommended": [
        "SEO agency in Perth",
        "Perth SEO Studio",
        "White Chalk Road"
      ],
      "brand_order": [
        "SEO agency in Perth",
        "Perth SEO Studio",
        "White Chalk Road"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthseostudio.com.au/#:~:text=Perth%20SEO%20Studio%20-%20Perth's%20Leading%20SEO,city's%20most%20ambitious%20businesses.%20Book%20A%20Consultation.",
        "https://www.tycoonstory.com/7-best-digital-marketing-agencies-in-perth-2026/#:~:text=1.%20Clue%20%E2%80%93%20Best%20For%20Full-Service%20Digital,and%20more%20through%20how%20its%20disciplines%20connect.",
        "https://www.tycoonstory.com/7-best-digital-marketing-agencies-in-perth-2026/#:~:text=Ignite%20Search%20is%20a%20specialist%20agency%20for,with%20a%20strong%20emphasis%20on%20measurable%20outcomes.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/"
      ],
      "cited_domains": [
        "perthseostudio.com.au",
        "tycoonstory.com",
        "digitalnomadshq.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tycoonstory.com",
          "class": "third-party"
        },
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-seo_agency-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A4",
      "prompt": "who is the best SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Perth SEO Studio",
        "Perth Local SEO Company",
        "Discerning Digital",
        "The Start",
        "Bang Digital",
        "Best SEO Company Perth",
        "Digital Hitmen",
        "Bonfire",
        "Perth Digital Agency",
        "World Global Solutions",
        "Apex Digital Agency",
        "White Chalk Road",
        "Social Force™",
        "Daisy Digital",
        "Business Warriors",
        "PWD Digital Agency",
        "Social Meteor",
        "PS Digital"
      ],
      "brands_recommended": [
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Perth SEO Studio",
        "Perth Local SEO Company",
        "Discerning Digital",
        "The Start",
        "Bang Digital",
        "Best SEO Company Perth",
        "Digital Hitmen",
        "Bonfire",
        "Perth Digital Agency",
        "World Global Solutions",
        "Apex Digital Agency",
        "White Chalk Road",
        "Social Force™",
        "Daisy Digital",
        "Business Warriors",
        "PWD Digital Agency",
        "Social Meteor",
        "PS Digital"
      ],
      "brand_order": [
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Perth SEO Studio",
        "Perth Local SEO Company",
        "Discerning Digital",
        "The Start",
        "Bang Digital",
        "Best SEO Company Perth",
        "Digital Hitmen",
        "Bonfire",
        "Perth Digital Agency",
        "World Global Solutions",
        "Apex Digital Agency",
        "White Chalk Road",
        "Social Force™",
        "Daisy Digital",
        "Business Warriors",
        "PWD Digital Agency",
        "Social Meteor",
        "PS Digital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.digitalhitmen.com.au/contact/",
        "https://agencies.semrush.com/list/seo/perth/",
        "https://hustlemarketers.com/best-seo-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpISjNjVEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2EzcGpiREV3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcWVuRXdPVzF6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWEycHdkbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HZHROakJzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhseWNXSjRZak56GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd00zbDRNemxpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOemNXSjRablp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad2JEbHVkemgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1aZk1sOXVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2EzZzRiVEF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4Nk9ISnJiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZNFpqbG5kalZ3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hseGF6TXhjblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdGVqaHhlSEo0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwa09YTm9OM2xtGAo"
      ],
      "cited_domains": [
        "digitalhitmen.com.au",
        "agencies.semrush.com",
        "hustlemarketers.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "digitalhitmen.com.au",
          "class": "brand-source"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-seo_agency-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A4",
      "prompt": "who is the best SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Dilate"
      ],
      "brands_recommended": [
        "Dilate"
      ],
      "brand_order": [
        "Dilate"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.dilate.com.au/seo-services/",
        "https://www.seoperthexperts.com.au/",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa"
      ],
      "cited_domains": [
        "dilate.com.au",
        "seoperthexperts.com.au",
        "seotakeoff.com"
      ],
      "source_classes": [
        {
          "domain": "dilate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seoperthexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-seo_agency-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A4",
      "prompt": "who is the best SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Local SEO Company",
        "The Start",
        "Bloom Digital",
        "Perth SEO Studio",
        "Concise Digital Pty Ltd",
        "White Chalk Road",
        "Bang Digital",
        "Daisy Digital",
        "Digital Hitmen",
        "Best SEO Company Perth",
        "Bonfire",
        "Social Force™",
        "World Global Solutions",
        "Apex Digital Agency",
        "PS Digital",
        "Lethal Digital",
        "Perth Digital Agency",
        "PWD Digital Agency",
        "Business Warriors"
      ],
      "brands_recommended": [
        "Perth Local SEO Company",
        "The Start",
        "Bloom Digital",
        "Perth SEO Studio",
        "Concise Digital Pty Ltd",
        "White Chalk Road",
        "Bang Digital",
        "Daisy Digital",
        "Digital Hitmen",
        "Best SEO Company Perth",
        "Bonfire",
        "Social Force™",
        "World Global Solutions",
        "Apex Digital Agency",
        "PS Digital",
        "Lethal Digital",
        "Perth Digital Agency",
        "PWD Digital Agency",
        "Business Warriors"
      ],
      "brand_order": [
        "Perth Local SEO Company",
        "The Start",
        "Bloom Digital",
        "Perth SEO Studio",
        "Concise Digital Pty Ltd",
        "White Chalk Road",
        "Bang Digital",
        "Daisy Digital",
        "Digital Hitmen",
        "Best SEO Company Perth",
        "Bonfire",
        "Social Force™",
        "World Global Solutions",
        "Apex Digital Agency",
        "PS Digital",
        "Lethal Digital",
        "Perth Digital Agency",
        "PWD Digital Agency",
        "Business Warriors"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/",
        "https://hustlemarketers.com/best-seo-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcWVuRXdPVzF6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HZHROakJzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2EzcGpiREV3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpISjNjVEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1aZk1sOXVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4Nk9ISnJiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhseWNXSjRZak56GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2EzZzRiVEF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOemNXSjRablp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad2JEbHVkemgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwa09YTm9OM2xtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeU9XcHhaSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd00zbDRNemxpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hseGF6TXhjblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZNFpqbG5kalZ3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2JIQTBaRFJvGAo"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "hustlemarketers.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-seo_agency-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A4",
      "prompt": "who is the best SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.dilate.com.au/seo-services/",
        "https://pwd.com.au/seo-perth/",
        "https://agencies.semrush.com/list/seo/perth/",
        "https://perthseostudio.com.au/",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://www.goodfirms.co/seo-agencies/perth",
        "https://www.bonfire.com.au/services/seo/",
        "https://studiohawk.com.au/seo-perth/",
        "https://perthdigitaledge.com.au/blog/seo-pricing/"
      ],
      "cited_domains": [
        "dilate.com.au",
        "pwd.com.au",
        "agencies.semrush.com",
        "perthseostudio.com.au",
        "seotakeoff.com",
        "goodfirms.co",
        "bonfire.com.au",
        "studiohawk.com.au",
        "perthdigitaledge.com.au"
      ],
      "source_classes": [
        {
          "domain": "dilate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "bonfire.com.au",
          "class": "brand-source"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-seo_agency-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A4",
      "prompt": "who is the best SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "StudioHawk"
      ],
      "brands_recommended": [
        "StudioHawk"
      ],
      "brand_order": [
        "StudioHawk"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.dilate.com.au/seo-services/",
        "https://pwd.com.au/seo-perth/",
        "https://agencies.semrush.com/list/seo/perth/",
        "https://perthseostudio.com.au/",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://www.bonfire.com.au/services/seo/",
        "https://studiohawk.com.au/seo-perth/",
        "https://perthdigitaledge.com.au/blog/seo-pricing/"
      ],
      "cited_domains": [
        "dilate.com.au",
        "pwd.com.au",
        "agencies.semrush.com",
        "perthseostudio.com.au",
        "seotakeoff.com",
        "bonfire.com.au",
        "studiohawk.com.au",
        "perthdigitaledge.com.au"
      ],
      "source_classes": [
        {
          "domain": "dilate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seotakeoff.com",
          "class": "brand-source"
        },
        {
          "domain": "bonfire.com.au",
          "class": "brand-source"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-seo_agency-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A4",
      "prompt": "who is the best SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth SEO Studio",
        "StudioHawk"
      ],
      "brands_recommended": [
        "Perth SEO Studio",
        "StudioHawk"
      ],
      "brand_order": [
        "Perth SEO Studio",
        "StudioHawk"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://loadedcommunications.com.au/expertise/seo/",
        "https://www.dilate.com.au/seo-services/",
        "https://pwd.com.au/seo-perth/",
        "https://agencies.semrush.com/list/seo/perth/",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://studiohawk.com.au/seo-perth/",
        "https://firewiredigital.com.au/seo-agency/perth/",
        "https://distl.com.au/seo/"
      ],
      "cited_domains": [
        "loadedcommunications.com.au",
        "dilate.com.au",
        "pwd.com.au",
        "agencies.semrush.com",
        "seotakeoff.com",
        "studiohawk.com.au",
        "firewiredigital.com.au",
        "distl.com.au"
      ],
      "source_classes": [
        {
          "domain": "loadedcommunications.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dilate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "seotakeoff.com",
          "class": "brand-source"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "firewiredigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "distl.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-seo_agency-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A4",
      "prompt": "who is the best SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Digital Hitmen",
        "Perth SEO Studio",
        "White Chalk Road",
        "Bang Digital",
        "5.0 agency score and 104",
        "Other Perth agencies I'd shortlist"
      ],
      "brands_recommended": [
        "Digital Hitmen",
        "Perth SEO Studio",
        "White Chalk Road",
        "Bang Digital",
        "5.0 agency score and 104",
        "Other Perth agencies I'd shortlist"
      ],
      "brand_order": [
        "Digital Hitmen",
        "Perth SEO Studio",
        "White Chalk Road",
        "Bang Digital",
        "5.0 agency score and 104",
        "Other Perth agencies I'd shortlist"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com",
        "https://www.digitalhitmen.com.au/seo-perth/?utm_source=chatgpt.com",
        "https://www.digitalhitmen.com.au/?utm_source=chatgpt.com",
        "https://perthseostudio.com.au/?utm_source=chatgpt.com",
        "https://clutch.co/profile/seo-perth-experts?utm_source=chatgpt.com",
        "https://clutch.co/profile/perth-seo-studio?utm_source=chatgpt.com",
        "https://clutch.co/profile/local-seo-perth-agency?utm_source=chatgpt.com",
        "https://clutch.co/profile/affordable-seo-perth?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/search-engine-marketing/perth/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/perth/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo-consulting/perth/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/local-seo/perth/?utm_source=chatgpt.com",
        "https://hustlemarketers.com/best-seo-perth/?utm_source=chatgpt.com",
        "https://www.webtonic.io/blog/best-seo-agencies-perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/seo-and-sem?utm_source=chatgpt.com",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/?utm_source=chatgpt.com",
        "https://cloutmarketing.com.au/seo/?utm_source=chatgpt.com",
        "https://futuretechperth.com.au/?utm_source=chatgpt.com",
        "https://distl.com.au/seo/?utm_source=chatgpt.com",
        "https://indicreativeagency.com.au/seo-perth/?utm_source=chatgpt.com",
        "https://ecompapi.com.au/seo-agency-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "digitalhitmen.com.au",
        "perthseostudio.com.au",
        "clutch.co",
        "hustlemarketers.com",
        "webtonic.io",
        "wordofmouth.com.au",
        "pathfindermarketing.com.au",
        "cloutmarketing.com.au",
        "futuretechperth.com.au",
        "distl.com.au",
        "indicreativeagency.com.au",
        "ecompapi.com.au"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "digitalhitmen.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "clutch.co",
          "class": "directory"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "webtonic.io",
          "class": "third-party"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cloutmarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "futuretechperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "distl.com.au",
          "class": "brand-source"
        },
        {
          "domain": "indicreativeagency.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ecompapi.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-seo_agency-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A4",
      "prompt": "who is the best SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Scott Shorter",
        "Perth SEO Studio",
        "White Chalk Road",
        "Bonfire",
        "Semrush Perth Agency Partners",
        "Pathfinder Marketing",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "SEO Agency Perth WA",
        "Perth Digital Agency",
        "Bang Digital"
      ],
      "brands_recommended": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Scott Shorter",
        "Perth SEO Studio",
        "White Chalk Road",
        "Bonfire",
        "Semrush Perth Agency Partners",
        "Pathfinder Marketing",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "SEO Agency Perth WA",
        "Perth Digital Agency",
        "Bang Digital"
      ],
      "brand_order": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Scott Shorter",
        "Perth SEO Studio",
        "White Chalk Road",
        "Bonfire",
        "Semrush Perth Agency Partners",
        "Pathfinder Marketing",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "SEO Agency Perth WA",
        "Perth Digital Agency",
        "Bang Digital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com",
        "https://localist.konigle.com/au/perth/seo/?utm_source=chatgpt.com",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/?utm_source=chatgpt.com",
        "https://www.goodfirms.co/seo-agencies/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "localist.konigle.com",
        "pathfindermarketing.com.au",
        "goodfirms.co"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "localist.konigle.com",
          "class": "third-party"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-seo_agency-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A4",
      "prompt": "who is the best SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth SEO Studio",
        "White Chalk Road",
        "Bang Digital",
        "Bloom Digital",
        "Digital Hitmen — Best overall",
        "Bang Digital — Strong full-service choice",
        "Bloom Digital — Strong smaller-agency option",
        "Digital Nomads HQ"
      ],
      "brands_recommended": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth SEO Studio",
        "White Chalk Road",
        "Bang Digital",
        "Bloom Digital",
        "Digital Hitmen — Best overall",
        "Bang Digital — Strong full-service choice",
        "Bloom Digital — Strong smaller-agency option",
        "Digital Nomads HQ"
      ],
      "brand_order": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth SEO Studio",
        "White Chalk Road",
        "Bang Digital",
        "Bloom Digital",
        "Digital Hitmen — Best overall",
        "Bang Digital — Strong full-service choice",
        "Bloom Digital — Strong smaller-agency option",
        "Digital Nomads HQ"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/search-engine-marketing/perth/?utm_source=chatgpt.com",
        "https://sellseo.ai/agencies/au/perth?utm_source=chatgpt.com",
        "https://www.goodfirms.co/seo-agencies/perth?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/professionals/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/seo-and-sem?utm_source=chatgpt.com",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/?utm_source=chatgpt.com",
        "https://www.designrush.com/agency/search-engine-optimization/au/perth?utm_source=chatgpt.com",
        "https://localist.konigle.com/au/perth/seo/?utm_source=chatgpt.com",
        "https://www.topseos.com/au/best-seo-companies-in-perth-australia?utm_source=chatgpt.com",
        "https://www.webtonic.io/blog/best-seo-agencies-perth?utm_source=chatgpt.com",
        "https://pixelscorp.com/blog/top-10-seo-agencies-in-perth-australia/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "sellseo.ai",
        "goodfirms.co",
        "starworks.com.au",
        "wordofmouth.com.au",
        "pathfindermarketing.com.au",
        "designrush.com",
        "localist.konigle.com",
        "topseos.com",
        "webtonic.io",
        "pixelscorp.com"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "sellseo.ai",
          "class": "third-party"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "designrush.com",
          "class": "directory"
        },
        {
          "domain": "localist.konigle.com",
          "class": "third-party"
        },
        {
          "domain": "topseos.com",
          "class": "directory"
        },
        {
          "domain": "webtonic.io",
          "class": "third-party"
        },
        {
          "domain": "pixelscorp.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-seo_agency-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A4",
      "prompt": "who is the best SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://perthseostudio.com.au/#:~:text=Perth%20SEO%20Studio%20is%20a%20highly%20recommended,I%20have%20had%20the%20%E2%80%A6%20Read%20More.",
        "https://www.goodfirms.co/seo-agencies/perth#:~:text=SEO%20Perth%20Experts%3A%20Driving%20Perth%20Businesses%20to,Perth's%20small%20and%20medium-sized%20enterprises%20into%20online",
        "https://techbehemoths.com/companies/seo/perth#:~:text=Team%20size%2050-249.%20Hourly%20Rate%20Not%20revealed.,digital%20marketing%20solutions%20that%20will%20grow%20yo",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/"
      ],
      "cited_domains": [
        "perthseostudio.com.au",
        "goodfirms.co",
        "techbehemoths.com",
        "digitalnomadshq.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "techbehemoths.com",
          "class": "third-party"
        },
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-seo_agency-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A4",
      "prompt": "who is the best SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://perthseostudio.com.au/#:~:text=Incredible%20service%20with%20a%20refreshing%20human%20touch,services%20of%20Perth%20SEO%20Studio%20to%20anyone.",
        "https://perthseostudio.com.au/#:~:text=Perth%20SEO%20Studio%20is%20battle-tested%20with%20a,best%20SEO%20companies!%204.9.%20%2F5.%2032%20reviews.",
        "https://perthseostudio.com.au/#:~:text=*%20100%25%20Campaign%20Transparency.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/",
        "https://www.goodfirms.co/seo-agencies/perth#:~:text=SEO%20Perth%20Experts%3A%20Driving%20Perth%20Businesses%20to,Perth's%20small%20and%20medium-sized%20enterprises%20into%20online",
        "https://www.goodfirms.co/seo-agencies/perth#:~:text=In%20collaboration%20with%20our%20clients%2C%20we've%20successfully,based%20in%20the%20heart%20of%20Western%20Australia.",
        "https://techbehemoths.com/companies/seo/perth#:~:text=Perth%2C%20Australia.%20Joomstore%20provides%20web%20development%2C%20design%2C,2021.%20Team%20size%202-9.%20SEODigital%20StrategyDigital%20Marketing."
      ],
      "cited_domains": [
        "perthseostudio.com.au",
        "digitalnomadshq.com.au",
        "goodfirms.co",
        "techbehemoths.com"
      ],
      "source_classes": [
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "techbehemoths.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-seo_agency-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A4",
      "prompt": "who is the best SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://perthseostudio.com.au/#:~:text=Perth%20SEO%20Studio%20-%20Perth's%20Leading%20SEO,city's%20most%20ambitious%20businesses.%20Book%20A%20Consultation.",
        "https://perthseostudio.com.au/#:~:text=Perth%20SEO%20Studio%20is%20battle-tested%20with%20a,best%20SEO%20companies!%204.9.%20%2F5.%2032%20reviews.",
        "https://distl.com.au/seo/#:~:text=SEO%20Perth%20%7C%20Tier%201%20SEO%20Agency,*%20Data%20driven%20strategies.%20*%20Transparent%20reporting.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://distl.com.au/seo/#:~:text=SEO%20Perth%20%7C%20Tier%201%20SEO%20Agency,*%20Data%20driven%20strategies.%20*%20Transparent%20reporting."
      ],
      "cited_domains": [
        "perthseostudio.com.au",
        "distl.com.au",
        "digitalnomadshq.com.au",
        "seotakeoff.com"
      ],
      "source_classes": [
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "distl.com.au",
          "class": "brand-source"
        },
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        },
        {
          "domain": "seotakeoff.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-seo_agency-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A5",
      "prompt": "recommend a good SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Perth SEO Studio",
        "Perth Local SEO Company",
        "Discerning Digital",
        "Best SEO Company Perth",
        "The Start",
        "Digital Hitmen",
        "Bang Digital",
        "Bonfire",
        "Perth Digital Agency",
        "World Global Solutions",
        "Apex Digital Agency",
        "White Chalk Road",
        "Daisy Digital",
        "Social Force™",
        "Business Warriors",
        "PWD Digital Agency",
        "Social Meteor",
        "PS Digital",
        "Highly Recommended SEO Agencies in Perth"
      ],
      "brands_recommended": [
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Perth SEO Studio",
        "Perth Local SEO Company",
        "Discerning Digital",
        "Best SEO Company Perth",
        "The Start",
        "Digital Hitmen",
        "Bang Digital",
        "Bonfire",
        "Perth Digital Agency",
        "World Global Solutions",
        "Apex Digital Agency",
        "White Chalk Road",
        "Daisy Digital",
        "Social Force™",
        "Business Warriors",
        "PWD Digital Agency",
        "Social Meteor",
        "PS Digital",
        "Highly Recommended SEO Agencies in Perth"
      ],
      "brand_order": [
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Perth SEO Studio",
        "Perth Local SEO Company",
        "Discerning Digital",
        "Best SEO Company Perth",
        "The Start",
        "Digital Hitmen",
        "Bang Digital",
        "Bonfire",
        "Perth Digital Agency",
        "World Global Solutions",
        "Apex Digital Agency",
        "White Chalk Road",
        "Daisy Digital",
        "Social Force™",
        "Business Warriors",
        "PWD Digital Agency",
        "Social Meteor",
        "PS Digital",
        "Highly Recommended SEO Agencies in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/",
        "https://hustlemarketers.com/best-seo-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpISjNjVEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2EzcGpiREV3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcWVuRXdPVzF6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWEycHdkbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhseWNXSjRZak56GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HZHROakJzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd00zbDRNemxpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOemNXSjRablp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad2JEbHVkemgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1aZk1sOXVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4Nk9ISnJiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2EzZzRiVEF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZNFpqbG5kalZ3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hseGF6TXhjblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdGVqaHhlSEo0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwa09YTm9OM2xtGAo"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "hustlemarketers.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-seo_agency-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A5",
      "prompt": "recommend a good SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "White Chalk Road",
        "Perth Local SEO Company",
        "Bang Digital",
        "Concise Digital Pty Ltd",
        "The Start",
        "Discerning Digital",
        "Bloom Digital",
        "Digital Hitmen",
        "Social Force™",
        "Daisy Digital",
        "Perth SEO Studio",
        "Bonfire",
        "World Global Solutions",
        "Social Meteor",
        "Perth Digital Agency",
        "PS Digital",
        "Apex Digital Agency",
        "Business Warriors",
        "Lethal Digital"
      ],
      "brands_recommended": [
        "White Chalk Road",
        "Perth Local SEO Company",
        "Bang Digital",
        "Concise Digital Pty Ltd",
        "The Start",
        "Discerning Digital",
        "Bloom Digital",
        "Digital Hitmen",
        "Social Force™",
        "Daisy Digital",
        "Perth SEO Studio",
        "Bonfire",
        "World Global Solutions",
        "Social Meteor",
        "Perth Digital Agency",
        "PS Digital",
        "Apex Digital Agency",
        "Business Warriors",
        "Lethal Digital"
      ],
      "brand_order": [
        "White Chalk Road",
        "Perth Local SEO Company",
        "Bang Digital",
        "Concise Digital Pty Ltd",
        "The Start",
        "Discerning Digital",
        "Bloom Digital",
        "Digital Hitmen",
        "Social Force™",
        "Daisy Digital",
        "Perth SEO Studio",
        "Bonfire",
        "World Global Solutions",
        "Social Meteor",
        "Perth Digital Agency",
        "PS Digital",
        "Apex Digital Agency",
        "Business Warriors",
        "Lethal Digital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1aZk1sOXVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcWVuRXdPVzF6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpISjNjVEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HZHROakJzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWEycHdkbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2EzZzRiVEF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4Nk9ISnJiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2EzcGpiREV3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOemNXSjRablp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdGVqaHhlSEo0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2JIQTBaRFJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd00zbDRNemxpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwa09YTm9OM2xtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad2JEbHVkemgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZNFpqbG5kalZ3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeU9XcHhaSG8YCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-seo_agency-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A5",
      "prompt": "recommend a good SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Best SEO Company Perth",
        "Perth Local SEO Company",
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Perth SEO Studio",
        "Discerning Digital",
        "The Start",
        "Digital Hitmen",
        "Bang Digital",
        "Bonfire",
        "Perth Digital Agency",
        "White Chalk Road",
        "Apex Digital Agency",
        "Daisy Digital",
        "World Global Solutions",
        "Business Warriors",
        "PWD Digital Agency",
        "Social Force™",
        "PS Digital",
        "Local SEO Perth Agency",
        "Highly Rated SEO Agencies in Perth"
      ],
      "brands_recommended": [
        "Best SEO Company Perth",
        "Perth Local SEO Company",
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Perth SEO Studio",
        "Discerning Digital",
        "The Start",
        "Digital Hitmen",
        "Bang Digital",
        "Bonfire",
        "Perth Digital Agency",
        "White Chalk Road",
        "Apex Digital Agency",
        "Daisy Digital",
        "World Global Solutions",
        "Business Warriors",
        "PWD Digital Agency",
        "Social Force™",
        "PS Digital",
        "Local SEO Perth Agency",
        "Highly Rated SEO Agencies in Perth"
      ],
      "brand_order": [
        "Best SEO Company Perth",
        "Perth Local SEO Company",
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Perth SEO Studio",
        "Discerning Digital",
        "The Start",
        "Digital Hitmen",
        "Bang Digital",
        "Bonfire",
        "Perth Digital Agency",
        "White Chalk Road",
        "Apex Digital Agency",
        "Daisy Digital",
        "World Global Solutions",
        "Business Warriors",
        "PWD Digital Agency",
        "Social Force™",
        "PS Digital",
        "Local SEO Perth Agency",
        "Highly Rated SEO Agencies in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/",
        "https://hustlemarketers.com/best-seo-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhseWNXSjRZak56GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcWVuRXdPVzF6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpISjNjVEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2EzcGpiREV3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWEycHdkbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HZHROakJzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd00zbDRNemxpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1aZk1sOXVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad2JEbHVkemgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4Nk9ISnJiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOemNXSjRablp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZNFpqbG5kalZ3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hseGF6TXhjblEYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2EzZzRiVEF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwa09YTm9OM2xtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjNU1EYzBiVGh4GAo"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "hustlemarketers.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-seo_agency-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A5",
      "prompt": "recommend a good SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://loadedcommunications.com.au/expertise/seo/",
        "https://www.dilate.com.au/seo-services/",
        "https://distl.com.au/seo/",
        "https://www.bonfire.com.au/services/seo/",
        "https://perthdigitaledge.com.au/blog/seo-pricing/"
      ],
      "cited_domains": [
        "loadedcommunications.com.au",
        "dilate.com.au",
        "distl.com.au",
        "bonfire.com.au",
        "perthdigitaledge.com.au"
      ],
      "source_classes": [
        {
          "domain": "loadedcommunications.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dilate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "distl.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bonfire.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-seo_agency-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A5",
      "prompt": "recommend a good SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Bonfire",
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Digital Hitmen"
      ],
      "brands_recommended": [
        "Bonfire",
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Digital Hitmen"
      ],
      "brand_order": [
        "Bonfire",
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Digital Hitmen"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-seo_agency-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A5",
      "prompt": "recommend a good SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Distl"
      ],
      "brands_recommended": [
        "Distl"
      ],
      "brand_order": [
        "Distl"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.dilate.com.au/seo-services/",
        "https://pwd.com.au/seo-perth/",
        "https://studiohawk.com.au/seo-perth/",
        "https://distl.com.au/seo/",
        "https://perthdigitaledge.com.au/blog/seo-pricing/"
      ],
      "cited_domains": [
        "dilate.com.au",
        "pwd.com.au",
        "studiohawk.com.au",
        "distl.com.au",
        "perthdigitaledge.com.au"
      ],
      "source_classes": [
        {
          "domain": "dilate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "distl.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-seo_agency-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A5",
      "prompt": "recommend a good SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Perth SEO Studio",
        "Digital Hitmen — my overall pick",
        "Perth SEO Studio — smaller agency",
        "I'd speak to Digital Hitmen first"
      ],
      "brands_recommended": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Perth SEO Studio",
        "Digital Hitmen — my overall pick",
        "Perth SEO Studio — smaller agency",
        "I'd speak to Digital Hitmen first"
      ],
      "brand_order": [
        "Digital Hitmen",
        "Bonfire",
        "Scott Shorter",
        "Perth SEO Studio",
        "Digital Hitmen — my overall pick",
        "Perth SEO Studio — smaller agency",
        "I'd speak to Digital Hitmen first"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/search-engine-marketing/perth/?utm_source=chatgpt.com",
        "https://localist.konigle.com/au/perth/seo/?utm_source=chatgpt.com",
        "https://hustlemarketers.com/best-seo-perth/?utm_source=chatgpt.com",
        "https://clutch.co/au/seo-firms?utm_source=chatgpt.com",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/?utm_source=chatgpt.com",
        "https://www.webtonic.io/blog/best-seo-agencies-perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/seo-and-sem?utm_source=chatgpt.com",
        "https://pixelscorp.com/blog/top-10-seo-agencies-in-perth-australia/?utm_source=chatgpt.com",
        "https://thriveagency.com/perth-uk-seo-company/?utm_source=chatgpt.com",
        "https://www.topseos.com/au/best-seo-companies-in-perth-australia?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo-consulting/perth/?utm_source=chatgpt.com",
        "https://www.sortlist.com/seo/perth-wa-au?utm_source=chatgpt.com",
        "https://www.goodfirms.co/seo-agencies/perth?utm_source=chatgpt.com",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/?utm_source=chatgpt.com",
        "https://www.designrush.com/agency/search-engine-optimization/au/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "localist.konigle.com",
        "hustlemarketers.com",
        "clutch.co",
        "pathfindermarketing.com.au",
        "webtonic.io",
        "wordofmouth.com.au",
        "pixelscorp.com",
        "thriveagency.com",
        "topseos.com",
        "sortlist.com",
        "goodfirms.co",
        "digitalnomadshq.com.au",
        "designrush.com"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "localist.konigle.com",
          "class": "third-party"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "clutch.co",
          "class": "directory"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "webtonic.io",
          "class": "third-party"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "pixelscorp.com",
          "class": "third-party"
        },
        {
          "domain": "thriveagency.com",
          "class": "brand-source"
        },
        {
          "domain": "topseos.com",
          "class": "directory"
        },
        {
          "domain": "sortlist.com",
          "class": "directory"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        },
        {
          "domain": "designrush.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-seo_agency-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A5",
      "prompt": "recommend a good SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Social Force™",
        "Bloom Digital",
        "PWD Digital Agency",
        "Scott Shorter",
        "Perth SEO Studio",
        "Semrush Perth Agency Partners",
        "Daisy Digital",
        "Perth Digital Edge",
        "SEO Perth Expert",
        "Fisher Digital",
        "Concise Digital Pty Ltd",
        "Apex Digital Agency",
        "Perth Digital Agency",
        "Business Warriors",
        "Recommended Perth SEO agencies"
      ],
      "brands_recommended": [
        "Social Force™",
        "Bloom Digital",
        "PWD Digital Agency",
        "Scott Shorter",
        "Perth SEO Studio",
        "Semrush Perth Agency Partners",
        "Daisy Digital",
        "Perth Digital Edge",
        "SEO Perth Expert",
        "Fisher Digital",
        "Concise Digital Pty Ltd",
        "Apex Digital Agency",
        "Perth Digital Agency",
        "Business Warriors",
        "Recommended Perth SEO agencies"
      ],
      "brand_order": [
        "Social Force™",
        "Bloom Digital",
        "PWD Digital Agency",
        "Scott Shorter",
        "Perth SEO Studio",
        "Semrush Perth Agency Partners",
        "Daisy Digital",
        "Perth Digital Edge",
        "SEO Perth Expert",
        "Fisher Digital",
        "Concise Digital Pty Ltd",
        "Apex Digital Agency",
        "Perth Digital Agency",
        "Business Warriors",
        "Recommended Perth SEO agencies"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "agencies.semrush.com"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-seo_agency-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A5",
      "prompt": "recommend a good SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth SEO Studio",
        "Semrush Perth Agency Partners",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "SEO Agency Perth WA",
        "White Chalk Road"
      ],
      "brands_recommended": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth SEO Studio",
        "Semrush Perth Agency Partners",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "SEO Agency Perth WA",
        "White Chalk Road"
      ],
      "brand_order": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth SEO Studio",
        "Semrush Perth Agency Partners",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "SEO Agency Perth WA",
        "White Chalk Road"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/search-engine-marketing/perth/?utm_source=chatgpt.com",
        "https://sellseo.ai/agencies/au/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "sellseo.ai"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "sellseo.ai",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-seo_agency-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A5",
      "prompt": "recommend a good SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth SEO Studio"
      ],
      "brands_recommended": [
        "Perth SEO Studio"
      ],
      "brand_order": [
        "Perth SEO Studio"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-seo_agency-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A5",
      "prompt": "recommend a good SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-seo_agency-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-A5",
      "prompt": "recommend a good SEO agency in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-seo_agency-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B1",
      "prompt": "best SEO agency in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Digital Hitmen",
        "Discerning Digital",
        "Perth Local SEO Company",
        "Perth SEO Studio",
        "The Start",
        "Best SEO Company Perth",
        "Apex Digital Agency",
        "Bang Digital",
        "Daisy Digital",
        "White Chalk Road",
        "Perth Digital Agency",
        "World Global Solutions",
        "Ecomexperts",
        "Social Force™",
        "Social Meteor",
        "PS Digital",
        "Local Clicks"
      ],
      "brands_recommended": [
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Digital Hitmen",
        "Discerning Digital",
        "Perth Local SEO Company",
        "Perth SEO Studio",
        "The Start",
        "Best SEO Company Perth",
        "Apex Digital Agency",
        "Bang Digital",
        "Daisy Digital",
        "White Chalk Road",
        "Perth Digital Agency",
        "World Global Solutions",
        "Ecomexperts",
        "Social Force™",
        "Social Meteor",
        "PS Digital",
        "Local Clicks"
      ],
      "brand_order": [
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Digital Hitmen",
        "Discerning Digital",
        "Perth Local SEO Company",
        "Perth SEO Studio",
        "The Start",
        "Best SEO Company Perth",
        "Apex Digital Agency",
        "Bang Digital",
        "Daisy Digital",
        "White Chalk Road",
        "Perth Digital Agency",
        "World Global Solutions",
        "Ecomexperts",
        "Social Force™",
        "Social Meteor",
        "PS Digital",
        "Local Clicks"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpISjNjVEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWEycHdkbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcWVuRXdPVzF6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2EzcGpiREV3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HZHROakJzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhseWNXSjRZak56GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad2JEbHVkemgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4Nk9ISnJiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1aZk1sOXVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd00zbDRNemxpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOemNXSjRablp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeU1HWXdlSFJmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2EzZzRiVEF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdGVqaHhlSEo0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwa09YTm9OM2xtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2JIQTBaRFJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhobWRHeG5lalV3GAo"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-seo_agency-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B1",
      "prompt": "best SEO agency in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Local SEO Company",
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Discerning Digital",
        "Bang Digital",
        "Digital Hitmen",
        "White Chalk Road",
        "The Start",
        "Daisy Digital",
        "Perth SEO Studio",
        "Apex Digital Agency",
        "Social Meteor",
        "Best SEO Company Perth",
        "Perth Digital Agency",
        "Bonfire",
        "PS Digital",
        "Social Force™",
        "World Global Solutions",
        "Local Clicks",
        "Zeta SEO"
      ],
      "brands_recommended": [
        "Perth Local SEO Company",
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Discerning Digital",
        "Bang Digital",
        "Digital Hitmen",
        "White Chalk Road",
        "The Start",
        "Daisy Digital",
        "Perth SEO Studio",
        "Apex Digital Agency",
        "Social Meteor",
        "Best SEO Company Perth",
        "Perth Digital Agency",
        "Bonfire",
        "PS Digital",
        "Social Force™",
        "World Global Solutions",
        "Local Clicks",
        "Zeta SEO"
      ],
      "brand_order": [
        "Perth Local SEO Company",
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Discerning Digital",
        "Bang Digital",
        "Digital Hitmen",
        "White Chalk Road",
        "The Start",
        "Daisy Digital",
        "Perth SEO Studio",
        "Apex Digital Agency",
        "Social Meteor",
        "Best SEO Company Perth",
        "Perth Digital Agency",
        "Bonfire",
        "PS Digital",
        "Social Force™",
        "World Global Solutions",
        "Local Clicks",
        "Zeta SEO"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcWVuRXdPVzF6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpISjNjVEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWEycHdkbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1aZk1sOXVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HZHROakJzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4Nk9ISnJiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2EzcGpiREV3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad2JEbHVkemgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdGVqaHhlSEo0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhseWNXSjRZak56GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd00zbDRNemxpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwa09YTm9OM2xtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2EzZzRiVEF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOemNXSjRablp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhobWRHeG5lalV3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhObmJYZDRiVGxmGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-seo_agency-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B1",
      "prompt": "best SEO agency in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Digital Hitmen",
        "Discerning Digital",
        "Perth Local SEO Company",
        "Perth SEO Studio",
        "The Start",
        "Bang Digital",
        "Best SEO Company Perth",
        "Apex Digital Agency",
        "White Chalk Road",
        "Daisy Digital",
        "Perth Digital Agency",
        "World Global Solutions",
        "Bonfire",
        "Social Force™",
        "Ecomexperts",
        "PS Digital",
        "Local Clicks"
      ],
      "brands_recommended": [
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Digital Hitmen",
        "Discerning Digital",
        "Perth Local SEO Company",
        "Perth SEO Studio",
        "The Start",
        "Bang Digital",
        "Best SEO Company Perth",
        "Apex Digital Agency",
        "White Chalk Road",
        "Daisy Digital",
        "Perth Digital Agency",
        "World Global Solutions",
        "Bonfire",
        "Social Force™",
        "Ecomexperts",
        "PS Digital",
        "Local Clicks"
      ],
      "brand_order": [
        "Concise Digital Pty Ltd",
        "Bloom Digital",
        "Digital Hitmen",
        "Discerning Digital",
        "Perth Local SEO Company",
        "Perth SEO Studio",
        "The Start",
        "Bang Digital",
        "Best SEO Company Perth",
        "Apex Digital Agency",
        "White Chalk Road",
        "Daisy Digital",
        "Perth Digital Agency",
        "World Global Solutions",
        "Bonfire",
        "Social Force™",
        "Ecomexperts",
        "PS Digital",
        "Local Clicks"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/",
        "https://studiohawk.com.au/seo-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpISjNjVEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWEycHdkbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcWVuRXdPVzF6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2EzcGpiREV3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HZHROakJzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhseWNXSjRZak56GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad2JEbHVkemgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1aZk1sOXVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4Nk9ISnJiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd00zbDRNemxpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOemNXSjRablp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2EzZzRiVEF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeU1HWXdlSFJmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwa09YTm9OM2xtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2JIQTBaRFJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhobWRHeG5lalV3GAo"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "studiohawk.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-seo_agency-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B1",
      "prompt": "best SEO agency in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth SEO Studio"
      ],
      "brands_recommended": [
        "Perth SEO Studio"
      ],
      "brand_order": [
        "Perth SEO Studio"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seoperthexperts.com.au/",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://studiohawk.com.au/seo-perth/",
        "https://www.goodfirms.co/seo-agencies/perth",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/",
        "https://studio22.com.au/digital-marketing/search-engine-optimisation/",
        "https://perthdigitaledge.com.au/blog/seo-pricing/"
      ],
      "cited_domains": [
        "seoperthexperts.com.au",
        "seotakeoff.com",
        "studiohawk.com.au",
        "goodfirms.co",
        "pathfindermarketing.com.au",
        "studio22.com.au",
        "perthdigitaledge.com.au"
      ],
      "source_classes": [
        {
          "domain": "seoperthexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "studio22.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-seo_agency-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B1",
      "prompt": "best SEO agency in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.seoperthexperts.com.au/",
        "https://www.dilate.com.au/seo-services/",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://studio22.com.au/digital-marketing/search-engine-optimisation/",
        "https://studiohawk.com.au/seo-perth/",
        "https://www.goodfirms.co/seo-agencies/perth",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/",
        "https://www.bonfire.com.au/services/seo/",
        "https://perthdigitaledge.com.au/blog/seo-pricing/"
      ],
      "cited_domains": [
        "seoperthexperts.com.au",
        "dilate.com.au",
        "seotakeoff.com",
        "studio22.com.au",
        "studiohawk.com.au",
        "goodfirms.co",
        "pathfindermarketing.com.au",
        "bonfire.com.au",
        "perthdigitaledge.com.au"
      ],
      "source_classes": [
        {
          "domain": "seoperthexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dilate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seotakeoff.com",
          "class": "brand-source"
        },
        {
          "domain": "studio22.com.au",
          "class": "brand-source"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bonfire.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-seo_agency-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B1",
      "prompt": "best SEO agency in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-seo_agency-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B1",
      "prompt": "best SEO agency in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Scott Shorter",
        "White Chalk Road",
        "Perth SEO Studio",
        "Semrush Perth Agency Partners",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "Sprice Digital",
        "Digital Hitmen",
        "Bloom Digital"
      ],
      "brands_recommended": [
        "Scott Shorter",
        "White Chalk Road",
        "Perth SEO Studio",
        "Semrush Perth Agency Partners",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "Sprice Digital",
        "Digital Hitmen",
        "Bloom Digital"
      ],
      "brand_order": [
        "Scott Shorter",
        "White Chalk Road",
        "Perth SEO Studio",
        "Semrush Perth Agency Partners",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "Sprice Digital",
        "Digital Hitmen",
        "Bloom Digital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/small-business/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo-consulting/perth/small-business/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "agencies.semrush.com"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-seo_agency-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B1",
      "prompt": "best SEO agency in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Dilate",
        "Semrush Perth Agency Partners",
        "Bloom Digital",
        "Safari Digital",
        "Perth SEO Studio",
        "Concise Digital Pty Ltd",
        "SEO Perth Expert",
        "White Chalk Road",
        "SEO Agency Perth WA"
      ],
      "brands_recommended": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Dilate",
        "Semrush Perth Agency Partners",
        "Bloom Digital",
        "Safari Digital",
        "Perth SEO Studio",
        "Concise Digital Pty Ltd",
        "SEO Perth Expert",
        "White Chalk Road",
        "SEO Agency Perth WA"
      ],
      "brand_order": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Dilate",
        "Semrush Perth Agency Partners",
        "Bloom Digital",
        "Safari Digital",
        "Perth SEO Studio",
        "Concise Digital Pty Ltd",
        "SEO Perth Expert",
        "White Chalk Road",
        "SEO Agency Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.digitalhitmen.com.au/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo/perth/small-business/?utm_source=chatgpt.com",
        "https://www.digitalhitmen.com.au/about/?utm_source=chatgpt.com",
        "https://www.bloomdigital.net.au/?utm_source=chatgpt.com",
        "https://www.bloomdigital.net.au/seo-perth/?utm_source=chatgpt.com",
        "https://www.safaridigital.com.au/seo-perth/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/dilate-digital/?utm_source=chatgpt.com",
        "https://www.dilate.com.au/seo-services/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "digitalhitmen.com.au",
        "agencies.semrush.com",
        "bloomdigital.net.au",
        "safaridigital.com.au",
        "dilate.com.au"
      ],
      "source_classes": [
        {
          "domain": "digitalhitmen.com.au",
          "class": "brand-source"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "bloomdigital.net.au",
          "class": "brand-source"
        },
        {
          "domain": "safaridigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dilate.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-seo_agency-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B1",
      "prompt": "best SEO agency in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Local SEO Company",
        "Best SEO Company Perth",
        "Digital Hitmen",
        "Bloom Digital",
        "Lollipop Digital"
      ],
      "brands_recommended": [
        "Perth Local SEO Company",
        "Best SEO Company Perth",
        "Digital Hitmen",
        "Bloom Digital",
        "Lollipop Digital"
      ],
      "brand_order": [
        "Perth Local SEO Company",
        "Best SEO Company Perth",
        "Digital Hitmen",
        "Bloom Digital",
        "Lollipop Digital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/small-business/?utm_source=chatgpt.com",
        "https://theseocompany.com.au/testimonials?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo-consulting/perth/small-business/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/local-seo/perth/small-business/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/perth/small-business/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo/western-australia/small-business/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/seo-and-sem?utm_source=chatgpt.com",
        "https://hustlemarketers.com/best-seo-perth/?utm_source=chatgpt.com",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/?utm_source=chatgpt.com",
        "https://futuretechperth.com.au/?utm_source=chatgpt.com",
        "https://www.trustpilot.com/review/localseoperth.com.au?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "theseocompany.com.au",
        "wordofmouth.com.au",
        "hustlemarketers.com",
        "pathfindermarketing.com.au",
        "futuretechperth.com.au",
        "trustpilot.com"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "theseocompany.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "futuretechperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "trustpilot.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-seo_agency-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B1",
      "prompt": "best SEO agency in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth SEO Studio"
      ],
      "brands_recommended": [
        "Perth SEO Studio"
      ],
      "brand_order": [
        "Perth SEO Studio"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa#:~:text=1.%20Perth%20SEO%20Studio%20%E2%80%94%20Best%20for,prioritise%20map-pack%20rankings%20and%20local%20keyword%20intent.",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa#:~:text=If%20you're%20a%20national%20e-commerce%20scale-up%2C%20their,solo%20SEO%20consultant%20with%20a%205.0%20reputation.",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa#:~:text=1.%20Perth%20SEO%20Studio%20%E2%80%94%20Best%20for,prioritise%20map-pack%20rankings%20and%20local%20keyword%20intent.",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa#:~:text=1.%20Perth%20SEO%20Studio%20%E2%80%94%20Best%20for,prioritise%20map-pack%20rankings%20and%20local%20keyword%20intent.",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa#:~:text=Their%204.9%20rating%20reflects%20consistent%20local%20client,national%20e-commerce%20scale-up%2C%20their%20portfolio%20leans%20local%3B",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa#:~:text=many%20Perth%20clients%20see%20noticeable%20map-pack%20movement,without%20a%20big%20retainer.%20Why%20Choose%20Him.",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa#:~:text=Scott%20Shorter%20is%20a%20North%20Coogee-based%20solo,firms%2C%20making%20targeted%20interventions%20affordable.%20Potential%20Drawbacks.",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa#:~:text=Limited%20bandwidth%20for%20multi-page%20content%20programs%20or,in%20Scarborough%20and%20holds%20a%205.0%20rating.",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa#:~:text=SEO%20Perth%20Experts%20is%20based%20in%20Scarborough,data%20that%20scale%20across%20suburbs.%20Best%20Fit.",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa#:~:text=Brick-and-mortar%20businesses%20and%20service-area%20companies%20that%20rely,KPIs%3A%20traffic%2C%20leads%2C%20and%20conversion%20optimisation.%20Approach.",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa#:~:text=For%20short%20engagements%2C%20request%20a%20written%20scope,and%20multi-location%20businesses.%20What%20They%20Do%20Well.",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa#:~:text=1.%20Perth%20SEO%20Studio%20%E2%80%94%20Best%20for,prioritise%20map-pack%20rankings%20and%20local%20keyword%20intent.",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa#:~:text=Scott%20Shorter%20is%20a%20North%20Coogee-based%20solo,firms%2C%20making%20targeted%20interventions%20affordable.%20Potential%20Drawbacks."
      ],
      "cited_domains": [
        "seotakeoff.com"
      ],
      "source_classes": [
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-seo_agency-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B1",
      "prompt": "best SEO agency in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://studiohawk.com.au/seo-perth/#:~:text=Our%20local%20SEO%20strategies%20help%20Perth%20businesses,customers%2C%20and%20grow%20sustainably.%20*%20Digital%20PR.",
        "https://studiohawk.com.au/seo-perth/#:~:text=Award-Winning%20Perth%20SEO%20Agency.%20StudioHawk%20is%20Perth's,and%20turn%20search%20visibility%20into%20measurable%20revenue.",
        "https://perthseostudio.com.au/#:~:text=That's%20the%20exact%20service%20and%20experience%20I,services%20of%20Perth%20SEO%20Studio%20to%20anyone.",
        "https://supple.com.au/seo-perth/"
      ],
      "cited_domains": [
        "studiohawk.com.au",
        "perthseostudio.com.au",
        "supple.com.au"
      ],
      "source_classes": [
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "supple.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-seo_agency-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B1",
      "prompt": "best SEO agency in Perth for small business",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth SEO Studio",
        "Digital Nomads HQ"
      ],
      "brands_recommended": [
        "Perth SEO Studio",
        "Digital Nomads HQ"
      ],
      "brand_order": [
        "Perth SEO Studio",
        "Digital Nomads HQ"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthseostudio.com.au/#:~:text=Perth%20SEO%20Studio%20is%20battle-tested%20with%20a,best%20SEO%20companies!%204.9.%20%2F5.%2032%20reviews.",
        "https://studiohawk.com.au/seo-perth/#:~:text=We%20go%20beyond%20generic%20packages%20with%20a,contracts%2C%20no%20upfront.%20fees%20for%20hidden%20costs.",
        "https://www.goodfirms.co/seo-agencies/perth#:~:text=SEO%20Perth%20Experts%3A%20Driving%20Perth%20Businesses%20to,Perth's%20small%20and%20medium-sized%20enterprises%20into%20online"
      ],
      "cited_domains": [
        "perthseostudio.com.au",
        "studiohawk.com.au",
        "goodfirms.co"
      ],
      "source_classes": [
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-seo_agency-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B2",
      "prompt": "Perth SEO agency vs freelancer which is better",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Accountability",
        "SEO Agency Perth WA"
      ],
      "brands_recommended": [
        "Accountability",
        "SEO Agency Perth WA"
      ],
      "brand_order": [
        "Accountability",
        "SEO Agency Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/DigitalMarketing/comments/1njgtcp/anyone_tried_both_local_agencies_and_freelancers/",
        "https://clutch.co/resources/when-to-hire-a-freelance-seo-vs-agency",
        "https://www.digitalzoop.com.au/seo-agency-vs-freelancer-whom-you-should-hire/",
        "https://www.topdevelopers.co/blog/seo-agency-vs-freelancer/",
        "https://www.quora.com/Is-hiring-a-freelance-SEO-expert-better-than-an-agency"
      ],
      "cited_domains": [
        "reddit.com",
        "clutch.co",
        "digitalzoop.com.au",
        "topdevelopers.co",
        "quora.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "clutch.co",
          "class": "directory"
        },
        {
          "domain": "digitalzoop.com.au",
          "class": "brand-source"
        },
        {
          "domain": "topdevelopers.co",
          "class": "directory"
        },
        {
          "domain": "quora.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-seo_agency-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B2",
      "prompt": "Perth SEO agency vs freelancer which is better",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "SEO Agency Perth WA"
      ],
      "brands_recommended": [
        "SEO Agency Perth WA"
      ],
      "brand_order": [
        "SEO Agency Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://odindigital.com.au/blog/seo-freelancer-vs-agency",
        "https://www.youtube.com/watch?v=Y3lx0ejvEUY&t=442",
        "https://bring.au/how-much-does-seo-cost-in-australia/",
        "https://workspacein.com/blog/seo/seo-cost-australia"
      ],
      "cited_domains": [
        "odindigital.com.au",
        "youtube.com",
        "bring.au",
        "workspacein.com"
      ],
      "source_classes": [
        {
          "domain": "odindigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        },
        {
          "domain": "bring.au",
          "class": "brand-source"
        },
        {
          "domain": "workspacein.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-seo_agency-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B2",
      "prompt": "Perth SEO agency vs freelancer which is better",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Agencies",
        "SEO Agency Perth WA",
        "Comprehensive reporting and structured account management."
      ],
      "brands_recommended": [
        "Agencies",
        "SEO Agency Perth WA",
        "Comprehensive reporting and structured account management."
      ],
      "brand_order": [
        "Agencies",
        "SEO Agency Perth WA",
        "Comprehensive reporting and structured account management."
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-seo_agency-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B2",
      "prompt": "Perth SEO agency vs freelancer which is better",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth SEO Agencies"
      ],
      "brands_recommended": [
        "Perth SEO Agencies"
      ],
      "brand_order": [
        "Perth SEO Agencies"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.scottshorter.com.au/services/search-engine-optimisation/seo/",
        "https://www.reddit.com/r/DigitalMarketing/comments/1njgtcp/anyone_tried_both_local_agencies_and_freelancers/",
        "https://www.linkedin.com/pulse/freelance-seo-consultant-vs-agency-which-right-your-nikki-pilkington-ltjlc",
        "https://www.abiwhite.com.au/seo-consultant",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/",
        "https://www.quora.com/Freelancer-vs-SEO-agency-which-is-better?no_redirect=1",
        "https://www.olivermunro.com/writersblog/saas-seo-agency",
        "https://seoroom.com.au/best-seo-agencies-perth/",
        "https://pwd.com.au/seo-perth/",
        "https://www.digitalzoop.com.au/seo-agency-vs-freelancer-whom-you-should-hire/",
        "https://clutch.co/resources/when-to-hire-a-freelance-seo-vs-agency",
        "https://nikki-pilkington.com/freelance-seo-consultant-vs-seo-agency-which-is-right-for-your-business/",
        "https://www.everestx.com/compare/agency-vs-freelancer/seo"
      ],
      "cited_domains": [
        "scottshorter.com.au",
        "reddit.com",
        "linkedin.com",
        "abiwhite.com.au",
        "pathfindermarketing.com.au",
        "quora.com",
        "olivermunro.com",
        "seoroom.com.au",
        "pwd.com.au",
        "digitalzoop.com.au",
        "clutch.co",
        "nikki-pilkington.com",
        "everestx.com"
      ],
      "source_classes": [
        {
          "domain": "scottshorter.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "linkedin.com",
          "class": "ugc"
        },
        {
          "domain": "abiwhite.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "quora.com",
          "class": "ugc"
        },
        {
          "domain": "olivermunro.com",
          "class": "brand-source"
        },
        {
          "domain": "seoroom.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "digitalzoop.com.au",
          "class": "brand-source"
        },
        {
          "domain": "clutch.co",
          "class": "directory"
        },
        {
          "domain": "nikki-pilkington.com",
          "class": "third-party"
        },
        {
          "domain": "everestx.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-seo_agency-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B2",
      "prompt": "Perth SEO agency vs freelancer which is better",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Abi White SEO Consultant",
        "Bonfire",
        "Perth SEO Studio",
        "SEO Agency Perth WA"
      ],
      "brands_recommended": [
        "Abi White SEO Consultant",
        "Bonfire",
        "Perth SEO Studio",
        "SEO Agency Perth WA"
      ],
      "brand_order": [
        "Abi White SEO Consultant",
        "Bonfire",
        "Perth SEO Studio",
        "SEO Agency Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.abiwhite.com.au/seo-consultant",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/",
        "https://www.reddit.com/r/DigitalMarketing/comments/1njgtcp/anyone_tried_both_local_agencies_and_freelancers/",
        "https://pwd.com.au/seo-perth/",
        "https://www.digitalzoop.com.au/seo-agency-vs-freelancer-whom-you-should-hire/",
        "https://www.everestx.com/compare/agency-vs-freelancer/seo",
        "https://www.quora.com/Freelancer-vs-SEO-agency-which-is-better?no_redirect=1",
        "https://perthseostudio.com.au/blog/how-to-choose-the-very-best-seo-company/",
        "https://seoroom.com.au/best-seo-agencies-perth/",
        "https://www.linkedin.com/pulse/freelance-seo-consultant-vs-agency-which-right-your-nikki-pilkington-ltjlc",
        "https://www.olivermunro.com/writersblog/saas-seo-agency",
        "https://clutch.co/resources/when-to-hire-a-freelance-seo-vs-agency",
        "https://whitehat-seo.co.uk/blog/seo-package-prices"
      ],
      "cited_domains": [
        "abiwhite.com.au",
        "pathfindermarketing.com.au",
        "reddit.com",
        "pwd.com.au",
        "digitalzoop.com.au",
        "everestx.com",
        "quora.com",
        "perthseostudio.com.au",
        "seoroom.com.au",
        "linkedin.com",
        "olivermunro.com",
        "clutch.co",
        "whitehat-seo.co.uk"
      ],
      "source_classes": [
        {
          "domain": "abiwhite.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "digitalzoop.com.au",
          "class": "brand-source"
        },
        {
          "domain": "everestx.com",
          "class": "ugc"
        },
        {
          "domain": "quora.com",
          "class": "ugc"
        },
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seoroom.com.au",
          "class": "brand-source"
        },
        {
          "domain": "linkedin.com",
          "class": "ugc"
        },
        {
          "domain": "olivermunro.com",
          "class": "brand-source"
        },
        {
          "domain": "clutch.co",
          "class": "directory"
        },
        {
          "domain": "whitehat-seo.co.uk",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-seo_agency-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B2",
      "prompt": "Perth SEO agency vs freelancer which is better",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Abi White SEO Consultant",
        "Scott Shorter",
        "SEO Agency Perth WA"
      ],
      "brands_recommended": [
        "Abi White SEO Consultant",
        "Scott Shorter",
        "SEO Agency Perth WA"
      ],
      "brand_order": [
        "Abi White SEO Consultant",
        "Scott Shorter",
        "SEO Agency Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.pathfindermarketing.com.au/how-much-does-seo-cost-in-australia/",
        "https://www.quora.com/Freelancer-vs-SEO-agency-which-is-better?no_redirect=1",
        "https://www.reddit.com/r/DigitalMarketing/comments/1njgtcp/anyone_tried_both_local_agencies_and_freelancers/",
        "https://seoroom.com.au/best-seo-agencies-perth/",
        "https://www.quora.com/Is-hiring-a-freelance-SEO-expert-better-than-an-agency",
        "https://clutch.co/resources/when-to-hire-a-freelance-seo-vs-agency",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/",
        "https://trafficradius.com.au/hiring-marketing-agency-vs-freelancer/",
        "https://www.olivermunro.com/writersblog/saas-seo-agency",
        "https://www.digitalzoop.com.au/seo-agency-vs-freelancer-whom-you-should-hire/",
        "https://www.topdevelopers.co/blog/seo-agency-vs-freelancer/"
      ],
      "cited_domains": [
        "pathfindermarketing.com.au",
        "quora.com",
        "reddit.com",
        "seoroom.com.au",
        "clutch.co",
        "trafficradius.com.au",
        "olivermunro.com",
        "digitalzoop.com.au",
        "topdevelopers.co"
      ],
      "source_classes": [
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "quora.com",
          "class": "ugc"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "seoroom.com.au",
          "class": "brand-source"
        },
        {
          "domain": "clutch.co",
          "class": "directory"
        },
        {
          "domain": "trafficradius.com.au",
          "class": "brand-source"
        },
        {
          "domain": "olivermunro.com",
          "class": "brand-source"
        },
        {
          "domain": "digitalzoop.com.au",
          "class": "brand-source"
        },
        {
          "domain": "topdevelopers.co",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-seo_agency-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B2",
      "prompt": "Perth SEO agency vs freelancer which is better",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "White Chalk Road",
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth SEO Studio"
      ],
      "brands_recommended": [
        "White Chalk Road",
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth SEO Studio"
      ],
      "brand_order": [
        "White Chalk Road",
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth SEO Studio"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://stridec.com/blog/seo-agency-vs-freelancer-which-is-better/?utm_source=chatgpt.com",
        "https://www.dizian.com.au/articles/seo-company-vs-agency-vs-freelancer?utm_source=chatgpt.com",
        "https://jssdigital.com.au/blog/seo-cost-perth?utm_source=chatgpt.com",
        "https://hustlemarketers.com/best-seo-perth/?utm_source=chatgpt.com",
        "https://www.igrowix.com/blog/seo-services-perth-guide?utm_source=chatgpt.com",
        "https://www.everestx.com/compare/agency-vs-freelancer/seo?utm_source=chatgpt.com",
        "https://www.justwords.in/blog/seo-agency-vs-freelancer/?utm_source=chatgpt.com",
        "https://sproutsagesolutions.com/seo-agency-vs-freelancer-comparison/?utm_source=chatgpt.com",
        "https://indeedseo.com/blog/freelancer-vs-seo-agency/?utm_source=chatgpt.com",
        "https://www.seofreelancer.com.au/seo-freelancer-vs-seo-agency/?utm_source=chatgpt.com",
        "https://www.rockingweb.com.au/seo-perth/?utm_source=chatgpt.com",
        "https://summitweb.com.au/local-seo-firm-vs-online-freelancers/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "stridec.com",
        "dizian.com.au",
        "jssdigital.com.au",
        "hustlemarketers.com",
        "igrowix.com",
        "everestx.com",
        "justwords.in",
        "sproutsagesolutions.com",
        "indeedseo.com",
        "seofreelancer.com.au",
        "rockingweb.com.au",
        "summitweb.com.au"
      ],
      "source_classes": [
        {
          "domain": "stridec.com",
          "class": "third-party"
        },
        {
          "domain": "dizian.com.au",
          "class": "brand-source"
        },
        {
          "domain": "jssdigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "igrowix.com",
          "class": "ugc"
        },
        {
          "domain": "everestx.com",
          "class": "ugc"
        },
        {
          "domain": "justwords.in",
          "class": "third-party"
        },
        {
          "domain": "sproutsagesolutions.com",
          "class": "third-party"
        },
        {
          "domain": "indeedseo.com",
          "class": "third-party"
        },
        {
          "domain": "seofreelancer.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rockingweb.com.au",
          "class": "brand-source"
        },
        {
          "domain": "summitweb.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-seo_agency-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B2",
      "prompt": "Perth SEO agency vs freelancer which is better",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth SEO Studio",
        "The Search Specialist",
        "Freelance SEO Consultant",
        "Link building",
        "Agency vs freelancer"
      ],
      "brands_recommended": [
        "Perth SEO Studio",
        "The Search Specialist",
        "Freelance SEO Consultant",
        "Link building",
        "Agency vs freelancer"
      ],
      "brand_order": [
        "Perth SEO Studio",
        "The Search Specialist",
        "Freelance SEO Consultant",
        "Link building",
        "Agency vs freelancer"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.igrowix.com/blog/seo-services-perth-guide?utm_source=chatgpt.com",
        "https://stridec.com/blog/seo-agency-vs-freelancer-which-is-better/?utm_source=chatgpt.com",
        "https://jssdigital.com.au/blog/seo-cost-perth?utm_source=chatgpt.com",
        "https://hustlemarketers.com/best-seo-perth/?utm_source=chatgpt.com",
        "https://summitweb.com.au/local-seo-firm-vs-online-freelancers/?utm_source=chatgpt.com",
        "https://www.rockingweb.com.au/seo-perth/?utm_source=chatgpt.com",
        "https://www.cohdigital.io/blog/online-marketing-agency-vs-freelancer-which-is-best-for-your-perth-business?utm_source=chatgpt.com",
        "https://www.everestx.com/compare/agency-vs-freelancer/seo?utm_source=chatgpt.com",
        "https://www.justwords.in/blog/seo-agency-vs-freelancer/?utm_source=chatgpt.com",
        "https://www.evolocity.com.au/seo/seo-consultant-vs-freelancer-vs-agency-australian-businesses/?utm_source=chatgpt.com",
        "https://underdog.digital/compare/seo-agency-vs-freelancer?utm_source=chatgpt.com",
        "https://indeedseo.com/blog/freelancer-vs-seo-agency/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "igrowix.com",
        "stridec.com",
        "jssdigital.com.au",
        "hustlemarketers.com",
        "summitweb.com.au",
        "rockingweb.com.au",
        "cohdigital.io",
        "everestx.com",
        "justwords.in",
        "evolocity.com.au",
        "underdog.digital",
        "indeedseo.com"
      ],
      "source_classes": [
        {
          "domain": "igrowix.com",
          "class": "ugc"
        },
        {
          "domain": "stridec.com",
          "class": "third-party"
        },
        {
          "domain": "jssdigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "summitweb.com.au",
          "class": "brand-source"
        },
        {
          "domain": "rockingweb.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cohdigital.io",
          "class": "third-party"
        },
        {
          "domain": "everestx.com",
          "class": "ugc"
        },
        {
          "domain": "justwords.in",
          "class": "third-party"
        },
        {
          "domain": "evolocity.com.au",
          "class": "brand-source"
        },
        {
          "domain": "underdog.digital",
          "class": "third-party"
        },
        {
          "domain": "indeedseo.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-seo_agency-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B2",
      "prompt": "Perth SEO agency vs freelancer which is better",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth SEO Studio",
        "Freelance SEO Consultant",
        "JSS Digital",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "Freelance Marketing Perth",
        "SEO Agency Perth WA",
        "Digital Hitmen"
      ],
      "brands_recommended": [
        "Perth SEO Studio",
        "Freelance SEO Consultant",
        "JSS Digital",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "Freelance Marketing Perth",
        "SEO Agency Perth WA",
        "Digital Hitmen"
      ],
      "brand_order": [
        "Perth SEO Studio",
        "Freelance SEO Consultant",
        "JSS Digital",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "Freelance Marketing Perth",
        "SEO Agency Perth WA",
        "Digital Hitmen"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.igrowix.com/blog/seo-services-perth-guide?utm_source=chatgpt.com",
        "https://jssdigital.com.au/blog/seo-cost-perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "igrowix.com",
        "jssdigital.com.au"
      ],
      "source_classes": [
        {
          "domain": "igrowix.com",
          "class": "ugc"
        },
        {
          "domain": "jssdigital.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-seo_agency-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B2",
      "prompt": "Perth SEO agency vs freelancer which is better",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "SEO Agency Perth WA"
      ],
      "brands_recommended": [
        "SEO Agency Perth WA"
      ],
      "brand_order": [
        "SEO Agency Perth WA"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-seo_agency-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B2",
      "prompt": "Perth SEO agency vs freelancer which is better",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "SEO Agency Perth WA"
      ],
      "brands_recommended": [
        "SEO Agency Perth WA"
      ],
      "brand_order": [
        "SEO Agency Perth WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://clutch.co/resources/when-to-hire-a-freelance-seo-vs-agency#:~:text=While%20a%20freelance%20SEO%20specialist%20can%20be,scale%20efforts%20up%20or%20down%20more%20seamlessly.",
        "https://www.upwork.com/resources/agency-vs-freelance#:~:text=agency%20work.%20Agency%20work%20usually%20offers%20more,stability%2C%20autonomy%2C%20and%20business%20responsibility%20you%20want.",
        "https://odindigital.com.au/blog/seo-freelancer-vs-agency#:~:text=Freelancer%20risk%3A%20Limited%20bandwidth.%20If%20your%20freelancer,depend%20on%20a%20single%20person's%20availability.%204.",
        "https://www.olivermunro.com/writersblog/saas-seo-agency#:~:text=*%20Team%20redundancy%20ensures%20continuity.%20If%20your,feel%20like%20just%20another%20client%20among%20many.",
        "https://www.olivermunro.com/writersblog/saas-seo-agency#:~:text=No%20account%20managers%2C%20no%20project%20coordinators%E2%80%94you%20work,contracts.%20*%20Personalised%20attention%20to%20your%20project."
      ],
      "cited_domains": [
        "clutch.co",
        "upwork.com",
        "odindigital.com.au",
        "olivermunro.com"
      ],
      "source_classes": [
        {
          "domain": "clutch.co",
          "class": "directory"
        },
        {
          "domain": "upwork.com",
          "class": "third-party"
        },
        {
          "domain": "odindigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "olivermunro.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-seo_agency-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B2",
      "prompt": "Perth SEO agency vs freelancer which is better",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://nexsage.com/seo-agency-vs-freelancer/#:~:text=Choosing%20between%20an%20SEO%20agency%2C%20a%20freelance,closely%20you%20want%20to%20manage%20the%20work.",
        "https://odindigital.com.au/blog/seo-freelancer-vs-agency#:~:text=You%20want%20full-service%20execution%20-%20strategy%2C%20content%2C,-%20performance%20guarantees%2C%20SLAs%2C%20and%20structured%20reporting.",
        "https://odindigital.com.au/blog/seo-freelancer-vs-agency#:~:text=You%20want%20full-service%20execution%20-%20strategy%2C%20content%2C,-%20performance%20guarantees%2C%20SLAs%2C%20and%20structured%20reporting.",
        "https://odindigital.com.au/blog/seo-freelancer-vs-agency#:~:text=The%20Bottom%20Line%3A%20Freelancer%20vs%20Agency.%20The,an%20SEO%20agency%20typically%20delivers%20superior%20ROI.",
        "https://www.digitaleer.com/seo-agency-vs-freelancer/#:~:text=Choose%20An%20SEO%20freelancer%20if%E2%80%A6%20*%20Your,you%20can%20fund%20a%20real%2C%20sustained%20effort."
      ],
      "cited_domains": [
        "nexsage.com",
        "odindigital.com.au",
        "digitaleer.com"
      ],
      "source_classes": [
        {
          "domain": "nexsage.com",
          "class": "third-party"
        },
        {
          "domain": "odindigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "digitaleer.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-seo_agency-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B3",
      "prompt": "most reputable SEO company in Perth with proven results",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Semrush Perth Agency Partners"
      ],
      "brands_recommended": [
        "Semrush Perth Agency Partners"
      ],
      "brand_order": [
        "Semrush Perth Agency Partners"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://hustlemarketers.com/best-seo-perth/",
        "https://agencies.semrush.com/list/seo/perth/",
        "https://seoroom.com.au/best-seo-agencies-perth/"
      ],
      "cited_domains": [
        "hustlemarketers.com",
        "agencies.semrush.com",
        "seoroom.com.au"
      ],
      "source_classes": [
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "seoroom.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-seo_agency-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B3",
      "prompt": "most reputable SEO company in Perth with proven results",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156"
      ],
      "brands_recommended": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156"
      ],
      "brand_order": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/",
        "https://hustlemarketers.com/best-seo-perth/",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://www.digitalhitmen.com.au/seo-perth/"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "hustlemarketers.com",
        "seotakeoff.com",
        "digitalhitmen.com.au"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        },
        {
          "domain": "digitalhitmen.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-seo_agency-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B3",
      "prompt": "most reputable SEO company in Perth with proven results",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:38",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Semrush Perth Agency",
        "PWD Digital Agency"
      ],
      "brands_recommended": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Semrush Perth Agency",
        "PWD Digital Agency"
      ],
      "brand_order": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Semrush Perth Agency",
        "PWD Digital Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/",
        "https://www.digitalhitmen.com.au/seo-perth/"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "digitalhitmen.com.au"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "digitalhitmen.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-seo_agency-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B3",
      "prompt": "most reputable SEO company in Perth with proven results",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Bonfire",
        "StudioHawk",
        "PWD Digital Agency",
        "Distl"
      ],
      "brands_recommended": [
        "Bonfire",
        "StudioHawk",
        "PWD Digital Agency",
        "Distl"
      ],
      "brand_order": [
        "Bonfire",
        "StudioHawk",
        "PWD Digital Agency",
        "Distl"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://pwd.com.au/seo-perth/",
        "https://www.bonfire.com.au/services/seo/",
        "https://studiohawk.com.au/seo-perth/",
        "https://agencies.semrush.com/list/seo/perth/",
        "https://xugar.com.au/seo/seo-perth/",
        "https://distl.com.au/seo/",
        "https://ecomexperts.au/",
        "https://seoroom.com.au/seo-agency-perth/",
        "https://studio22.com.au/digital-marketing/search-engine-optimisation/",
        "https://www.designrush.com/agency/search-engine-optimization/au/perth",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://perthdigitaledge.com.au/blog/seo-pricing/"
      ],
      "cited_domains": [
        "pwd.com.au",
        "bonfire.com.au",
        "studiohawk.com.au",
        "agencies.semrush.com",
        "xugar.com.au",
        "distl.com.au",
        "ecomexperts.au",
        "seoroom.com.au",
        "studio22.com.au",
        "designrush.com",
        "seotakeoff.com",
        "perthdigitaledge.com.au"
      ],
      "source_classes": [
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bonfire.com.au",
          "class": "brand-source"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "xugar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "distl.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ecomexperts.au",
          "class": "brand-source"
        },
        {
          "domain": "seoroom.com.au",
          "class": "brand-source"
        },
        {
          "domain": "studio22.com.au",
          "class": "brand-source"
        },
        {
          "domain": "designrush.com",
          "class": "directory"
        },
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        },
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-seo_agency-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B3",
      "prompt": "most reputable SEO company in Perth with proven results",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Bonfire",
        "StudioHawk",
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Highly Recommended Perth SEO Agencies"
      ],
      "brands_recommended": [
        "Bonfire",
        "StudioHawk",
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Highly Recommended Perth SEO Agencies"
      ],
      "brand_order": [
        "Bonfire",
        "StudioHawk",
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Highly Recommended Perth SEO Agencies"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.bonfire.com.au/services/seo/",
        "https://pwd.com.au/seo-perth/",
        "https://studiohawk.com.au/seo-perth/",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://xugar.com.au/seo/seo-perth/",
        "https://www.safaridigital.com.au/seo-perth/",
        "https://distl.com.au/seo/",
        "https://ecomexperts.au/",
        "https://www.designrush.com/agency/search-engine-optimization/au/perth"
      ],
      "cited_domains": [
        "bonfire.com.au",
        "pwd.com.au",
        "studiohawk.com.au",
        "seotakeoff.com",
        "xugar.com.au",
        "safaridigital.com.au",
        "distl.com.au",
        "ecomexperts.au",
        "designrush.com"
      ],
      "source_classes": [
        {
          "domain": "bonfire.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seotakeoff.com",
          "class": "brand-source"
        },
        {
          "domain": "xugar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "safaridigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "distl.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ecomexperts.au",
          "class": "brand-source"
        },
        {
          "domain": "designrush.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-seo_agency-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B3",
      "prompt": "most reputable SEO company in Perth with proven results",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Bonfire",
        "PWD Digital Agency",
        "StudioHawk",
        "Distl",
        "Studio22"
      ],
      "brands_recommended": [
        "Bonfire",
        "PWD Digital Agency",
        "StudioHawk",
        "Distl",
        "Studio22"
      ],
      "brand_order": [
        "Bonfire",
        "PWD Digital Agency",
        "StudioHawk",
        "Distl",
        "Studio22"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://pwd.com.au/seo-perth/",
        "https://www.bonfire.com.au/services/seo/",
        "https://distl.com.au/seo/",
        "https://studiohawk.com.au/seo-perth/",
        "https://agencies.semrush.com/list/seo/perth/",
        "https://xugar.com.au/seo/seo-perth/",
        "https://ecomexperts.au/",
        "https://studio22.com.au/digital-marketing/search-engine-optimisation/",
        "https://perthdigitaledge.com.au/blog/seo-pricing/"
      ],
      "cited_domains": [
        "pwd.com.au",
        "bonfire.com.au",
        "distl.com.au",
        "studiohawk.com.au",
        "agencies.semrush.com",
        "xugar.com.au",
        "ecomexperts.au",
        "studio22.com.au",
        "perthdigitaledge.com.au"
      ],
      "source_classes": [
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bonfire.com.au",
          "class": "brand-source"
        },
        {
          "domain": "distl.com.au",
          "class": "brand-source"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "xugar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ecomexperts.au",
          "class": "brand-source"
        },
        {
          "domain": "studio22.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-seo_agency-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B3",
      "prompt": "most reputable SEO company in Perth with proven results",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Dilate",
        "Perth SEO Studio",
        "Bloom Digital",
        "PWD Digital Agency",
        "Daisy Digital",
        "Ascot, WA, Australia | Suite T12/152 Great Eastern Highway"
      ],
      "brands_recommended": [
        "Dilate",
        "Perth SEO Studio",
        "Bloom Digital",
        "PWD Digital Agency",
        "Daisy Digital",
        "Ascot, WA, Australia | Suite T12/152 Great Eastern Highway"
      ],
      "brand_order": [
        "Dilate",
        "Perth SEO Studio",
        "Bloom Digital",
        "PWD Digital Agency",
        "Daisy Digital",
        "Ascot, WA, Australia | Suite T12/152 Great Eastern Highway"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seoperthexperts.com.au/seo-case-studies/?utm_source=chatgpt.com",
        "https://sellseo.ai/agencies/au/perth?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/local-seo/perth/?utm_source=chatgpt.com",
        "https://www.netsearch.com.au/seo-perth/seo-case-studies/?utm_source=chatgpt.com",
        "https://distl.com.au/seo/?utm_source=chatgpt.com",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/?utm_source=chatgpt.com",
        "https://hustlemarketers.com/best-seo-perth/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo-consulting/perth/?utm_source=chatgpt.com",
        "https://www.netsearch.com.au/our-work/?utm_source=chatgpt.com",
        "https://aiims.group/brillare-electrical-seo-case-study-perth/?utm_source=chatgpt.com",
        "https://perthdigitaledge.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "seoperthexperts.com.au",
        "sellseo.ai",
        "agencies.semrush.com",
        "netsearch.com.au",
        "distl.com.au",
        "digitalnomadshq.com.au",
        "hustlemarketers.com",
        "aiims.group",
        "perthdigitaledge.com.au"
      ],
      "source_classes": [
        {
          "domain": "seoperthexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sellseo.ai",
          "class": "third-party"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "netsearch.com.au",
          "class": "brand-source"
        },
        {
          "domain": "distl.com.au",
          "class": "brand-source"
        },
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "aiims.group",
          "class": "third-party"
        },
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-seo_agency-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B3",
      "prompt": "most reputable SEO company in Perth with proven results",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Digital Hitmen",
        "AIIMS Group"
      ],
      "brands_recommended": [
        "Digital Hitmen",
        "AIIMS Group"
      ],
      "brand_order": [
        "Digital Hitmen",
        "AIIMS Group"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seoperthexperts.com.au/seo-case-studies/?utm_source=chatgpt.com",
        "https://www.digitalhitmen.com.au/seo-perth/?utm_source=chatgpt.com",
        "https://pwd.com.au/seo-perth/?utm_source=chatgpt.com",
        "https://aiims.group/brillare-electrical-seo-case-study-perth/?utm_source=chatgpt.com",
        "https://seoroom.com.au/?utm_source=chatgpt.com",
        "https://www.simkul.au/casestudies?utm_source=chatgpt.com",
        "https://slinky.au/case-studies/?utm_source=chatgpt.com",
        "https://www.enkindlegroup.com.au/results?utm_source=chatgpt.com",
        "https://loomdigital.com.au/seo-perth?utm_source=chatgpt.com",
        "https://localseoperth.com.au/case-studies/?utm_source=chatgpt.com",
        "https://www.seoperthexperts.com.au/?utm_source=chatgpt.com",
        "https://perthseo.ai/case-studies/?utm_source=chatgpt.com",
        "https://clutch.co/profile/pitch-black?utm_source=chatgpt.com",
        "https://clutch.co/profile/perth-digital-edge?utm_source=chatgpt.com",
        "https://clutch.co/profile/perth-seo-studio?utm_source=chatgpt.com",
        "https://clutch.co/profile/pathfinder-marketing?utm_source=chatgpt.com",
        "https://clutch.co/profile/digital-hitmen?utm_source=chatgpt.com",
        "https://clutch.co/profile/mad-men-marketing-0?utm_source=chatgpt.com",
        "https://clutch.co/profile/dq-australia?utm_source=chatgpt.com",
        "https://clutch.co/profile/technotize?utm_source=chatgpt.com",
        "https://clutch.co/au/agencies/digital-marketing%3Fpage%3D4?page=4&utm_source=chatgpt.com",
        "https://clutch.co/profile/bang-digital?utm_source=chatgpt.com",
        "https://clutch.co/au/agencies/digital-marketing?page=4&utm_source=chatgpt.com",
        "https://clutch.co/profile/seo-perth-experts?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "seoperthexperts.com.au",
        "digitalhitmen.com.au",
        "pwd.com.au",
        "aiims.group",
        "seoroom.com.au",
        "simkul.au",
        "slinky.au",
        "enkindlegroup.com.au",
        "loomdigital.com.au",
        "localseoperth.com.au",
        "perthseo.ai",
        "clutch.co"
      ],
      "source_classes": [
        {
          "domain": "seoperthexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "digitalhitmen.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aiims.group",
          "class": "third-party"
        },
        {
          "domain": "seoroom.com.au",
          "class": "brand-source"
        },
        {
          "domain": "simkul.au",
          "class": "brand-source"
        },
        {
          "domain": "slinky.au",
          "class": "brand-source"
        },
        {
          "domain": "enkindlegroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "loomdigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "localseoperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthseo.ai",
          "class": "third-party"
        },
        {
          "domain": "clutch.co",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-seo_agency-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B3",
      "prompt": "most reputable SEO company in Perth with proven results",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth SEO Studio",
        "The SEO Company",
        "Semrush Perth Agency Partners",
        "Concise Digital Pty Ltd",
        "Bang Digital",
        "Sprice Digital",
        "Halo Digital"
      ],
      "brands_recommended": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth SEO Studio",
        "The SEO Company",
        "Semrush Perth Agency Partners",
        "Concise Digital Pty Ltd",
        "Bang Digital",
        "Sprice Digital",
        "Halo Digital"
      ],
      "brand_order": [
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Perth SEO Studio",
        "The SEO Company",
        "Semrush Perth Agency Partners",
        "Concise Digital Pty Ltd",
        "Bang Digital",
        "Sprice Digital",
        "Halo Digital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/digital-hitmen/?utm_source=chatgpt.com",
        "https://agencies.semrush.com/list/seo/perth/?utm_source=chatgpt.com",
        "https://www.digitalhitmen.com.au/?utm_source=chatgpt.com",
        "https://perthseostudio.com.au/?utm_source=chatgpt.com",
        "https://theseocompany.com.au/services-perth?utm_source=chatgpt.com",
        "https://www.netsearch.com.au/seo-perth/seo-case-studies/?utm_source=chatgpt.com",
        "https://www.netsearch.com.au/our-work/?utm_source=chatgpt.com",
        "https://www.netsearch.com.au/?utm_source=chatgpt.com",
        "https://www.seoperthexperts.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "digitalhitmen.com.au",
        "perthseostudio.com.au",
        "theseocompany.com.au",
        "netsearch.com.au",
        "seoperthexperts.com.au"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "digitalhitmen.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "theseocompany.com.au",
          "class": "brand-source"
        },
        {
          "domain": "netsearch.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seoperthexperts.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-seo_agency-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B3",
      "prompt": "most reputable SEO company in Perth with proven results",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/",
        "https://perthseostudio.com.au/#:~:text=Perth%20SEO%20Studio%20is%20battle-tested%20with%20a,best%20SEO%20companies!%204.9.%20%2F5.%2032%20reviews.",
        "https://perthseostudio.com.au/#:~:text=We%20believe%20in%20%E2%80%9Copen%20book%20SEO%E2%80%9D%20%E2%80%93,*%20They're%20not%20doing%20very%20much%20work.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=They%20moved%20through%20several%20offices%20before%20settling,demonstrating%20their%20ability%20to%20deliver%20consistent%20results.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Clients%20appreciate%20their%20straightforward%20pricing%20model%3A%20%E2%80%9Cno,monthly%20fees%20based%20on%20objectives%20and%20timelines.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Industry%20Experience.%20With%20over%20a%20decade%20in,consulting%2C%20SEO%2C%20and%20large-scale%20campaign%20management.%203.",
        "https://agencies.semrush.com/list/seo/perth/",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Data-driven%20marketing.%20Overview.%20Founded%20in%202007%2C%20Bang,multiple%20Google%20Premier%20Partner%20Awards%20for%20excellence.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Data-driven%20marketing.%20Overview.%20Founded%20in%202007%2C%20Bang,multiple%20Google%20Premier%20Partner%20Awards%20for%20excellence.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=%E2%80%9CDigital%20Nomads%20have%20delivered%20an%20excellent%20standard,eCommerce.%20Hospitality%20%26%20Tourism.%20NDIS.%20Real%20Estate."
      ],
      "cited_domains": [
        "digitalnomadshq.com.au",
        "perthseostudio.com.au",
        "agencies.semrush.com"
      ],
      "source_classes": [
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        },
        {
          "domain": "perthseostudio.com.au",
          "class": "brand-source"
        },
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-seo_agency-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B3",
      "prompt": "most reputable SEO company in Perth with proven results",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/#:~:text=Discover%20your%20website's%20true%20potential.%20120%20reviews.,Australia%2C%20Australia.%20*%20SEO%2C%20SEO%20Consulting%20%2B7.",
        "https://www.goodfirms.co/seo-agencies/perth#:~:text=SEO%20Perth%20Experts%3A%20Driving%20Perth%20Businesses%20to,Perth's%20small%20and%20medium-sized%20enterprises%20into%20online",
        "https://www.designrush.com/agency/search-engine-optimization/au/perth#:~:text=*%20SEO%20Perth%20Experts.%20Professional%20SEO%20Services,meet%20the%20unique%20needs%20of%20our%20clients",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Ai%20Generate%20Portrait%20Image%20Spark%20Streamline%20Icon%3A,multiple%20Google%20Premier%20Partner%20Awards%20for%20excellence.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Industry%20Experience.%20With%20over%20a%20decade%20in,consulting%2C%20SEO%2C%20and%20large-scale%20campaign%20management.%203.",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/#:~:text=Ai%20Generate%20Portrait%20Image%20Spark%20Streamline%20Icon%3A,to%20give%20clients%20clear%20visibility%20into%20campaigns."
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "goodfirms.co",
        "designrush.com",
        "digitalnomadshq.com.au"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "goodfirms.co",
          "class": "directory"
        },
        {
          "domain": "designrush.com",
          "class": "directory"
        },
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-seo_agency-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B3",
      "prompt": "most reputable SEO company in Perth with proven results",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "PWD Digital Agency",
        "White Chalk Road",
        "Impressive Digital"
      ],
      "brands_recommended": [
        "PWD Digital Agency",
        "White Chalk Road",
        "Impressive Digital"
      ],
      "brand_order": [
        "PWD Digital Agency",
        "White Chalk Road",
        "Impressive Digital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/seo/perth/",
        "https://pwd.com.au/seo-perth/",
        "https://digitalnomadshq.com.au/blog/best-seo-companies-perth/",
        "https://distl.com.au/seo/",
        "https://www.babylovegrowth.ai/en/blog/top-seo-agencies-in-perth-comparison",
        "https://impressive.com.au/seo-perth/"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "pwd.com.au",
        "digitalnomadshq.com.au",
        "distl.com.au",
        "babylovegrowth.ai",
        "impressive.com.au"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "digitalnomadshq.com.au",
          "class": "directory"
        },
        {
          "domain": "distl.com.au",
          "class": "brand-source"
        },
        {
          "domain": "babylovegrowth.ai",
          "class": "third-party"
        },
        {
          "domain": "impressive.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-seo_agency-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B4",
      "prompt": "affordable SEO services Perth monthly retainer",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Halo Digital"
      ],
      "brands_recommended": [
        "Halo Digital"
      ],
      "brand_order": [
        "Halo Digital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://alpineroot.com.au/seo-perth",
        "https://perthdigitaledge.com.au/blog/seo-pricing/",
        "https://halodigital.com.au/seo-perth/",
        "https://affordableseoperth.com.au/seo-packages/",
        "https://seoroom.com.au/seo-agency-perth/"
      ],
      "cited_domains": [
        "alpineroot.com.au",
        "perthdigitaledge.com.au",
        "halodigital.com.au",
        "affordableseoperth.com.au",
        "seoroom.com.au"
      ],
      "source_classes": [
        {
          "domain": "alpineroot.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        },
        {
          "domain": "halodigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "affordableseoperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seoroom.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-seo_agency-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B4",
      "prompt": "affordable SEO services Perth monthly retainer",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://perthdigitaledge.com.au/blog/seo-pricing/",
        "https://studiohawk.com.au/blog/seo-pricing/",
        "https://www.allmarketing.com.au/blog/seo-cost-australia-perth-business-pricing/"
      ],
      "cited_domains": [
        "perthdigitaledge.com.au",
        "studiohawk.com.au",
        "allmarketing.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allmarketing.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-seo_agency-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B4",
      "prompt": "affordable SEO services Perth monthly retainer",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://perthdigitaledge.com.au/blog/seo-pricing/",
        "https://studiohawk.com.au/blog/seo-pricing/",
        "https://workspacein.com/blog/seo/seo-cost-australia"
      ],
      "cited_domains": [
        "perthdigitaledge.com.au",
        "studiohawk.com.au",
        "workspacein.com"
      ],
      "source_classes": [
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "workspacein.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-seo_agency-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B4",
      "prompt": "affordable SEO services Perth monthly retainer",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "AlpineRoot AU"
      ],
      "brands_recommended": [
        "AlpineRoot AU"
      ],
      "brand_order": [
        "AlpineRoot AU"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://alpineroot.com.au/seo-perth",
        "https://perthdigitaledge.com.au/blog/seo-pricing/",
        "https://gleemiummarketing.com.au/blog/affordable-seo-services-for-small-businesses-perth/",
        "https://www.supercheapdigital.com.au/search-engine-optimisation-perth/",
        "https://firewiredigital.com.au/learn/seo/seo-cost-australia/",
        "https://www.elevateseoperth.com.au/service/search-engine-optimization/",
        "https://bring.au/how-much-does-seo-cost-in-australia/",
        "https://www.allmarketing.com.au/blog/seo-cost-australia-perth-business-pricing/",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa"
      ],
      "cited_domains": [
        "alpineroot.com.au",
        "perthdigitaledge.com.au",
        "gleemiummarketing.com.au",
        "supercheapdigital.com.au",
        "firewiredigital.com.au",
        "elevateseoperth.com.au",
        "bring.au",
        "allmarketing.com.au",
        "seotakeoff.com"
      ],
      "source_classes": [
        {
          "domain": "alpineroot.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gleemiummarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "supercheapdigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "firewiredigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "elevateseoperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bring.au",
          "class": "brand-source"
        },
        {
          "domain": "allmarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-seo_agency-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B4",
      "prompt": "affordable SEO services Perth monthly retainer",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://studiohawk.com.au/blog/seo-pricing/",
        "https://alpineroot.com.au/seo-perth",
        "https://bring.au/how-much-does-seo-cost-in-australia/",
        "https://perthdigitaledge.com.au/blog/seo-pricing/",
        "https://firewiredigital.com.au/learn/seo/seo-cost-australia/",
        "https://gleemiummarketing.com.au/blog/affordable-seo-services-for-small-businesses-perth/",
        "https://www.allmarketing.com.au/blog/seo-cost-australia-perth-business-pricing/",
        "https://searchscope.com.au/seo-perth/",
        "https://seoroom.com.au/seo-agency-perth/"
      ],
      "cited_domains": [
        "studiohawk.com.au",
        "alpineroot.com.au",
        "bring.au",
        "perthdigitaledge.com.au",
        "firewiredigital.com.au",
        "gleemiummarketing.com.au",
        "allmarketing.com.au",
        "searchscope.com.au",
        "seoroom.com.au"
      ],
      "source_classes": [
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "alpineroot.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bring.au",
          "class": "brand-source"
        },
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        },
        {
          "domain": "firewiredigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gleemiummarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "allmarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "searchscope.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seoroom.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-seo_agency-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B4",
      "prompt": "affordable SEO services Perth monthly retainer",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Super Cheap Digital",
        "Perth Digital Edge"
      ],
      "brands_recommended": [
        "Super Cheap Digital",
        "Perth Digital Edge"
      ],
      "brand_order": [
        "Super Cheap Digital",
        "Perth Digital Edge"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthdigitaledge.com.au/blog/seo-pricing/",
        "https://seoroom.com.au/seo-agency-perth/",
        "https://www.pathfindermarketing.com.au/best-perth-seo-agencies/",
        "https://www.supercheapdigital.com.au/search-engine-optimisation-perth/",
        "https://gleemiummarketing.com.au/blog/affordable-seo-services-for-small-businesses-perth/",
        "https://alpineroot.com.au/seo-perth",
        "https://searchscope.com.au/seo-perth/",
        "https://www.loudachris.com.au/seo/perth",
        "https://seoroom.com.au/local-seo-expert-perth/"
      ],
      "cited_domains": [
        "perthdigitaledge.com.au",
        "seoroom.com.au",
        "pathfindermarketing.com.au",
        "supercheapdigital.com.au",
        "gleemiummarketing.com.au",
        "alpineroot.com.au",
        "searchscope.com.au",
        "loudachris.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seoroom.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pathfindermarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "supercheapdigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gleemiummarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "alpineroot.com.au",
          "class": "brand-source"
        },
        {
          "domain": "searchscope.com.au",
          "class": "brand-source"
        },
        {
          "domain": "loudachris.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-seo_agency-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B4",
      "prompt": "affordable SEO services Perth monthly retainer",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "The SEO Room",
        "SEO Perth Expert"
      ],
      "brands_recommended": [
        "The SEO Room",
        "SEO Perth Expert"
      ],
      "brand_order": [
        "The SEO Room",
        "SEO Perth Expert"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://jpwebsites.com.au/services/affordable-seo-perth/?utm_source=chatgpt.com",
        "https://affordableseoperth.com.au/?utm_source=chatgpt.com",
        "https://seoroom.com.au/?utm_source=chatgpt.com",
        "https://dezigndigital.com.au/perth/digital-marketing-agency/?utm_source=chatgpt.com",
        "https://searchscope.com.au/seo-perth/?utm_source=chatgpt.com",
        "https://upsoul.com.au/?utm_source=chatgpt.com",
        "https://www.kaanturk.com/locations/perth?utm_source=chatgpt.com",
        "https://stratifyiq.com.au/seo/landscapers/perth?utm_source=chatgpt.com",
        "https://geoffrey.com.au/seo-plans/?utm_source=chatgpt.com",
        "https://affordableseoperth.com.au/seo-packages/?utm_source=chatgpt.com",
        "https://searchscope.com.au/seo-consultant/?utm_source=chatgpt.com",
        "https://seoperth.expert/affordable-seo-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "jpwebsites.com.au",
        "affordableseoperth.com.au",
        "seoroom.com.au",
        "dezigndigital.com.au",
        "searchscope.com.au",
        "upsoul.com.au",
        "kaanturk.com",
        "stratifyiq.com.au",
        "geoffrey.com.au",
        "seoperth.expert"
      ],
      "source_classes": [
        {
          "domain": "jpwebsites.com.au",
          "class": "brand-source"
        },
        {
          "domain": "affordableseoperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seoroom.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dezigndigital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "searchscope.com.au",
          "class": "brand-source"
        },
        {
          "domain": "upsoul.com.au",
          "class": "brand-source"
        },
        {
          "domain": "kaanturk.com",
          "class": "third-party"
        },
        {
          "domain": "stratifyiq.com.au",
          "class": "brand-source"
        },
        {
          "domain": "geoffrey.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seoperth.expert",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-seo_agency-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B4",
      "prompt": "affordable SEO services Perth monthly retainer",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "The SEO Room",
        "SEO Perth",
        "SEO Perth Expert",
        "Perth Local SEO Company",
        "The Search Specialist",
        "The SEO Company",
        "Perth SEO Studio",
        "Perth Digital Agency",
        "SEO Agency Perth WA",
        "Halo Digital"
      ],
      "brands_recommended": [
        "The SEO Room",
        "SEO Perth",
        "SEO Perth Expert",
        "Perth Local SEO Company",
        "The Search Specialist",
        "The SEO Company",
        "Perth SEO Studio",
        "Perth Digital Agency",
        "SEO Agency Perth WA",
        "Halo Digital"
      ],
      "brand_order": [
        "The SEO Room",
        "SEO Perth",
        "SEO Perth Expert",
        "Perth Local SEO Company",
        "The Search Specialist",
        "The SEO Company",
        "Perth SEO Studio",
        "Perth Digital Agency",
        "SEO Agency Perth WA",
        "Halo Digital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://seoroom.com.au/seo-agency-perth?utm_source=chatgpt.com",
        "https://seoroom.com.au/?utm_source=chatgpt.com",
        "https://affordableseoperth.com.au/?utm_source=chatgpt.com",
        "https://jpwebsites.com.au/services/affordable-seo-perth/?utm_source=chatgpt.com",
        "https://searchscope.com.au/seo-perth/?utm_source=chatgpt.com",
        "https://theseocompany.com.au/pricing?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "seoroom.com.au",
        "affordableseoperth.com.au",
        "jpwebsites.com.au",
        "searchscope.com.au",
        "theseocompany.com.au"
      ],
      "source_classes": [
        {
          "domain": "seoroom.com.au",
          "class": "brand-source"
        },
        {
          "domain": "affordableseoperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "jpwebsites.com.au",
          "class": "brand-source"
        },
        {
          "domain": "searchscope.com.au",
          "class": "brand-source"
        },
        {
          "domain": "theseocompany.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-seo_agency-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B4",
      "prompt": "affordable SEO services Perth monthly retainer",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "The SEO Room",
        "SEO Perth",
        "Perth SEO Studio",
        "Bonfire",
        "Studio22",
        "SEO Perth Expert",
        "SEO Agency Perth WA",
        "Perth Digital Agency",
        "Concise Digital Pty Ltd"
      ],
      "brands_recommended": [
        "The SEO Room",
        "SEO Perth",
        "Perth SEO Studio",
        "Bonfire",
        "Studio22",
        "SEO Perth Expert",
        "SEO Agency Perth WA",
        "Perth Digital Agency",
        "Concise Digital Pty Ltd"
      ],
      "brand_order": [
        "The SEO Room",
        "SEO Perth",
        "Perth SEO Studio",
        "Bonfire",
        "Studio22",
        "SEO Perth Expert",
        "SEO Agency Perth WA",
        "Perth Digital Agency",
        "Concise Digital Pty Ltd"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://seoroom.com.au/?utm_source=chatgpt.com",
        "https://seoroom.com.au/seo-agency-perth?utm_source=chatgpt.com",
        "https://affordableseoperth.com.au/?utm_source=chatgpt.com",
        "https://jpwebsites.com.au/services/affordable-seo-perth/?utm_source=chatgpt.com",
        "https://www.clear-click.com/blog/seo-cost-perth?utm_source=chatgpt.com",
        "https://studio22.com.au/how-much-does-seo-cost-in-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "seoroom.com.au",
        "affordableseoperth.com.au",
        "jpwebsites.com.au",
        "clear-click.com",
        "studio22.com.au"
      ],
      "source_classes": [
        {
          "domain": "seoroom.com.au",
          "class": "brand-source"
        },
        {
          "domain": "affordableseoperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "jpwebsites.com.au",
          "class": "brand-source"
        },
        {
          "domain": "clear-click.com",
          "class": "third-party"
        },
        {
          "domain": "studio22.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-seo_agency-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B4",
      "prompt": "affordable SEO services Perth monthly retainer",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://perthdigitaledge.com.au/blog/seo-pricing/#:~:text=As%20a%20local%20benchmark%2C%20SEO%20pricing%20in,per%20month%20and%20usually%20include%20basic%20services.",
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=Monthly%20SEO%20Pricing%20Tiers%20*%201.%20Entry-Level,micro-businesses%20or%20early-stage%20startups%20in%20low-competition%20niches.",
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=Monthly%20SEO%20Pricing%20Tiers%20*%201.%20Entry-Level,micro-businesses%20or%20early-stage%20startups%20in%20low-competition%20niches.",
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=One%20or%20two%20local%20citations%20or%20backlinks.,SEO%20starts%20to%20drive%20measurable%20business%20outcomes.",
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=Campaigns%20typically%20include%3A%20Ongoing%20keyword%20research%20tied,enough%20hours%20to%20execute%20properly%20each%20month.",
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=Conversion-focused%20reporting.%20For%20most%20small%20to%20medium-sized,Comprehensive%20SEO%20strategy%20across%20all%20site%20sections.",
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=*%203.%20Authority%20SEO%20(%245%2C000%2B%2Fmonth)%20This%20is,to%20earn%20high-quality%20links%20and%20brand%20mentions.",
        "https://www.supercheapdigital.com.au/search-engine-optimisation-perth/#:~:text=It%20typically%20takes%203-6%20months%20to%20start,reputable%20SEO%20agency%20can%20guarantee%20first-page%20rankings."
      ],
      "cited_domains": [
        "perthdigitaledge.com.au",
        "studiohawk.com.au",
        "supercheapdigital.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthdigitaledge.com.au",
          "class": "brand-source"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "supercheapdigital.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-seo_agency-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B4",
      "prompt": "affordable SEO services Perth monthly retainer",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=Monthly%20SEO%20Pricing%20Tiers%20*%201.%20Entry-Level,micro-businesses%20or%20early-stage%20startups%20in%20low-competition%20niches.",
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=Monthly%20SEO%20Pricing%20Tiers%20*%201.%20Entry-Level,micro-businesses%20or%20early-stage%20startups%20in%20low-competition%20niches.",
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=Monthly%20SEO%20Pricing%20Tiers%20*%201.%20Entry-Level,micro-businesses%20or%20early-stage%20startups%20in%20low-competition%20niches.",
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=Monthly%20SEO%20Pricing%20Tiers%20*%201.%20Entry-Level,micro-businesses%20or%20early-stage%20startups%20in%20low-competition%20niches.",
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=%24500%E2%80%93%241%2C000%2Fmonth%3A%20Entry-level.%20Light%20audit%2C%20limited%20keywords%2C%20minimal,expertise.%20Project-based%3A%20%242%2C000%E2%80%93%2410%2C000%20for%20audits%20or%20migrations.",
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=Campaigns%20typically%20include%3A%20Ongoing%20keyword%20research%20tied,enough%20hours%20to%20execute%20properly%20each%20month.",
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=Monthly%20SEO%20Pricing%20Tiers%20*%201.%20Entry-Level,micro-businesses%20or%20early-stage%20startups%20in%20low-competition%20niches.",
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=*%203.%20Authority%20SEO%20(%245%2C000%2B%2Fmonth)%20This%20is,to%20earn%20high-quality%20links%20and%20brand%20mentions.",
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=*%203.%20Authority%20SEO%20(%245%2C000%2B%2Fmonth)%20This%20is,to%20earn%20high-quality%20links%20and%20brand%20mentions.",
        "https://connectconvert.com.au/freelance-seo-in-perth-how-to-get-organic-traffic/#:~:text=If%20you're%20looking%20for%20a%20freelance%20SEO,custom%20strategies%20tailored%20to%20your%20business%20goals."
      ],
      "cited_domains": [
        "studiohawk.com.au",
        "connectconvert.com.au"
      ],
      "source_classes": [
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "connectconvert.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-seo_agency-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B4",
      "prompt": "affordable SEO services Perth monthly retainer",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=Monthly%20SEO%20Pricing%20Tiers%20*%201.%20Entry-Level,micro-businesses%20or%20early-stage%20startups%20in%20low-competition%20niches.",
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=Monthly%20SEO%20Pricing%20Tiers%20*%201.%20Entry-Level,micro-businesses%20or%20early-stage%20startups%20in%20low-competition%20niches.",
        "https://itcentral.com.au/seo-packages-perth/#:~:text=Foundations.%20%24950%20%2F%20month.%20A%20focused%20starting,Most%20popular%20Growth.%20Growth.%20%241%2C450%20%2F%20month.",
        "https://itcentral.com.au/seo-packages-perth/#:~:text=Foundations.%20%24950%20%2F%20month.%20A%20focused%20starting,Most%20popular%20Growth.%20Growth.%20%241%2C450%20%2F%20month.",
        "https://itcentral.com.au/seo-packages-perth/#:~:text=Tracking%20for%20up%20to%2020%20target%20phrases.,per%20month.%20Ongoing%20technical%20and%20internal-link%20improvements.",
        "https://itcentral.com.au/seo-packages-perth/#:~:text=One%20targeted%20content%20asset%20per%20month.%20Ongoing,Tracking%20for%20up%20to%20100%20target%20phrases.",
        "https://studiohawk.com.au/blog/seo-pricing/#:~:text=Look%20for%20agencies%20that%3A%20*%20Provide%20transparent,signals%20through%20quality%20links%20and%20press%20coverage."
      ],
      "cited_domains": [
        "studiohawk.com.au",
        "itcentral.com.au"
      ],
      "source_classes": [
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "itcentral.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-seo_agency-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B5",
      "prompt": "who can fix my Google rankings in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Bloom Digital",
        "Digital Hitmen",
        "Discerning Digital",
        "Concise Digital Pty Ltd",
        "The Start",
        "Bang Digital",
        "Perth SEO Studio",
        "White Chalk Road",
        "World Global Solutions",
        "Bonfire",
        "Perth Local SEO Company",
        "Daisy Digital",
        "Social Force™",
        "Apex Digital Agency",
        "Social Meteor",
        "Perth Digital Agency",
        "Lethal Digital",
        "PS Digital",
        "Business Warriors",
        "Ammo Marketing"
      ],
      "brands_recommended": [
        "Bloom Digital",
        "Digital Hitmen",
        "Discerning Digital",
        "Concise Digital Pty Ltd",
        "The Start",
        "Bang Digital",
        "Perth SEO Studio",
        "White Chalk Road",
        "World Global Solutions",
        "Bonfire",
        "Perth Local SEO Company",
        "Daisy Digital",
        "Social Force™",
        "Apex Digital Agency",
        "Social Meteor",
        "Perth Digital Agency",
        "Lethal Digital",
        "PS Digital",
        "Business Warriors",
        "Ammo Marketing"
      ],
      "brand_order": [
        "Bloom Digital",
        "Digital Hitmen",
        "Discerning Digital",
        "Concise Digital Pty Ltd",
        "The Start",
        "Bang Digital",
        "Perth SEO Studio",
        "White Chalk Road",
        "World Global Solutions",
        "Bonfire",
        "Perth Local SEO Company",
        "Daisy Digital",
        "Social Force™",
        "Apex Digital Agency",
        "Social Meteor",
        "Perth Digital Agency",
        "Lethal Digital",
        "PS Digital",
        "Business Warriors",
        "Ammo Marketing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seoperthexperts.com.au/",
        "https://hustlemarketers.com/best-seo-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWEycHdkbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpISjNjVEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HZHROakJzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2EzcGpiREV3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1aZk1sOXVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOemNXSjRablp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcWVuRXdPVzF6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4Nk9ISnJiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2EzZzRiVEF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad2JEbHVkemgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdGVqaHhlSEo0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd00zbDRNemxpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeU9XcHhaSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwa09YTm9OM2xtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZNFpqbG5kalZ3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Raa01EUjViSEUYCg"
      ],
      "cited_domains": [
        "seoperthexperts.com.au",
        "hustlemarketers.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "seoperthexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hustlemarketers.com",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-seo_agency-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B5",
      "prompt": "who can fix my Google rankings in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Local SEO Company",
        "Discerning Digital",
        "Perth SEO Studio",
        "Concise Digital Pty Ltd",
        "Halo Digital",
        "Local SEO Perth Agency",
        "The Start",
        "Ecomexperts",
        "World Global Solutions",
        "Bloom Digital",
        "The Search Specialist",
        "SEO Perth Expert",
        "White Chalk Road",
        "Apex Digital Agency",
        "Scott Shorter",
        "Stefan Kyle Digital",
        "Two Moons Consulting",
        "Softtrix Tech Solutions Pvt Ltd.",
        "Bang Digital",
        "SEO  specialist or digital agency",
        "Notable Perth SEO Providers & Agencies"
      ],
      "brands_recommended": [
        "Perth Local SEO Company",
        "Discerning Digital",
        "Perth SEO Studio",
        "Concise Digital Pty Ltd",
        "Halo Digital",
        "Local SEO Perth Agency",
        "The Start",
        "Ecomexperts",
        "World Global Solutions",
        "Bloom Digital",
        "The Search Specialist",
        "SEO Perth Expert",
        "White Chalk Road",
        "Apex Digital Agency",
        "Scott Shorter",
        "Stefan Kyle Digital",
        "Two Moons Consulting",
        "Softtrix Tech Solutions Pvt Ltd.",
        "Bang Digital",
        "Notable Perth SEO Providers & Agencies"
      ],
      "brand_order": [
        "Perth Local SEO Company",
        "Discerning Digital",
        "Perth SEO Studio",
        "Concise Digital Pty Ltd",
        "Halo Digital",
        "Local SEO Perth Agency",
        "The Start",
        "Ecomexperts",
        "World Global Solutions",
        "Bloom Digital",
        "The Search Specialist",
        "SEO Perth Expert",
        "White Chalk Road",
        "Apex Digital Agency",
        "Scott Shorter",
        "Stefan Kyle Digital",
        "Two Moons Consulting",
        "Softtrix Tech Solutions Pvt Ltd.",
        "Bang Digital",
        "Notable Perth SEO Providers & Agencies"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcWVuRXdPVzF6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWEycHdkbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2EzcGpiREV3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2JIQTBaRFJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpISjNjVEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM01qSndNemczGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhjNU1EYzBiVGh4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HZHROakJzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeU1HWXdlSFJmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOemNXSjRablp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2JEWTBPVGc1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGpjNWVYRmtiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1aZk1sOXVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad2JEbHVkemgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YW1kc2VUbHNibU0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSM1gyWXhlV1pxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM04yUm9NR1IzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc1eGJUZDVNbTVpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOQRgK"
      ],
      "cited_domains": [
        "seotakeoff.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-seo_agency-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B5",
      "prompt": "who can fix my Google rankings in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Bloom Digital",
        "Discerning Digital",
        "Concise Digital Pty Ltd",
        "The Start",
        "Perth Local SEO Company",
        "Digital Hitmen",
        "Perth SEO Studio",
        "White Chalk Road",
        "Bang Digital",
        "Daisy Digital",
        "World Global Solutions",
        "Apex Digital Agency",
        "Bonfire",
        "Social Force™",
        "Perth Digital Agency",
        "PS Digital",
        "Lethal Digital",
        "Business Warriors",
        "Social Meteor",
        "Ammo Marketing",
        "SEO Agency Perth WA"
      ],
      "brands_recommended": [
        "Bloom Digital",
        "Discerning Digital",
        "Concise Digital Pty Ltd",
        "The Start",
        "Perth Local SEO Company",
        "Digital Hitmen",
        "Perth SEO Studio",
        "White Chalk Road",
        "Bang Digital",
        "Daisy Digital",
        "World Global Solutions",
        "Apex Digital Agency",
        "Bonfire",
        "Social Force™",
        "Perth Digital Agency",
        "PS Digital",
        "Lethal Digital",
        "Business Warriors",
        "Social Meteor",
        "Ammo Marketing"
      ],
      "brand_order": [
        "Bloom Digital",
        "Discerning Digital",
        "Concise Digital Pty Ltd",
        "The Start",
        "Perth Local SEO Company",
        "Digital Hitmen",
        "Perth SEO Studio",
        "White Chalk Road",
        "Bang Digital",
        "Daisy Digital",
        "World Global Solutions",
        "Apex Digital Agency",
        "Bonfire",
        "Social Force™",
        "Perth Digital Agency",
        "PS Digital",
        "Lethal Digital",
        "Business Warriors",
        "Social Meteor",
        "Ammo Marketing"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdaZmJITnRiV1p6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSbWEycHdkbTV4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpISjNjVEJtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HZHROakJzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOcWVuRXdPVzF6GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkb2NXeHdhSEY1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd0d2EzcGpiREV3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1aZk1sOXVjQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzVOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4Nk9ISnJiQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOemNXSjRablp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad2JEbHVkemgzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4YUdZd2Rub3hPRGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd2EzZzRiVEF3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZd00zbDRNemxpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwa09YTm9OM2xtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RZeU9XcHhaSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZNFpqbG5kalZ3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkdGVqaHhlSEo0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1Raa01EUjViSEUYCg"
      ],
      "cited_domains": [
        "seotakeoff.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "seotakeoff.com",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-seo_agency-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B5",
      "prompt": "who can fix my Google rankings in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "StudioHawk"
      ],
      "brands_recommended": [
        "StudioHawk"
      ],
      "brand_order": [
        "StudioHawk"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seoperthexperts.com.au/how-can-local-businesses-improve-their-google-rankings-in-perth/",
        "https://searchscope.com.au/gmb-management-perth/",
        "https://www.facebook.com/groups/SmallBusinessPerth/posts/26376384862053889/",
        "https://futuretechperth.com.au/search-engine-optimization/",
        "https://www.seotakeoff.com/blog/best-seo-agencies-perth-wa",
        "https://studiohawk.com.au/seo-perth/",
        "https://searchscope.com.au/local-seo-perth/",
        "https://futuretechperth.com.au/search-engine-optimization-perth/",
        "https://www.seoperthexperts.com.au/local-seo/"
      ],
      "cited_domains": [
        "seoperthexperts.com.au",
        "searchscope.com.au",
        "facebook.com",
        "futuretechperth.com.au",
        "seotakeoff.com",
        "studiohawk.com.au"
      ],
      "source_classes": [
        {
          "domain": "seoperthexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "searchscope.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "futuretechperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "seotakeoff.com",
          "class": "directory"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-seo_agency-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B5",
      "prompt": "who can fix my Google rankings in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Search Scope",
        "Future Tech Perth",
        "StudioHawk"
      ],
      "brands_recommended": [
        "Search Scope",
        "Future Tech Perth",
        "StudioHawk"
      ],
      "brand_order": [
        "Search Scope",
        "Future Tech Perth",
        "StudioHawk"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seoperthexperts.com.au/how-can-local-businesses-improve-their-google-rankings-in-perth/",
        "https://www.facebook.com/groups/SmallBusinessPerth/posts/26376384862053889/",
        "https://3phasemarketing.com.au/blogs/local-seo-in-perth/",
        "https://inkjam.au/seo/",
        "https://pwd.com.au/blog/seo-secrets-for-perth-businesses/",
        "https://futuretechperth.com.au/search-engine-optimization/"
      ],
      "cited_domains": [
        "seoperthexperts.com.au",
        "facebook.com",
        "3phasemarketing.com.au",
        "inkjam.au",
        "pwd.com.au",
        "futuretechperth.com.au"
      ],
      "source_classes": [
        {
          "domain": "seoperthexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "3phasemarketing.com.au",
          "class": "brand-source"
        },
        {
          "domain": "inkjam.au",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        },
        {
          "domain": "futuretechperth.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-seo_agency-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B5",
      "prompt": "who can fix my Google rankings in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Search Scope",
        "Other Perth SEO Agencies"
      ],
      "brands_recommended": [
        "Search Scope",
        "Other Perth SEO Agencies"
      ],
      "brand_order": [
        "Search Scope",
        "Other Perth SEO Agencies"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seoperthexperts.com.au/how-can-local-businesses-improve-their-google-rankings-in-perth/",
        "https://www.webwizards.com.au/services/search-engine-optimisation-perth-seo/",
        "https://futuretechperth.com.au/search-engine-optimization/",
        "https://searchscope.com.au/gmb-management-perth/",
        "https://studiohawk.com.au/seo-perth/",
        "https://inkjam.au/seo/",
        "https://pwd.com.au/seo-perth/optimise-google-my-business/",
        "https://searchscope.com.au/seo-perth/",
        "https://futuretechperth.com.au/search-engine-optimization-perth/",
        "https://www.seoperthexperts.com.au/local-seo/"
      ],
      "cited_domains": [
        "seoperthexperts.com.au",
        "webwizards.com.au",
        "futuretechperth.com.au",
        "searchscope.com.au",
        "studiohawk.com.au",
        "inkjam.au",
        "pwd.com.au"
      ],
      "source_classes": [
        {
          "domain": "seoperthexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "webwizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "futuretechperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "searchscope.com.au",
          "class": "brand-source"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "inkjam.au",
          "class": "brand-source"
        },
        {
          "domain": "pwd.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-seo_agency-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B5",
      "prompt": "who can fix my Google rankings in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Digital Hitmen",
        "Perth SEO Studio"
      ],
      "brands_recommended": [
        "Digital Hitmen",
        "Perth SEO Studio"
      ],
      "brand_order": [
        "Digital Hitmen",
        "Perth SEO Studio"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://agencies.semrush.com/list/search-engine-marketing/perth/?utm_source=chatgpt.com",
        "https://sellseo.ai/agencies/au/perth?utm_source=chatgpt.com",
        "https://pixelscorp.com/blog/top-10-seo-agencies-in-perth-australia/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "agencies.semrush.com",
        "sellseo.ai",
        "pixelscorp.com"
      ],
      "source_classes": [
        {
          "domain": "agencies.semrush.com",
          "class": "third-party"
        },
        {
          "domain": "sellseo.ai",
          "class": "third-party"
        },
        {
          "domain": "pixelscorp.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-seo_agency-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B5",
      "prompt": "who can fix my Google rankings in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Search Scope",
        "Perth SEO Studio",
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Caffeinate Digital",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "Discerning Digital",
        "Halo Digital",
        "World Global Solutions"
      ],
      "brands_recommended": [
        "Search Scope",
        "Perth SEO Studio",
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Caffeinate Digital",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "Discerning Digital",
        "Halo Digital",
        "World Global Solutions"
      ],
      "brand_order": [
        "Search Scope",
        "Perth SEO Studio",
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "Caffeinate Digital",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "Discerning Digital",
        "Halo Digital",
        "World Global Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://searchscope.com.au/local-seo-perth/?utm_source=chatgpt.com",
        "https://www.webwizards.com.au/services/search-engine-optimisation-perth-seo/?utm_source=chatgpt.com",
        "https://www.ignitesearch.com.au/seo-perth/?utm_source=chatgpt.com",
        "https://caffeinate.com.au/seo/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "searchscope.com.au",
        "webwizards.com.au",
        "ignitesearch.com.au",
        "caffeinate.com.au"
      ],
      "source_classes": [
        {
          "domain": "searchscope.com.au",
          "class": "brand-source"
        },
        {
          "domain": "webwizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ignitesearch.com.au",
          "class": "brand-source"
        },
        {
          "domain": "caffeinate.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-seo_agency-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B5",
      "prompt": "who can fix my Google rankings in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Search Scope",
        "Perth SEO Studio",
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "White Chalk Road",
        "Bang Digital",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "SEO Agency Perth WA",
        "Perth Digital Agency"
      ],
      "brands_recommended": [
        "Search Scope",
        "Perth SEO Studio",
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "White Chalk Road",
        "Bang Digital",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "SEO Agency Perth WA",
        "Perth Digital Agency"
      ],
      "brand_order": [
        "Search Scope",
        "Perth SEO Studio",
        "Attadale, WA, Australia | 1/11 Hislop Rd, Attadale WA 6156",
        "White Chalk Road",
        "Bang Digital",
        "SEO Perth Expert",
        "Concise Digital Pty Ltd",
        "SEO Agency Perth WA",
        "Perth Digital Agency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://searchscope.com.au/local-seo-perth/?utm_source=chatgpt.com",
        "https://www.webwizards.com.au/services/search-engine-optimisation-perth-seo/?utm_source=chatgpt.com",
        "https://caffeinate.com.au/seo/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "searchscope.com.au",
        "webwizards.com.au",
        "caffeinate.com.au"
      ],
      "source_classes": [
        {
          "domain": "searchscope.com.au",
          "class": "brand-source"
        },
        {
          "domain": "webwizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "caffeinate.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-seo_agency-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B5",
      "prompt": "who can fix my Google rankings in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Search Engine Optimisation  agency or consultant"
      ],
      "brands_recommended": [
        "Search Engine Optimisation  agency or consultant"
      ],
      "brand_order": [
        "Search Engine Optimisation  agency or consultant"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.seoperthexperts.com.au/",
        "https://www.dilate.com.au/seo-services/#:~:text=The%20difference%20in%20Dilate's%20SEO%20services%20*,Perth%20to%20optimise%20your%20site%20for%20SEO.",
        "https://www.webwizards.com.au/services/search-engine-optimisation-perth-seo/#:~:text=Web%20Wizards%20is%20a%20Cannington-based%20SEO%20agency,Perth-focused%20local%20search%20strategies%20that%20actually%20work.",
        "https://www.liamridingscopywriter.com.au/seo-perth#:~:text=Why%20Choose%20me%20as%20Your%20Perth%20SEO,invested%20in%20the%20success%20of%20your%20business.",
        "https://www.webwizards.com.au/services/search-engine-optimisation-perth-seo/#:~:text=How%20much%20does%20SEO%20cost%20in%20Perth%3F,3%E2%80%936%20months%20of%20starting%20an%20ongoing%20campaign."
      ],
      "cited_domains": [
        "seoperthexperts.com.au",
        "dilate.com.au",
        "webwizards.com.au",
        "liamridingscopywriter.com.au"
      ],
      "source_classes": [
        {
          "domain": "seoperthexperts.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dilate.com.au",
          "class": "brand-source"
        },
        {
          "domain": "webwizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "liamridingscopywriter.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-seo_agency-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B5",
      "prompt": "who can fix my Google rankings in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Search Engine Optimisation  agency",
        "Local SEO specialist"
      ],
      "brands_recommended": [
        "Search Engine Optimisation  agency",
        "Local SEO specialist"
      ],
      "brand_order": [
        "Search Engine Optimisation  agency",
        "Local SEO specialist"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.liamridingscopywriter.com.au/seo-perth#:~:text=Unlike%20other%20marketing%20consultants%2C%20I%20don't%20spread,who%20lives%20and%20breathes%20search%20engine%20optimisation.",
        "https://www.webwizards.com.au/services/search-engine-optimisation-perth-seo/#:~:text=Web%20Wizards%20is%20a%20Cannington-based%20SEO%20agency,Perth-focused%20local%20search%20strategies%20that%20actually%20work.",
        "https://www.digitxl.com.au/seo-agency-perth/#:~:text=SEO%20Agency%20in%20Perth%3A%20Boost%20Rankings%20%26,and%20turn%20website%20traffic%20into%20real%20revenue.",
        "https://searchscope.com.au/gmb-management-perth/#:~:text=Search%20Scope%20provides%20Google%20Business%20Profile%20management,end%20to%20end%20from%20%24399%2Fmonth%2C%20no%20lock-in.",
        "https://www.shirainfotech.com/location/google-business-profile-management-services-in-perth-australia#:~:text=As%20the%20best%20GMB%20expert%20in%20Perth,strategies.%203.%20Customer%20Reviews%20and%20Social%20Proof.",
        "https://www.digitxl.com.au/seo-agency-perth/#:~:text=No%20reputable%20SEO%20agency%20can%20guarantee%20a,SEO%20agency%20in%20Perth%20for%20my%20business%3F"
      ],
      "cited_domains": [
        "liamridingscopywriter.com.au",
        "webwizards.com.au",
        "digitxl.com.au",
        "searchscope.com.au",
        "shirainfotech.com"
      ],
      "source_classes": [
        {
          "domain": "liamridingscopywriter.com.au",
          "class": "brand-source"
        },
        {
          "domain": "webwizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "digitxl.com.au",
          "class": "brand-source"
        },
        {
          "domain": "searchscope.com.au",
          "class": "brand-source"
        },
        {
          "domain": "shirainfotech.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-seo_agency-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "seo-agency-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-seo_agency-B5",
      "prompt": "who can fix my Google rankings in Perth",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "SEO agency",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Search Engine Optimisation  agencies and specialists"
      ],
      "brands_recommended": [
        "Search Engine Optimisation  agencies and specialists"
      ],
      "brand_order": [
        "Search Engine Optimisation  agencies and specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.digitxl.com.au/seo-agency-perth/#:~:text=An%20SEO%20agency%20in%20Perth%20can%20improve,local%20SEO%2C%20authority%20building%20and%20performance%20reporting.",
        "https://studiohawk.com.au/seo-perth/",
        "https://www.webwizards.com.au/services/search-engine-optimisation-perth-seo/#:~:text=Web%20Wizards%20is%20a%20Cannington-based%20SEO%20agency,Perth-focused%20local%20search%20strategies%20that%20actually%20work.",
        "https://www.dilate.com.au/seo-services/#:~:text=The%20difference%20in%20Dilate's%20SEO%20services%20*,Perth%20to%20optimise%20your%20site%20for%20SEO.",
        "https://www.digitxl.com.au/seo-agency-perth/#:~:text=Ideal%20for%20businesses%20targeting%20a%20regional%20audience.,Local%20citation%20services.%20*%20Geo-targeted%20SEO%20campaigns.",
        "https://studiohawk.com.au/seo-perth/#:~:text=We're%20here%20to%20help%20with%20a%20free,we'll%20suss%20where%20you're%20site%20is%20at.",
        "https://www.digitxl.com.au/seo-agency-perth/#:~:text=Yes.%20A%20Perth%20SEO%20agency%20can%20improve,and%20searches%20from%20customers%20near%20your%20location.",
        "https://www.webwizards.com.au/services/search-engine-optimisation-perth-seo/#:~:text=How%20much%20does%20SEO%20cost%20in%20Perth%3F,3%E2%80%936%20months%20of%20starting%20an%20ongoing%20campaign."
      ],
      "cited_domains": [
        "digitxl.com.au",
        "studiohawk.com.au",
        "webwizards.com.au",
        "dilate.com.au"
      ],
      "source_classes": [
        {
          "domain": "digitxl.com.au",
          "class": "brand-source"
        },
        {
          "domain": "studiohawk.com.au",
          "class": "brand-source"
        },
        {
          "domain": "webwizards.com.au",
          "class": "brand-source"
        },
        {
          "domain": "dilate.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-seo_agency-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A1",
      "prompt": "best solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fritts Solar",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Koala Solar",
        "Perth Solar Power Installations",
        "Solar Harvest",
        "PSW Energy, Perth Solar Warehouse",
        "Positive Energy Solutions",
        "PV POINT",
        "Regen Power",
        "MLEC Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Think Renewable",
        "SunBoost Solar",
        "Aus Energy Solar",
        "Pro Custom Energy",
        "West Coast Solar",
        "Talk Energy Solar & Battery",
        "Solar4Ever",
        "SolarGrid Perth"
      ],
      "brands_recommended": [
        "Fritts Solar",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Koala Solar",
        "Perth Solar Power Installations",
        "Solar Harvest",
        "PSW Energy, Perth Solar Warehouse",
        "Positive Energy Solutions",
        "PV POINT",
        "Regen Power",
        "MLEC Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Think Renewable",
        "SunBoost Solar",
        "Aus Energy Solar",
        "Pro Custom Energy",
        "West Coast Solar",
        "Talk Energy Solar & Battery",
        "Solar4Ever",
        "SolarGrid Perth"
      ],
      "brand_order": [
        "Fritts Solar",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Koala Solar",
        "Perth Solar Power Installations",
        "Solar Harvest",
        "PSW Energy, Perth Solar Warehouse",
        "Positive Energy Solutions",
        "PV POINT",
        "Regen Power",
        "MLEC Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Think Renewable",
        "SunBoost Solar",
        "Aus Energy Solar",
        "Pro Custom Energy",
        "West Coast Solar",
        "Talk Energy Solar & Battery",
        "Solar4Ever",
        "SolarGrid Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMFltMHdiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFpHeG1NVEpqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsNk1HSnhlSFl3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aek5HdDBYekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJelp6TTNZM0l3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKM05tb3hNR3B4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkdGQyYzRNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NUSnhNbXA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk5UYzJaR1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKamRqWnNiak13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeWQyWTFPSEp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNME1tNTVjR2g1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveWJtaHpkRzF1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpITm5jSGhyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOM2NuTXhjVGxzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNGJUbG9lakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2EybzROVGhuGAo"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-solar_installer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A1",
      "prompt": "best solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly-Rated Solar Installers in Perth"
      ],
      "brands_recommended": [
        "Highly-Rated Solar Installers in Perth"
      ],
      "brand_order": [
        "Highly-Rated Solar Installers in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solarquotes.com.au/installers/cities/perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://perthsolarforce.com.au/",
        "https://tallyenergygroup.com.au/best-solar-installers-perth/",
        "https://www.youtube.com/watch?v=lTL_67WP6KU",
        "https://www.productreview.com.au/c/solar-panel-installers/l/western-australia_au",
        "https://www.youtube.com/watch?v=iHMaF_Wshk8&t=265",
        "https://www.productreview.com.au/listings/perth-solar-force"
      ],
      "cited_domains": [
        "solarquotes.com.au",
        "westernpower.com.au",
        "perthsolarforce.com.au",
        "tallyenergygroup.com.au",
        "youtube.com",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tallyenergygroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-solar_installer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A1",
      "prompt": "best solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.sunwiz.com.au/most-popular-solar-installers-western-australia-2026/",
        "https://regenpower.com/",
        "https://www.youtube.com/watch?v=iHMaF_Wshk8&t=265",
        "https://www.youtube.com/watch?v=Fg3iuiy4AGY&t=128"
      ],
      "cited_domains": [
        "sunwiz.com.au",
        "regenpower.com",
        "youtube.com"
      ],
      "source_classes": [
        {
          "domain": "sunwiz.com.au",
          "class": "directory"
        },
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-solar_installer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A1",
      "prompt": "best solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Warehouse",
        "SolarQuotes"
      ],
      "brands_recommended": [
        "Perth Solar Warehouse",
        "SolarQuotes"
      ],
      "brand_order": [
        "Perth Solar Warehouse",
        "SolarQuotes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://perthsolarwarehouse.com.au/",
        "https://regenpower.com/",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2024/",
        "https://www.solargain.com.au/location/solar-power-perth",
        "https://positiveenergy.com.au/"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "perthsolarwarehouse.com.au",
        "regenpower.com",
        "solargain.com.au",
        "positiveenergy.com.au"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "directory"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "solargain.com.au",
          "class": "brand-source"
        },
        {
          "domain": "positiveenergy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-solar_installer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A1",
      "prompt": "best solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Warehouse",
        "SolarQuotes"
      ],
      "brands_recommended": [
        "Perth Solar Warehouse",
        "SolarQuotes"
      ],
      "brand_order": [
        "Perth Solar Warehouse",
        "SolarQuotes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://perthsolarwarehouse.com.au/",
        "https://regenpower.com/",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2024/",
        "https://www.solargain.com.au/location/solar-power-perth",
        "https://positiveenergy.com.au/"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "perthsolarwarehouse.com.au",
        "regenpower.com",
        "solargain.com.au",
        "positiveenergy.com.au"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "solargain.com.au",
          "class": "brand-source"
        },
        {
          "domain": "positiveenergy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-solar_installer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A1",
      "prompt": "best solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-solar_installer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A1",
      "prompt": "best solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Warehouse",
        "Koala Solar",
        "Empower Solar Australia",
        "Positive Energy Solutions",
        "Fritts Solar"
      ],
      "brands_recommended": [
        "Perth Solar Warehouse",
        "Koala Solar",
        "Empower Solar Australia",
        "Positive Energy Solutions",
        "Fritts Solar"
      ],
      "brand_order": [
        "Perth Solar Warehouse",
        "Koala Solar",
        "Empower Solar Australia",
        "Positive Energy Solutions",
        "Fritts Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/wa/perth-6000/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "solarquotes.com.au",
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-solar_installer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A1",
      "prompt": "best solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Koala Solar",
        "Fritts Solar",
        "Perth Solar Warehouse",
        "Positive Energy Solutions",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Aus Energy Solar",
        "SolarGrid Perth",
        "Solar WA",
        "Think Renewable",
        "Solar Harvest",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "Clean NRG Solar"
      ],
      "brands_recommended": [
        "Koala Solar",
        "Fritts Solar",
        "Perth Solar Warehouse",
        "Positive Energy Solutions",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Aus Energy Solar",
        "SolarGrid Perth",
        "Solar WA",
        "Think Renewable",
        "Solar Harvest",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "Clean NRG Solar"
      ],
      "brand_order": [
        "Koala Solar",
        "Fritts Solar",
        "Perth Solar Warehouse",
        "Positive Energy Solutions",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Aus Energy Solar",
        "SolarGrid Perth",
        "Solar WA",
        "Think Renewable",
        "Solar Harvest",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "Clean NRG Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "solarquotes.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-solar_installer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A1",
      "prompt": "best solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Koala Solar",
        "Perth Solar Warehouse",
        "Fritts Solar",
        "Positive Energy Solutions",
        "Empower Solar Australia",
        "Best Solar Installers",
        "Perth Solar Force",
        "SolarGrid Perth",
        "Solar WA",
        "Think Renewable",
        "Solar Harvest",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "Future Solar WA",
        "Clean NRG Solar"
      ],
      "brands_recommended": [
        "Koala Solar",
        "Perth Solar Warehouse",
        "Fritts Solar",
        "Positive Energy Solutions",
        "Empower Solar Australia",
        "Best Solar Installers",
        "Perth Solar Force",
        "SolarGrid Perth",
        "Solar WA",
        "Think Renewable",
        "Solar Harvest",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "Future Solar WA",
        "Clean NRG Solar"
      ],
      "brand_order": [
        "Koala Solar",
        "Perth Solar Warehouse",
        "Fritts Solar",
        "Positive Energy Solutions",
        "Empower Solar Australia",
        "Best Solar Installers",
        "Perth Solar Force",
        "SolarGrid Perth",
        "Solar WA",
        "Think Renewable",
        "Solar Harvest",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "Future Solar WA",
        "Clean NRG Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/wa/perth-6000/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com",
        "https://bestsolarinstallers.com.au/best/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "solarquotes.com.au",
        "starworks.com.au",
        "bestsolarinstallers.com.au"
      ],
      "source_classes": [
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "bestsolarinstallers.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-solar_installer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A1",
      "prompt": "best solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.solar365.net.au/solar-365-ranked-1-among-perth-top-solar-companies#:~:text=*%20According%20to%20top10solarcompanies.com.au%2Fperth%2C%20Solar%20365%20stood,build%20its%20strong%20reputation%20among%20Perth%20homeowners.",
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=Perth%20Solar%20Force%20is%20a%20trusted%20solar,satisfaction%2C%20reflected%20in%20its%20positive%20Google%20reviews.",
        "https://www.houzz.com/professionals/solar-energy-contractors/perth-08-au-probr0-bo~t_11816~r_2063523#:~:text=Read%20More.%20480%20Scarborough%20Beach%20Rd%2C%20Osborne,SOLAR%20POWER%20(The%20sunlight%20power%20station%20builder).",
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=Mouritz%20Solar%20is%20a%20solar%20company%20based,4-star%20Google%20rating%20for%20its%20reliable%20service.",
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=They%20travelled%20all%20the%20way%20from%20PERTH,Other%20than%20that%2C%20everything%20was%20spot%20on."
      ],
      "cited_domains": [
        "solar365.net.au",
        "solarpanelsandbatterypackage.com",
        "houzz.com"
      ],
      "source_classes": [
        {
          "domain": "solar365.net.au",
          "class": "brand-source"
        },
        {
          "domain": "solarpanelsandbatterypackage.com",
          "class": "third-party"
        },
        {
          "domain": "houzz.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-solar_installer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A1",
      "prompt": "best solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.solar365.net.au/solar-365-ranked-1-among-perth-top-solar-companies#:~:text=We%20beat%20the%20many%20solar%20competitors%20like,storage%20systems%20using%20experienced%20in-house%20installation%20teams.",
        "https://www.solar365.net.au/solar-365-ranked-1-among-perth-top-solar-companies#:~:text=*%20We%20are%20approved%20by%20the%20Clean,deliver%20solar%20solutions%20for%20homes%20and%20businesses.",
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=*%20Infinite%20Energy%20has%20been%20operating%20for,especially%20in%20residential%20and%20commercial%20solar%20installations.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Their%20systems%20are%20neatly%20installed%20with%20clean,13%20years.%20%E2%80%8B%20Why%20we%20like%20them.",
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=Perth%20Solar%20Force%20is%20a%20trusted%20solar,satisfaction%2C%20reflected%20in%20its%20positive%20Google%20reviews.",
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=Mouritz%20Solar%20is%20a%20solar%20company%20based,4-star%20Google%20rating%20for%20its%20reliable%20service.",
        "https://www.youtube.com/watch?v=L57BlmqI3hw",
        "https://www.solar365.net.au/solar-365-ranked-1-among-perth-top-solar-companies#:~:text=*%20We%20are%20approved%20by%20the%20Clean,deliver%20solar%20solutions%20for%20homes%20and%20businesses.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Their%20systems%20are%20neatly%20installed%20with%20clean,13%20years.%20%E2%80%8B%20Why%20we%20like%20them."
      ],
      "cited_domains": [
        "solar365.net.au",
        "solarpanelsandbatterypackage.com",
        "top10solarcompanies.com.au",
        "youtube.com"
      ],
      "source_classes": [
        {
          "domain": "solar365.net.au",
          "class": "brand-source"
        },
        {
          "domain": "solarpanelsandbatterypackage.com",
          "class": "third-party"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-solar_installer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A1",
      "prompt": "best solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Positive Energy Solutions"
      ],
      "brands_recommended": [
        "Positive Energy Solutions"
      ],
      "brand_order": [
        "Positive Energy Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestsolarinstallers.com.au/best/perth/#:~:text=Perth%2C%20Australia.%206.6kW%20from%20%244%2C500%20%2F%2013kW,13kw%20from%20%249%2C500%20(after%20stc%20rebate).%20Strengths.",
        "https://bestsolarinstallers.com.au/best/perth/#:~:text=Perth%2C%20Australia.%206.6kW%20from%20%244%2C500%20%2F%2013kW,13kw%20from%20%249%2C500%20(after%20stc%20rebate).%20Strengths.",
        "https://www.top10solarcompanies.com.au/perth",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/#:~:text=First%20Place%20%E2%80%93%20Regen%20Power.%20Founded%20in,and%20is%20headquartered%20in%20Canning%20Vale%2C%20Perth.",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/#:~:text=Some%20of%20what%20the%20many%20Regen%20Power,service%20has%20always%20been%20exceptional.%E2%80%9D%20%E2%80%93%20Tracey.",
        "https://bestsolarinstallers.com.au/best/perth/#:~:text=Perth%2C%20Australia.%206.6kW%20from%20%244%2C500%20%2F%2013kW,13kw%20from%20%249%2C500%20(after%20stc%20rebate).%20Strengths.",
        "https://bestsolarinstallers.com.au/best/perth/#:~:text=Perth%2C%20Australia.%206.6kW%20from%20%244%2C500%20%2F%2013kW,13kw%20from%20%249%2C500%20(after%20stc%20rebate).%20Strengths.",
        "https://bestsolarinstallers.com.au/best/perth/#:~:text=Perth%2C%20Australia.%206.6kW%20from%20%244%2C500%20%2F%2013kW,13kw%20from%20%249%2C500%20(after%20stc%20rebate).%20Strengths.",
        "https://bestsolarinstallers.com.au/best/perth/#:~:text=Perth%2C%20Australia.%206.6kW%20from%20%244%2C500%20%2F%2013kW,13kw%20from%20%249%2C500%20(after%20stc%20rebate).%20Strengths.",
        "https://perthsolarforce.com.au/#:~:text=Perth%20Solar%20Force%20is%20an%20award-winning%20provider,proudly%20employ%20over%20100%20employees%20throughout%20WA.",
        "https://perthsolarforce.com.au/#:~:text=Perth%20Solar%20Force%20is%20an%20award-winning%20provider,proudly%20employ%20over%20100%20employees%20throughout%20WA.",
        "https://perthsolarforce.com.au/#:~:text=We've%20got%20you%20covered%2C%20now%20and%20always.,Western%20Australia's%20Top%20Solar%20and%20Battery%20Installer.",
        "https://www.solar365.net.au/solar-365-ranked-1-among-perth-top-solar-companies#:~:text=As%20part%20of%20our%20continued%20growth%20across,our%20inventory%20capacity%2C%20and%20enhance%20operational%20efficiency.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Top%2010%20Solar%20Companies%20in%20Perth%20*,customer%20support.%20%E2%80%8B%20Why%20we%20like%20them.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=They%20specialise%20in%20solar%20panels%2C%20battery%20storage%2C,installation.%20%E2%80%8B%20What%20are%20their%20installs%20like%3F",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/#:~:text=%E2%80%93%20Phil.%20WA%20Runners-Up.%20In%20second%20place,of%20Western%20Australia.%20Read%20PSW%20Energy%20reviews.",
        "https://bestsolarinstallers.com.au/best/perth/#:~:text=6.6kW%20from%20%244%2C500%20%2F%2013kW%20from%20%249%2C500,flag)%20overall%20quality%20and%20reliability%20in%20Perth.",
        "https://bestsolarinstallers.com.au/best/perth/#:~:text=4%20Verified%20Solar%20Installers%20in%20Perth%2C%20Ranked.,Tesla%20Powerwall%2C%20Sungrow.%20*%20%E2%9C%9321%2B%20years%20operating."
      ],
      "cited_domains": [
        "bestsolarinstallers.com.au",
        "top10solarcompanies.com.au",
        "solarquotes.com.au",
        "perthsolarforce.com.au",
        "solar365.net.au"
      ],
      "source_classes": [
        {
          "domain": "bestsolarinstallers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solar365.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-solar_installer-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A2",
      "prompt": "top solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.sunwiz.com.au/most-popular-solar-installers-western-australia-2026/",
        "https://www.youtube.com/watch?v=lTL_67WP6KU",
        "https://www.youtube.com/watch?v=iHMaF_Wshk8&t=265"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "sunwiz.com.au",
        "youtube.com"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sunwiz.com.au",
          "class": "directory"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-solar_installer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A2",
      "prompt": "top solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Fritts Solar",
        "Solar Harvest",
        "Perth Solar Power Installations",
        "Positive Energy Solutions",
        "MLEC Solar",
        "Empower Solar Australia",
        "PSW Energy, Perth Solar Warehouse",
        "Ampere Solar",
        "Aus Energy Solar",
        "Mt Solar WA Pty Ltd",
        "Perth Solar Force",
        "Regen Power",
        "Think Renewable",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Raf Power",
        "Koala Solar",
        "Urban Solar Life",
        "Australis Solar",
        "Pro Custom Energy",
        "National Renewable"
      ],
      "brands_recommended": [
        "Fritts Solar",
        "Solar Harvest",
        "Perth Solar Power Installations",
        "Positive Energy Solutions",
        "MLEC Solar",
        "Empower Solar Australia",
        "PSW Energy, Perth Solar Warehouse",
        "Ampere Solar",
        "Aus Energy Solar",
        "Mt Solar WA Pty Ltd",
        "Perth Solar Force",
        "Regen Power",
        "Think Renewable",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Raf Power",
        "Koala Solar",
        "Urban Solar Life",
        "Australis Solar",
        "Pro Custom Energy",
        "National Renewable"
      ],
      "brand_order": [
        "Fritts Solar",
        "Solar Harvest",
        "Perth Solar Power Installations",
        "Positive Energy Solutions",
        "MLEC Solar",
        "Empower Solar Australia",
        "PSW Energy, Perth Solar Warehouse",
        "Ampere Solar",
        "Aus Energy Solar",
        "Mt Solar WA Pty Ltd",
        "Perth Solar Force",
        "Regen Power",
        "Think Renewable",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Raf Power",
        "Koala Solar",
        "Urban Solar Life",
        "Australis Solar",
        "Pro Custom Energy",
        "National Renewable"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsNk1HSnhlSFl3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJelp6TTNZM0l3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NUSnhNbXA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMFltMHdiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aek5HdDBYekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNE5tUTFiRE51GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNME1tNTVjR2g1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmQyUm1Oeko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkdGQyYzRNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKamRqWnNiak13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk5UYzJaR1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKeE9Xb3djelZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFpHeG1NVEpqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGRIUnpaRzVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0bWQzcDZadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveWJtaHpkRzF1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzd01HUTFhbm8wGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-solar_installer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A2",
      "prompt": "top solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Fritts Solar",
        "Empower Solar Australia",
        "PSW Energy, Perth Solar Warehouse",
        "Solar Harvest",
        "Mt Solar WA Pty Ltd",
        "Perth Solar Force",
        "Positive Energy Solutions",
        "Koala Solar",
        "Just Solar Co",
        "Perth Solar Power Installations",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Think Renewable",
        "MLEC Solar",
        "Aus Energy Solar",
        "Solar Naturally",
        "Urban Solar Life",
        "Regen Power",
        "Australis Solar",
        "National Renewable",
        "Raf Power"
      ],
      "brands_recommended": [
        "Fritts Solar",
        "Empower Solar Australia",
        "PSW Energy, Perth Solar Warehouse",
        "Solar Harvest",
        "Mt Solar WA Pty Ltd",
        "Perth Solar Force",
        "Positive Energy Solutions",
        "Koala Solar",
        "Just Solar Co",
        "Perth Solar Power Installations",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Think Renewable",
        "MLEC Solar",
        "Aus Energy Solar",
        "Solar Naturally",
        "Urban Solar Life",
        "Regen Power",
        "Australis Solar",
        "National Renewable",
        "Raf Power"
      ],
      "brand_order": [
        "Fritts Solar",
        "Empower Solar Australia",
        "PSW Energy, Perth Solar Warehouse",
        "Solar Harvest",
        "Mt Solar WA Pty Ltd",
        "Perth Solar Force",
        "Positive Energy Solutions",
        "Koala Solar",
        "Just Solar Co",
        "Perth Solar Power Installations",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Think Renewable",
        "MLEC Solar",
        "Aus Energy Solar",
        "Solar Naturally",
        "Urban Solar Life",
        "Regen Power",
        "Australis Solar",
        "National Renewable",
        "Raf Power"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://tallyenergygroup.com.au/best-solar-installers-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMFltMHdiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aek5HdDBYekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsNk1HSnhlSFl3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmQyUm1Oeko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJelp6TTNZM0l3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFpHeG1NVEpqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMU0yeGlOM2hvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk5UYzJaR1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKamRqWnNiak13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NUSnhNbXA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNME1tNTVjR2g1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhoMk4zWTBjURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGRIUnpaRzVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkdGQyYzRNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0bWQzcDZadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzd01HUTFhbm8wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKeE9Xb3djelZvGAo"
      ],
      "cited_domains": [
        "tallyenergygroup.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "tallyenergygroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-solar_installer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A2",
      "prompt": "top solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://www.top10solarcompanies.com.au/perth",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2024/",
        "https://perthsolarforce.com.au/",
        "https://regenpower.com/",
        "https://www.sunwiz.com.au/perth-solar-warehouse-is-a-top-10-solar-installer-top-volume-solar-retailer-best-rated-and-local-solar-hero-for-2025/",
        "https://connectsolar.com.au/"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "top10solarcompanies.com.au",
        "perthsolarforce.com.au",
        "regenpower.com",
        "sunwiz.com.au",
        "connectsolar.com.au"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "sunwiz.com.au",
          "class": "directory"
        },
        {
          "domain": "connectsolar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-solar_installer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A2",
      "prompt": "top solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-solar_installer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A2",
      "prompt": "top solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-solar_installer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A2",
      "prompt": "top solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Regen Power",
        "MLEC Solar",
        "Perth Solar Warehouse",
        "Koala Solar",
        "Fritts Solar",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "Solar Naturally",
        "Raf Power",
        "SolarGrid Perth",
        "Clean NRG Solar"
      ],
      "brands_recommended": [
        "Regen Power",
        "MLEC Solar",
        "Perth Solar Warehouse",
        "Koala Solar",
        "Fritts Solar",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "Solar Naturally",
        "Raf Power",
        "SolarGrid Perth",
        "Clean NRG Solar"
      ],
      "brand_order": [
        "Regen Power",
        "MLEC Solar",
        "Perth Solar Warehouse",
        "Koala Solar",
        "Fritts Solar",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "Solar Naturally",
        "Raf Power",
        "SolarGrid Perth",
        "Clean NRG Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "solarquotes.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-solar_installer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A2",
      "prompt": "top solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Koala Solar",
        "Fritts Solar",
        "Regen Power",
        "Perth Solar Warehouse",
        "Positive Energy Solutions",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Perth Solar Direct Joondalup",
        "Solar Naturally",
        "Perth Solar and Air",
        "SolarGrid Perth",
        "Think Renewable",
        "MLEC Solar",
        "Solar Harvest",
        "Koala Solar or Fritts Solar",
        "Clean NRG Solar"
      ],
      "brands_recommended": [
        "Koala Solar",
        "Fritts Solar",
        "Regen Power",
        "Perth Solar Warehouse",
        "Positive Energy Solutions",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Perth Solar Direct Joondalup",
        "Solar Naturally",
        "Perth Solar and Air",
        "SolarGrid Perth",
        "Think Renewable",
        "MLEC Solar",
        "Solar Harvest",
        "Koala Solar or Fritts Solar",
        "Clean NRG Solar"
      ],
      "brand_order": [
        "Koala Solar",
        "Fritts Solar",
        "Regen Power",
        "Perth Solar Warehouse",
        "Positive Energy Solutions",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Perth Solar Direct Joondalup",
        "Solar Naturally",
        "Perth Solar and Air",
        "SolarGrid Perth",
        "Think Renewable",
        "MLEC Solar",
        "Solar Harvest",
        "Koala Solar or Fritts Solar",
        "Clean NRG Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/wa/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "solarquotes.com.au",
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-solar_installer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A2",
      "prompt": "top solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Koala Solar",
        "Regen Power",
        "MLEC Solar",
        "Perth Solar Warehouse",
        "Perth Solar Force",
        "Fritts Solar",
        "Empower Solar Australia",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "Solar Naturally",
        "Australis Solar",
        "SolarGrid Perth",
        "Raf Power",
        "Think Renewable",
        "Clean NRG Solar"
      ],
      "brands_recommended": [
        "Koala Solar",
        "Regen Power",
        "MLEC Solar",
        "Perth Solar Warehouse",
        "Perth Solar Force",
        "Fritts Solar",
        "Empower Solar Australia",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "Solar Naturally",
        "Australis Solar",
        "SolarGrid Perth",
        "Raf Power",
        "Think Renewable",
        "Clean NRG Solar"
      ],
      "brand_order": [
        "Koala Solar",
        "Regen Power",
        "MLEC Solar",
        "Perth Solar Warehouse",
        "Perth Solar Force",
        "Fritts Solar",
        "Empower Solar Australia",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "Solar Naturally",
        "Australis Solar",
        "SolarGrid Perth",
        "Raf Power",
        "Think Renewable",
        "Clean NRG Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com",
        "https://www.sunwiz.com.au/best-australian-solar-companies-2026/?utm_source=chatgpt.com",
        "https://www.canstar.com.au/energy/solar-installers/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "solarquotes.com.au",
        "starworks.com.au",
        "sunwiz.com.au",
        "canstar.com.au"
      ],
      "source_classes": [
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "sunwiz.com.au",
          "class": "directory"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-solar_installer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A2",
      "prompt": "top solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Force",
        "Solar 365",
        "Positive Energy Solutions",
        "Koala Solar",
        "Unisol Solar and Electrical"
      ],
      "brands_recommended": [
        "Perth Solar Force",
        "Solar 365",
        "Positive Energy Solutions",
        "Koala Solar",
        "Unisol Solar and Electrical"
      ],
      "brand_order": [
        "Perth Solar Force",
        "Solar 365",
        "Positive Energy Solutions",
        "Koala Solar",
        "Unisol Solar and Electrical"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthsolarforce.com.au/#:~:text=Perth%20Solar%20Force%20is%20an%20award-winning%20provider,proudly%20employ%20over%20100%20employees%20throughout%20WA.",
        "https://perthsolarforce.com.au/#:~:text=We've%20got%20you%20covered%2C%20now%20and%20always.,Western%20Australia's%20Top%20Solar%20and%20Battery%20Installer.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Top%2010%20Solar%20Companies%20in%20Perth%20*,customer%20support.%20%E2%80%8B%20Why%20we%20like%20them.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Their%20systems%20are%20neatly%20installed%20with%20clean,13%20years.%20%E2%80%8B%20Why%20we%20like%20them.",
        "https://positiveenergy.com.au/#:~:text=Request%20Your%20Quote.%20Customer%20Name.%20Positive%20Energy,is%20built%20on%20an%20honest%2C%20consultative%20approach.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=The%20Koala%20Solar%20team%20is%20a%20tight,ensure%20the%20longevity%20of%20their%20customers%20systems.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Their%20systems%20are%20neatly%20installed%20with%20clean,13%20years.%20%E2%80%8B%20Why%20we%20like%20them.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=%E2%AD%90%E2%AD%90%E2%AD%90%E2%AD%90%E2%AD%90%20Google%20(5%2F5%20average)%20%E2%AD%90%E2%AD%90%E2%AD%90%E2%AD%90%E2%AD%90%20Solar%20Quotes,issues%20-%20without%20the%20use%20of%20jargon."
      ],
      "cited_domains": [
        "perthsolarforce.com.au",
        "top10solarcompanies.com.au",
        "positiveenergy.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "positiveenergy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-solar_installer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A2",
      "prompt": "top solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=After%20hours%20of%20research%2C%20we%20created%20a,companies%20and%20installers%20operate%20across%20the%20city.",
        "https://bestsolarinstallers.com.au/best/perth/#:~:text=Perth%2C%20Australia.%206.6kW%20from%20%244%2C500%20%2F%2013kW,13kw%20from%20%249%2C500%20(after%20stc%20rebate).%20Strengths.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Solar%20365%20designs%20every%20system%20to%20suit,inverters%20and%20batteries%20using%20experienced%20in-house%20installers.",
        "https://bestsolarinstallers.com.au/best/perth/#:~:text=Perth%2C%20Australia.%206.6kW%20from%20%244%2C500%20%2F%2013kW,13kw%20from%20%249%2C500%20(after%20stc%20rebate).%20Strengths.",
        "https://bestsolarinstallers.com.au/best/perth/#:~:text=Perth%2C%20Australia.%206.6kW%20from%20%244%2C500%20%2F%2013kW,13kw%20from%20%249%2C500%20(after%20stc%20rebate).%20Strengths.",
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=Mouritz%20Solar%20is%20a%20solar%20company%20based,4-star%20Google%20rating%20for%20its%20reliable%20service.",
        "https://esolar.com.au/news/best-solar-panel-brands/#:~:text=Which%20Solar%20Panel%20Brand%20is%20Best%20for,local%20installer%20who%20can%20provide%20ongoing%20support.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Koala%20Solar%20use%20only%20the%20best%20materials%2C,Solar.%20*%203.%20Unisol%20Solar%20and%20Electrical."
      ],
      "cited_domains": [
        "solarpanelsandbatterypackage.com",
        "bestsolarinstallers.com.au",
        "top10solarcompanies.com.au",
        "esolar.com.au"
      ],
      "source_classes": [
        {
          "domain": "solarpanelsandbatterypackage.com",
          "class": "third-party"
        },
        {
          "domain": "bestsolarinstallers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "esolar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-solar_installer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A2",
      "prompt": "top solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://bestsolarinstallers.com.au/best/perth/?utm_source=gemini#:~:text=%231.%20Solargain.%20Perth%2C%20Australia.%206.6kW%20from%20%244%2C500,13kw%20from%20%249%2C500%20(after%20stc%20rebate).%20Strengths.",
        "https://bestsolarinstallers.com.au/best/perth/?utm_source=gemini#:~:text=%231.%20Solargain.%20Perth%2C%20Australia.%206.6kW%20from%20%244%2C500,13kw%20from%20%249%2C500%20(after%20stc%20rebate).%20Strengths.",
        "https://perthsolarforce.com.au/?utm_source=gemini#:~:text=Perth%20Solar%20Force%20is%20an%20award-winning%20provider,proudly%20employ%20over%20100%20employees%20throughout%20WA.",
        "https://perthsolarforce.com.au/?utm_source=gemini#:~:text=Residential%20Solar.%20As%20WA's%20leading%20residential%20solar,No%20worries!%20Just%20give%20us%20a%20call.",
        "https://bestsolarinstallers.com.au/best/perth/?utm_source=gemini#:~:text=Best%20for%3A%20strong%20local%20reputation%20in%20Perth.,13kw%20from%20%249%2C500%20(after%20stc%20rebate).%20Strengths.",
        "https://www.top10solarcompanies.com.au/perth?utm_source=gemini#:~:text=Top%2010%20Solar%20Companies%20in%20Perth%20*,customer%20support.%20%E2%80%8B%20Why%20we%20like%20them.",
        "https://www.top10solarcompanies.com.au/perth?utm_source=gemini#:~:text=Koala%20Solar%20use%20only%20the%20best%20materials%2C,Solar.%20*%203.%20Unisol%20Solar%20and%20Electrical."
      ],
      "cited_domains": [
        "bestsolarinstallers.com.au",
        "perthsolarforce.com.au",
        "top10solarcompanies.com.au"
      ],
      "source_classes": [
        {
          "domain": "bestsolarinstallers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-solar_installer-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A3",
      "prompt": "recommended solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fritts Solar",
        "Empower Solar Australia",
        "Koala Solar",
        "PSW Energy, Perth Solar Warehouse",
        "Positive Energy Solutions",
        "Perth Solar Force",
        "Perth Solar Power Installations",
        "Solar Harvest",
        "MLEC Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Regen Power",
        "SunBoost Solar",
        "Think Renewable",
        "Aus Energy Solar",
        "West Coast Solar",
        "Pro Custom Energy",
        "Talk Energy Solar & Battery",
        "Solar4Ever",
        "SolarGrid Perth"
      ],
      "brands_recommended": [
        "Fritts Solar",
        "Empower Solar Australia",
        "Koala Solar",
        "PSW Energy, Perth Solar Warehouse",
        "Positive Energy Solutions",
        "Perth Solar Force",
        "Perth Solar Power Installations",
        "Solar Harvest",
        "MLEC Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Regen Power",
        "SunBoost Solar",
        "Think Renewable",
        "Aus Energy Solar",
        "West Coast Solar",
        "Pro Custom Energy",
        "Talk Energy Solar & Battery",
        "Solar4Ever",
        "SolarGrid Perth"
      ],
      "brand_order": [
        "Fritts Solar",
        "Empower Solar Australia",
        "Koala Solar",
        "PSW Energy, Perth Solar Warehouse",
        "Positive Energy Solutions",
        "Perth Solar Force",
        "Perth Solar Power Installations",
        "Solar Harvest",
        "MLEC Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Regen Power",
        "SunBoost Solar",
        "Think Renewable",
        "Aus Energy Solar",
        "West Coast Solar",
        "Pro Custom Energy",
        "Talk Energy Solar & Battery",
        "Solar4Ever",
        "SolarGrid Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMFltMHdiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFpHeG1NVEpqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aek5HdDBYekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJelp6TTNZM0l3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsNk1HSnhlSFl3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NUSnhNbXA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk5UYzJaR1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkdGQyYzRNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeWQyWTFPSEp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKamRqWnNiak13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNME1tNTVjR2g1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpITm5jSGhyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveWJtaHpkRzF1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOM2NuTXhjVGxzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNGJUbG9lakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2EybzROVGhuGAo"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-solar_installer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A3",
      "prompt": "recommended solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Fritts Solar",
        "Solar Harvest",
        "Think Renewable",
        "Empower Solar Australia",
        "Ampere Solar",
        "Positive Energy Solutions",
        "MLEC Solar",
        "Perth Solar Power Installations",
        "PSW Energy, Perth Solar Warehouse",
        "Raf Power",
        "Koala Solar",
        "Mt Solar WA Pty Ltd",
        "Perth Solar Force",
        "Pro Custom Energy",
        "National Renewable",
        "Aus Energy Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Regen Power",
        "Just Solar Co",
        "PV POINT",
        "Perth Solar Warehouse"
      ],
      "brands_recommended": [
        "Fritts Solar",
        "Solar Harvest",
        "Think Renewable",
        "Empower Solar Australia",
        "Ampere Solar",
        "Positive Energy Solutions",
        "MLEC Solar",
        "Perth Solar Power Installations",
        "PSW Energy, Perth Solar Warehouse",
        "Raf Power",
        "Koala Solar",
        "Mt Solar WA Pty Ltd",
        "Perth Solar Force",
        "Pro Custom Energy",
        "National Renewable",
        "Aus Energy Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Regen Power",
        "Just Solar Co",
        "PV POINT",
        "Perth Solar Warehouse"
      ],
      "brand_order": [
        "Fritts Solar",
        "Solar Harvest",
        "Think Renewable",
        "Empower Solar Australia",
        "Ampere Solar",
        "Positive Energy Solutions",
        "MLEC Solar",
        "Perth Solar Power Installations",
        "PSW Energy, Perth Solar Warehouse",
        "Raf Power",
        "Koala Solar",
        "Mt Solar WA Pty Ltd",
        "Perth Solar Force",
        "Pro Custom Energy",
        "National Renewable",
        "Aus Energy Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Regen Power",
        "Just Solar Co",
        "PV POINT",
        "Perth Solar Warehouse"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.youtube.com/watch?v=lTL_67WP6KU",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsNk1HSnhlSFl3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKamRqWnNiak13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMFltMHdiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNE5tUTFiRE51GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJelp6TTNZM0l3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NUSnhNbXA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aek5HdDBYekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKeE9Xb3djelZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFpHeG1NVEpqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmQyUm1Oeko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveWJtaHpkRzF1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzd01HUTFhbm8wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNME1tNTVjR2g1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk5UYzJaR1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkdGQyYzRNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMU0yeGlOM2hvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKM05tb3hNR3B4GAo"
      ],
      "cited_domains": [
        "youtube.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "youtube.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-solar_installer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A3",
      "prompt": "recommended solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Fritts Solar",
        "Empower Solar Australia",
        "PSW Energy, Perth Solar Warehouse",
        "Koala Solar",
        "Perth Solar Force",
        "Perth Solar Power Installations",
        "MLEC Solar",
        "Regen Power",
        "Connect Solar",
        "Think Renewable",
        "Positive Energy Solutions",
        "Solar Harvest",
        "Mt Solar WA Pty Ltd",
        "Pro Custom Energy",
        "Solar Right WA",
        "National Renewable",
        "Solar Naturally",
        "West Coast Solar",
        "Aus Energy Solar",
        "Australis Solar",
        "CEC Approved Solar Retailer"
      ],
      "brands_recommended": [
        "Fritts Solar",
        "Empower Solar Australia",
        "PSW Energy, Perth Solar Warehouse",
        "Koala Solar",
        "Perth Solar Force",
        "Perth Solar Power Installations",
        "MLEC Solar",
        "Regen Power",
        "Connect Solar",
        "Think Renewable",
        "Positive Energy Solutions",
        "Solar Harvest",
        "Mt Solar WA Pty Ltd",
        "Pro Custom Energy",
        "Solar Right WA",
        "National Renewable",
        "Solar Naturally",
        "West Coast Solar",
        "Aus Energy Solar",
        "Australis Solar",
        "CEC Approved Solar Retailer"
      ],
      "brand_order": [
        "Fritts Solar",
        "Empower Solar Australia",
        "PSW Energy, Perth Solar Warehouse",
        "Koala Solar",
        "Perth Solar Force",
        "Perth Solar Power Installations",
        "MLEC Solar",
        "Regen Power",
        "Connect Solar",
        "Think Renewable",
        "Positive Energy Solutions",
        "Solar Harvest",
        "Mt Solar WA Pty Ltd",
        "Pro Custom Energy",
        "Solar Right WA",
        "National Renewable",
        "Solar Naturally",
        "West Coast Solar",
        "Aus Energy Solar",
        "Australis Solar",
        "CEC Approved Solar Retailer"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://bestsolarinstallers.com.au/best/perth/",
        "https://www.sunwiz.com.au/most-popular-solar-installers-western-australia-2026/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMFltMHdiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aek5HdDBYekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFpHeG1NVEpqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NUSnhNbXA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkdGQyYzRNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdkc2VXcHJOMmgyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKamRqWnNiak13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJelp6TTNZM0l3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsNk1HSnhlSFl3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmQyUm1Oeko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveWJtaHpkRzF1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMk1YQjRaamh3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzd01HUTFhbm8wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhoMk4zWTBjURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpITm5jSGhyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNME1tNTVjR2g1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0bWQzcDZadxgK"
      ],
      "cited_domains": [
        "bestsolarinstallers.com.au",
        "sunwiz.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "bestsolarinstallers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sunwiz.com.au",
          "class": "directory"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-solar_installer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A3",
      "prompt": "recommended solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "SolarQuotes"
      ],
      "brands_recommended": [
        "SolarQuotes"
      ],
      "brand_order": [
        "SolarQuotes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://perthsolarwarehouse.com.au/",
        "https://perthsolarforce.com.au/",
        "https://regenpower.com/",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2024/",
        "https://www.top10solarcompanies.com.au/perth",
        "https://positiveenergy.com.au/",
        "https://australissolar.com.au/"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "perthsolarwarehouse.com.au",
        "perthsolarforce.com.au",
        "regenpower.com",
        "top10solarcompanies.com.au",
        "positiveenergy.com.au",
        "australissolar.com.au"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "positiveenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "australissolar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-solar_installer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A3",
      "prompt": "recommended solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://perthsolarwarehouse.com.au/",
        "https://perthsolarforce.com.au/",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2024/",
        "https://www.top10solarcompanies.com.au/perth",
        "https://solarcalculator.com.au/solar-panels/perth/",
        "https://australissolar.com.au/"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "perthsolarwarehouse.com.au",
        "perthsolarforce.com.au",
        "top10solarcompanies.com.au",
        "solarcalculator.com.au",
        "australissolar.com.au"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "solarcalculator.com.au",
          "class": "brand-source"
        },
        {
          "domain": "australissolar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-solar_installer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A3",
      "prompt": "recommended solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Force",
        "Fritts Solar",
        "Positive Energy Solutions"
      ],
      "brands_recommended": [
        "Perth Solar Force",
        "Fritts Solar",
        "Positive Energy Solutions"
      ],
      "brand_order": [
        "Perth Solar Force",
        "Fritts Solar",
        "Positive Energy Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://perthsolarwarehouse.com.au/",
        "https://perthsolarforce.com.au/",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2024/",
        "https://www.facebook.com/groups/MyEfficientElectricHome/posts/26189420087342420/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsNk1HSnhlSFl3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGRIUnpaRzVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMU0yeGlOM2hvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMFltMHdiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJelp6TTNZM0l3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmQyUm1Oeko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveWJtaHpkRzF1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKM05tb3hNR3B4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKamRqWnNiak13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk5UYzJaR1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NUSnhNbXA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNGJUbG9lakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKeE9Xb3djelZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aek5HdDBYekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNE5tUTFiRE51GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNME1tNTVjR2g1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkdGQyYzRNZxgK"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "perthsolarwarehouse.com.au",
        "perthsolarforce.com.au",
        "facebook.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-solar_installer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A3",
      "prompt": "recommended solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fritts Solar",
        "Regen Power",
        "Positive Energy Solutions",
        "Koala Solar",
        "Perth Solar Warehouse",
        "West Coast Solar",
        "MLEC Solar",
        "Empower Solar Australia",
        "Perth Solar Force",
        "DMG Solar",
        "Solar 1 Nation Electricals",
        "Talk Energy Solar & Battery",
        "Aus Energy Solar"
      ],
      "brands_recommended": [
        "Fritts Solar",
        "Regen Power",
        "Positive Energy Solutions",
        "Koala Solar",
        "Perth Solar Warehouse",
        "West Coast Solar",
        "MLEC Solar",
        "Empower Solar Australia",
        "Perth Solar Force",
        "DMG Solar",
        "Solar 1 Nation Electricals",
        "Talk Energy Solar & Battery",
        "Aus Energy Solar"
      ],
      "brand_order": [
        "Fritts Solar",
        "Regen Power",
        "Positive Energy Solutions",
        "Koala Solar",
        "Perth Solar Warehouse",
        "West Coast Solar",
        "MLEC Solar",
        "Empower Solar Australia",
        "Perth Solar Force",
        "DMG Solar",
        "Solar 1 Nation Electricals",
        "Talk Energy Solar & Battery",
        "Aus Energy Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/solar-panel-installers/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2024/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "solarquotes.com.au",
        "productreview.com.au",
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-solar_installer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A3",
      "prompt": "recommended solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Koala Solar",
        "Fritts Solar",
        "Perth Solar Warehouse",
        "Perth Solar Force",
        "Raf Power",
        "Empower Solar Australia",
        "SolarGrid Perth",
        "Solar WA",
        "Think Renewable",
        "Solar Harvest",
        "Perth Solar and Air",
        "Clean NRG Solar"
      ],
      "brands_recommended": [
        "Koala Solar",
        "Fritts Solar",
        "Perth Solar Warehouse",
        "Perth Solar Force",
        "Raf Power",
        "Empower Solar Australia",
        "SolarGrid Perth",
        "Solar WA",
        "Think Renewable",
        "Solar Harvest",
        "Perth Solar and Air",
        "Clean NRG Solar"
      ],
      "brand_order": [
        "Koala Solar",
        "Fritts Solar",
        "Perth Solar Warehouse",
        "Perth Solar Force",
        "Raf Power",
        "Empower Solar Australia",
        "SolarGrid Perth",
        "Solar WA",
        "Think Renewable",
        "Solar Harvest",
        "Perth Solar and Air",
        "Clean NRG Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "solarquotes.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-solar_installer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A3",
      "prompt": "recommended solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Koala Solar",
        "Fritts Solar",
        "Perth Solar Warehouse",
        "Empower Solar Australia",
        "Think Renewable",
        "Perth Solar Force"
      ],
      "brands_recommended": [
        "Koala Solar",
        "Fritts Solar",
        "Perth Solar Warehouse",
        "Empower Solar Australia",
        "Think Renewable",
        "Perth Solar Force"
      ],
      "brand_order": [
        "Koala Solar",
        "Fritts Solar",
        "Perth Solar Warehouse",
        "Empower Solar Australia",
        "Think Renewable",
        "Perth Solar Force"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/wa/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/Perth/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/wa/perth-6000/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/solar-panel-installers/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.whysolar.com.au/best-solar-installers/perth?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/solar-panel-installer?utm_source=chatgpt.com",
        "https://hipages.com.au/find/solar_power/wa/perth?utm_source=chatgpt.com",
        "https://bestsolarinstallers.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.canstar.com.au/energy/solar-installers/?utm_source=chatgpt.com",
        "https://traderefer.au/top/solar-energy/wa/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "solarquotes.com.au",
        "starworks.com.au",
        "productreview.com.au",
        "whysolar.com.au",
        "wordofmouth.com.au",
        "hipages.com.au",
        "bestsolarinstallers.com.au",
        "canstar.com.au",
        "traderefer.au"
      ],
      "source_classes": [
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "whysolar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "hipages.com.au",
          "class": "directory"
        },
        {
          "domain": "bestsolarinstallers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "traderefer.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-solar_installer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A3",
      "prompt": "recommended solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Highly Rated Perth Solar Installers"
      ],
      "brands_recommended": [
        "Highly Rated Perth Solar Installers"
      ],
      "brand_order": [
        "Highly Rated Perth Solar Installers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthsolarforce.com.au/#:~:text=We%20are%20locally%20based%20in%20Wangara%2C%20Perth.,we%20only%20use%20the%20best!%20Solar%20Panels.",
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=Based%20in%20Osborne%20Park%2C%20its%20accredited%20in-house,businesses%20and%20strata%20properties%20across%20metropolitan%20Perth.",
        "https://www.solar365.net.au/solar-365-ranked-1-among-perth-top-solar-companies#:~:text=*%20With%20continuously%20rising%20electricity%20bills%2C%20most,ranking%20increases%20the%20visibility%20for%20us%20now%3B",
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=*%20After%20a%20lot%20of%20research%2C%20we,an%20excellent%20reputation%20for%20outstanding%20customer%20service."
      ],
      "cited_domains": [
        "perthsolarforce.com.au",
        "solarpanelsandbatterypackage.com",
        "solar365.net.au"
      ],
      "source_classes": [
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarpanelsandbatterypackage.com",
          "class": "third-party"
        },
        {
          "domain": "solar365.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-solar_installer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A3",
      "prompt": "recommended solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Solar Accreditation Australia",
        "Highly Recommended Perth Solar Installers"
      ],
      "brands_recommended": [
        "Solar Accreditation Australia",
        "Highly Recommended Perth Solar Installers"
      ],
      "brand_order": [
        "Solar Accreditation Australia",
        "Highly Recommended Perth Solar Installers"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://pswenergy.com.au/top-10-solar-companies-in-perth-wa/#:~:text=Five%20public%20checks%20verify%20any%20Perth%20solar,a%2010-year%20workmanship%20warranty.%20Read%20reviews%20lowest-first.",
        "https://perthsolarwarehouse.com.au/best-solar-companies-perth-wa/#:~:text=Customer%20experience%20x%20time%20*%20Google%3A%204.9%2F5,reviews.%20*%20Oneflare%3A%204.9%2F5%20%2B900%20accumulated%20reviews.",
        "https://perthsolarwarehouse.com.au/best-solar-companies-perth-wa/#:~:text=*%20Oneflare%3A%204.9%2F5%20greater%20than%20900%20accumulated,averages%20across%20Google%20and%20SolarQuotes.com.au%20since%202013.",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://pswenergy.com.au/top-10-solar-companies-in-perth-wa/#:~:text=Five%20public%20checks%20verify%20any%20Perth%20solar,a%2010-year%20workmanship%20warranty.%20Read%20reviews%20lowest-first.",
        "https://pswenergy.com.au/top-10-solar-companies-in-perth-wa/#:~:text=Five%20public%20checks%20verify%20any%20Perth%20solar,a%2010-year%20workmanship%20warranty.%20Read%20reviews%20lowest-first."
      ],
      "cited_domains": [
        "pswenergy.com.au",
        "perthsolarwarehouse.com.au",
        "solarquotes.com.au"
      ],
      "source_classes": [
        {
          "domain": "pswenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-solar_installer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A3",
      "prompt": "recommended solar installer Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Solar 365",
        "Perth Solar Force",
        "Koala Solar"
      ],
      "brands_recommended": [
        "Solar 365",
        "Perth Solar Force",
        "Koala Solar"
      ],
      "brand_order": [
        "Solar 365",
        "Perth Solar Force",
        "Koala Solar"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-solar_installer-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A4",
      "prompt": "who is the best solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fritts Solar",
        "Koala Solar",
        "Positive Energy Solutions",
        "Perth Solar Force",
        "Perth Solar Power Installations",
        "PSW Energy, Perth Solar Warehouse",
        "Empower Solar Australia",
        "SunBoost Solar",
        "Regen Power",
        "Aus Energy Solar",
        "Talk Energy Solar & Battery",
        "Solar4Ever",
        "West Coast Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Urban Solar Life",
        "Solar Market",
        "e-Solar Pty Ltd",
        "Solar Naturally",
        "Solar Xcellence"
      ],
      "brands_recommended": [
        "Fritts Solar",
        "Koala Solar",
        "Positive Energy Solutions",
        "Perth Solar Force",
        "Perth Solar Power Installations",
        "PSW Energy, Perth Solar Warehouse",
        "Empower Solar Australia",
        "SunBoost Solar",
        "Regen Power",
        "Aus Energy Solar",
        "Talk Energy Solar & Battery",
        "Solar4Ever",
        "West Coast Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Urban Solar Life",
        "Solar Market",
        "e-Solar Pty Ltd",
        "Solar Naturally",
        "Solar Xcellence"
      ],
      "brand_order": [
        "Fritts Solar",
        "Koala Solar",
        "Positive Energy Solutions",
        "Perth Solar Force",
        "Perth Solar Power Installations",
        "PSW Energy, Perth Solar Warehouse",
        "Empower Solar Australia",
        "SunBoost Solar",
        "Regen Power",
        "Aus Energy Solar",
        "Talk Energy Solar & Battery",
        "Solar4Ever",
        "West Coast Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Urban Solar Life",
        "Solar Market",
        "e-Solar Pty Ltd",
        "Solar Naturally",
        "Solar Xcellence"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFpHeG1NVEpqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJelp6TTNZM0l3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aek5HdDBYekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMFltMHdiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeWQyWTFPSEp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkdGQyYzRNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNME1tNTVjR2g1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOM2NuTXhjVGxzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNGJUbG9lakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpITm5jSGhyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk5UYzJaR1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGRIUnpaRzVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhvd2F6TTNOZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhveU56TnpaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhoMk4zWTBjURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4bmNtTjZOMjFqGAo"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-solar_installer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A4",
      "prompt": "who is the best solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Fritts Solar",
        "Perth Solar Force",
        "Perth Solar Power Installations"
      ],
      "brands_recommended": [
        "Fritts Solar",
        "Perth Solar Force",
        "Perth Solar Power Installations"
      ],
      "brand_order": [
        "Fritts Solar",
        "Perth Solar Force",
        "Perth Solar Power Installations"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.choice.com.au/home-improvement/energy-saving/solar/articles/how-to-find-a-good-solar-installer",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo"
      ],
      "cited_domains": [
        "choice.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "choice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-solar_installer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A4",
      "prompt": "who is the best solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Force",
        "Fritts Solar",
        "Perth Solar Power Installations"
      ],
      "brands_recommended": [
        "Perth Solar Force",
        "Fritts Solar",
        "Perth Solar Power Installations"
      ],
      "brand_order": [
        "Perth Solar Force",
        "Fritts Solar",
        "Perth Solar Power Installations"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-solar_installer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A4",
      "prompt": "who is the best solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Warehouse",
        "SolarQuotes"
      ],
      "brands_recommended": [
        "Perth Solar Warehouse",
        "SolarQuotes"
      ],
      "brand_order": [
        "Perth Solar Warehouse",
        "SolarQuotes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://perthsolarwarehouse.com.au/",
        "https://regenpower.com/",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2024/",
        "https://www.solargain.com.au/location/solar-power-perth",
        "https://positiveenergy.com.au/"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "perthsolarwarehouse.com.au",
        "regenpower.com",
        "solargain.com.au",
        "positiveenergy.com.au"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "solargain.com.au",
          "class": "brand-source"
        },
        {
          "domain": "positiveenergy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-solar_installer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A4",
      "prompt": "who is the best solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Warehouse",
        "SolarQuotes"
      ],
      "brands_recommended": [
        "Perth Solar Warehouse",
        "SolarQuotes"
      ],
      "brand_order": [
        "Perth Solar Warehouse",
        "SolarQuotes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://perthsolarwarehouse.com.au/",
        "https://regenpower.com/",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2024/",
        "https://www.solargain.com.au/location/solar-power-perth",
        "https://positiveenergy.com.au/"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "perthsolarwarehouse.com.au",
        "regenpower.com",
        "solargain.com.au",
        "positiveenergy.com.au"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "solargain.com.au",
          "class": "brand-source"
        },
        {
          "domain": "positiveenergy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-solar_installer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A4",
      "prompt": "who is the best solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://www.top10solarcompanies.com.au/perth",
        "https://perthsolarwarehouse.com.au/"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "top10solarcompanies.com.au",
        "perthsolarwarehouse.com.au"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-solar_installer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A4",
      "prompt": "who is the best solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Koala Solar",
        "Fritts Solar",
        "Regen Power",
        "Positive Energy Solutions",
        "Perth Solar Warehouse"
      ],
      "brands_recommended": [
        "Koala Solar",
        "Fritts Solar",
        "Regen Power",
        "Positive Energy Solutions",
        "Perth Solar Warehouse"
      ],
      "brand_order": [
        "Koala Solar",
        "Fritts Solar",
        "Regen Power",
        "Positive Energy Solutions",
        "Perth Solar Warehouse"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com",
        "https://bestsolarinstallers.com.au/best/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "solarquotes.com.au",
        "bestsolarinstallers.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestsolarinstallers.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-solar_installer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A4",
      "prompt": "who is the best solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Regen Power",
        "Koala Solar",
        "Positive Energy Solutions",
        "Perth Solar Warehouse",
        "Fritts Solar",
        "Best Solar Installers",
        "Perth Solar Force",
        "Aus Energy Solar",
        "Empower Solar Australia",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "SolarGrid Perth",
        "Solar WA",
        "Solar Harvest",
        "Clean NRG Solar"
      ],
      "brands_recommended": [
        "Regen Power",
        "Koala Solar",
        "Positive Energy Solutions",
        "Perth Solar Warehouse",
        "Fritts Solar",
        "Best Solar Installers",
        "Perth Solar Force",
        "Aus Energy Solar",
        "Empower Solar Australia",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "SolarGrid Perth",
        "Solar WA",
        "Solar Harvest",
        "Clean NRG Solar"
      ],
      "brand_order": [
        "Regen Power",
        "Koala Solar",
        "Positive Energy Solutions",
        "Perth Solar Warehouse",
        "Fritts Solar",
        "Best Solar Installers",
        "Perth Solar Force",
        "Aus Energy Solar",
        "Empower Solar Australia",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "SolarGrid Perth",
        "Solar WA",
        "Solar Harvest",
        "Clean NRG Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com",
        "https://bestsolarinstallers.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.whysolar.com.au/best-solar-installers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "bestsolarinstallers.com.au",
        "whysolar.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "bestsolarinstallers.com.au",
          "class": "directory"
        },
        {
          "domain": "whysolar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-solar_installer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A4",
      "prompt": "who is the best solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Regen Power",
        "Koala Solar",
        "Perth Solar Force",
        "Positive Energy Solutions",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Aus Energy Solar",
        "Empower Solar Australia",
        "Perth Solar and Air",
        "PSW Energy, Perth Solar Warehouse",
        "Perth Solar Direct Joondalup",
        "Fritts Solar",
        "SolarGrid Perth",
        "Solar Harvest",
        "Solar WA",
        "3-company quote shortlist",
        "Clean NRG Solar"
      ],
      "brands_recommended": [
        "Regen Power",
        "Koala Solar",
        "Perth Solar Force",
        "Positive Energy Solutions",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Aus Energy Solar",
        "Empower Solar Australia",
        "Perth Solar and Air",
        "PSW Energy, Perth Solar Warehouse",
        "Perth Solar Direct Joondalup",
        "Fritts Solar",
        "SolarGrid Perth",
        "Solar Harvest",
        "Solar WA",
        "3-company quote shortlist",
        "Clean NRG Solar"
      ],
      "brand_order": [
        "Regen Power",
        "Koala Solar",
        "Perth Solar Force",
        "Positive Energy Solutions",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Aus Energy Solar",
        "Empower Solar Australia",
        "Perth Solar and Air",
        "PSW Energy, Perth Solar Warehouse",
        "Perth Solar Direct Joondalup",
        "Fritts Solar",
        "SolarGrid Perth",
        "Solar Harvest",
        "Solar WA",
        "3-company quote shortlist",
        "Clean NRG Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installer-review/perth-solar-force/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/wa/perth-6000/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installer-review/clean-nrg-solar/?utm_source=chatgpt.com",
        "https://www.canstar.com.au/energy/solar-installers/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "starworks.com.au",
        "solarquotes.com.au",
        "canstar.com.au"
      ],
      "source_classes": [
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-solar_installer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A4",
      "prompt": "who is the best solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Positive Energy Solutions",
        "Koala Solar",
        "Fritts Solar"
      ],
      "brands_recommended": [
        "Positive Energy Solutions",
        "Koala Solar",
        "Fritts Solar"
      ],
      "brand_order": [
        "Positive Energy Solutions",
        "Koala Solar",
        "Fritts Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthsolarforce.com.au/#:~:text=Solar%20Panels%20Perth%20WA%20%7C%20Perth%20Solar,completing%20more%20than%2090%20installs%20every%20week.",
        "https://perthsolarforce.com.au/#:~:text=Solar%20Panels%20Perth%20WA%20%7C%20Perth%20Solar,completing%20more%20than%2090%20installs%20every%20week.",
        "https://perthsolarforce.com.au/#:~:text=We've%20got%20you%20covered%2C%20now%20and%20always.,Western%20Australia's%20Top%20Solar%20and%20Battery%20Installer.",
        "https://www.solar365.net.au/solar-365-ranked-1-among-perth-top-solar-companies#:~:text=Solar%20365%20Ranked%20%231%20Among%20Perth's%20Top,platform%20for%20best%20solar%20installer%20in%20Perth.",
        "https://www.solar365.net.au/solar-365-ranked-1-among-perth-top-solar-companies#:~:text=*%20According%20to%20top10solarcompanies.com.au%2Fperth%2C%20Solar%20365%20stood,build%20its%20strong%20reputation%20among%20Perth%20homeowners.",
        "https://www.solar365.net.au/solar-365-ranked-1-among-perth-top-solar-companies#:~:text=*%20According%20to%20top10solarcompanies.com.au%2Fperth%2C%20Solar%20365%20stood,build%20its%20strong%20reputation%20among%20Perth%20homeowners.",
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=Based%20in%20Osborne%20Park%2C%20its%20accredited%20in-house,businesses%20and%20strata%20properties%20across%20metropolitan%20Perth.",
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=Mouritz%20Solar%20is%20a%20solar%20company%20based,4-star%20Google%20rating%20for%20its%20reliable%20service.",
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=Mouritz%20Solar%20is%20a%20solar%20company%20based,4-star%20Google%20rating%20for%20its%20reliable%20service."
      ],
      "cited_domains": [
        "perthsolarforce.com.au",
        "solar365.net.au",
        "solarpanelsandbatterypackage.com"
      ],
      "source_classes": [
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solar365.net.au",
          "class": "brand-source"
        },
        {
          "domain": "solarpanelsandbatterypackage.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-solar_installer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A4",
      "prompt": "who is the best solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Solar 365",
        "Koala Solar",
        "Unisol Solar and Electrical",
        "Perth Solar Force",
        "Highly-Rated Solar Installers in Perth"
      ],
      "brands_recommended": [
        "Solar 365",
        "Koala Solar",
        "Unisol Solar and Electrical",
        "Perth Solar Force",
        "Highly-Rated Solar Installers in Perth"
      ],
      "brand_order": [
        "Solar 365",
        "Koala Solar",
        "Unisol Solar and Electrical",
        "Perth Solar Force",
        "Highly-Rated Solar Installers in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solar365.net.au/solar-365-ranked-1-among-perth-top-solar-companies#:~:text=Solar%20365%20Ranked%20%231%20Among%20Perth's%20Top,platform%20for%20best%20solar%20installer%20in%20Perth.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=They%20specialise%20in%20solar%20panels%2C%20battery%20storage%2C,installation.%20%E2%80%8B%20What%20are%20their%20installs%20like%3F",
        "https://www.solar365.net.au/solar-365-ranked-1-among-perth-top-solar-companies#:~:text=*%20According%20to%20top10solarcompanies.com.au%2Fperth%2C%20Solar%20365%20stood,build%20its%20strong%20reputation%20among%20Perth%20homeowners.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Their%20systems%20are%20neatly%20installed%20with%20clean,13%20years.%20%E2%80%8B%20Why%20we%20like%20them.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=The%20Koala%20Solar%20team%20is%20a%20tight,ensure%20the%20longevity%20of%20their%20customers%20systems.",
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=Based%20in%20Osborne%20Park%2C%20its%20accredited%20in-house,businesses%20and%20strata%20properties%20across%20metropolitan%20Perth.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Unisol%20Solar%20and%20Electrical%20has%20an%20experienced,call.%20%E2%80%8B%20What%20are%20their%20installs%20like%3F",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Top%2010%20Solar%20Companies%20in%20Perth%20*,customer%20support.%20%E2%80%8B%20Why%20we%20like%20them."
      ],
      "cited_domains": [
        "solar365.net.au",
        "top10solarcompanies.com.au",
        "solarpanelsandbatterypackage.com"
      ],
      "source_classes": [
        {
          "domain": "solar365.net.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "solarpanelsandbatterypackage.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-solar_installer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A4",
      "prompt": "who is the best solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=Table_title%3A%20Top%2010%20Solar%20Companies%20in%20Perth,%7C%20%7C%204.%20%7C%20Empower%20solar%20%7C",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/#:~:text=First%20Place%20%E2%80%93%20Regen%20Power.%20Founded%20in,and%20is%20headquartered%20in%20Canning%20Vale%2C%20Perth.",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/#:~:text=Regen%20Power's%20comment%20on%20taking%20out%20first,apart%E2%80%94and%20why%20our%20customers%20keep%20recommending%20us.%E2%80%9D",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Top%2010%20Solar%20Companies%20in%20Perth%20*,customer%20support.%20%E2%80%8B%20Why%20we%20like%20them.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=They%20specialise%20in%20solar%20panels%2C%20battery%20storage%2C,installation.%20%E2%80%8B%20What%20are%20their%20installs%20like%3F",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Top%2010%20Solar%20Companies%20in%20Perth%20*,customer%20support.%20%E2%80%8B%20Why%20we%20like%20them.",
        "https://perthsolarforce.com.au/#:~:text=Perth%20Solar%20Force%20is%20an%20award-winning%20provider,proudly%20employ%20over%20100%20employees%20throughout%20WA.",
        "https://perthsolarforce.com.au/#:~:text=We've%20got%20you%20covered%2C%20now%20and%20always.,Western%20Australia's%20Top%20Solar%20and%20Battery%20Installer.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Koala%20Solar%20has%20been%20in%20the%20game,and%20their%20immaculate%20star%20rating%20proves%20this.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Koala%20Solar%20use%20only%20the%20best%20materials%2C,Solar.%20*%203.%20Unisol%20Solar%20and%20Electrical.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=His%20customers%20love%20him%2C%20which%20makes%20sense,products.%20%E2%80%8B%20Unisol%20Solar%20and%20Electrical%20Reviews.",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/#:~:text=%E2%80%9CWe%20did%20a%20lot%20of%20research%20before,pumps)%20and%20EV%20charger%20supply%20and%20installation."
      ],
      "cited_domains": [
        "solarpanelsandbatterypackage.com",
        "solarquotes.com.au",
        "top10solarcompanies.com.au",
        "perthsolarforce.com.au"
      ],
      "source_classes": [
        {
          "domain": "solarpanelsandbatterypackage.com",
          "class": "third-party"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-solar_installer-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A5",
      "prompt": "recommend a good solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Fritts Solar",
        "Perth Solar Force",
        "Koala Solar",
        "Perth Solar Power Installations",
        "Regen Power",
        "Positive Energy Solutions",
        "PSW Energy, Perth Solar Warehouse",
        "Solar4Ever",
        "Empower Solar Australia",
        "SolarGrid Perth",
        "Urban Solar Life",
        "Talk Energy Solar & Battery",
        "West Coast Solar",
        "SunBoost Solar",
        "MLEC Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "National Renewable",
        "Aus Energy Solar",
        "Solar Harvest",
        "Mt Solar WA Pty Ltd",
        "PV POINT",
        "Solar Naturally",
        "Just Solar Co",
        "Raf Power",
        "Think Renewable"
      ],
      "brands_recommended": [
        "Fritts Solar",
        "Perth Solar Force",
        "Koala Solar",
        "Perth Solar Power Installations",
        "Regen Power",
        "Positive Energy Solutions",
        "PSW Energy, Perth Solar Warehouse",
        "Solar4Ever",
        "Empower Solar Australia",
        "SolarGrid Perth",
        "Urban Solar Life",
        "Talk Energy Solar & Battery",
        "West Coast Solar",
        "SunBoost Solar",
        "MLEC Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "National Renewable",
        "Aus Energy Solar",
        "Solar Harvest",
        "Mt Solar WA Pty Ltd",
        "PV POINT",
        "Solar Naturally",
        "Just Solar Co",
        "Raf Power",
        "Think Renewable"
      ],
      "brand_order": [
        "Fritts Solar",
        "Perth Solar Force",
        "Koala Solar",
        "Perth Solar Power Installations",
        "Regen Power",
        "Positive Energy Solutions",
        "PSW Energy, Perth Solar Warehouse",
        "Solar4Ever",
        "Empower Solar Australia",
        "SolarGrid Perth",
        "Urban Solar Life",
        "Talk Energy Solar & Battery",
        "West Coast Solar",
        "SunBoost Solar",
        "MLEC Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "National Renewable",
        "Aus Energy Solar",
        "Solar Harvest",
        "Mt Solar WA Pty Ltd",
        "PV POINT",
        "Solar Naturally",
        "Just Solar Co",
        "Raf Power",
        "Think Renewable"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFpHeG1NVEpqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkdGQyYzRNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJelp6TTNZM0l3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aek5HdDBYekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNGJUbG9lakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMFltMHdiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2EybzROVGhuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGRIUnpaRzVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOM2NuTXhjVGxzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpITm5jSGhyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeWQyWTFPSEp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NUSnhNbXA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk5UYzJaR1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzd01HUTFhbm8wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNME1tNTVjR2g1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsNk1HSnhlSFl3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmQyUm1Oeko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKM05tb3hNR3B4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhoMk4zWTBjURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMU0yeGlOM2hvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKeE9Xb3djelZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKamRqWnNiak13GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-solar_installer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A5",
      "prompt": "recommend a good solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Force",
        "Fritts Solar",
        "Solar Harvest"
      ],
      "brands_recommended": [
        "Perth Solar Force",
        "Fritts Solar",
        "Solar Harvest"
      ],
      "brand_order": [
        "Perth Solar Force",
        "Fritts Solar",
        "Solar Harvest"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsNk1HSnhlSFl3GAo"
      ],
      "cited_domains": [
        "solarquotes.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-solar_installer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A5",
      "prompt": "recommend a good solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Fritts Solar",
        "Empower Solar Australia",
        "Koala Solar",
        "Perth Solar Power Installations",
        "PSW Energy, Perth Solar Warehouse",
        "Perth Solar Force",
        "Positive Energy Solutions",
        "Solar Harvest",
        "MLEC Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Regen Power",
        "SunBoost Solar",
        "Think Renewable",
        "PV POINT",
        "West Coast Solar",
        "Aus Energy Solar",
        "Pro Custom Energy",
        "Solar4Ever",
        "SolarGrid Perth",
        "Perth Solar Warehouse"
      ],
      "brands_recommended": [
        "Fritts Solar",
        "Empower Solar Australia",
        "Koala Solar",
        "Perth Solar Power Installations",
        "PSW Energy, Perth Solar Warehouse",
        "Perth Solar Force",
        "Positive Energy Solutions",
        "Solar Harvest",
        "MLEC Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Regen Power",
        "SunBoost Solar",
        "Think Renewable",
        "PV POINT",
        "West Coast Solar",
        "Aus Energy Solar",
        "Pro Custom Energy",
        "Solar4Ever",
        "SolarGrid Perth",
        "Perth Solar Warehouse"
      ],
      "brand_order": [
        "Fritts Solar",
        "Empower Solar Australia",
        "Koala Solar",
        "Perth Solar Power Installations",
        "PSW Energy, Perth Solar Warehouse",
        "Perth Solar Force",
        "Positive Energy Solutions",
        "Solar Harvest",
        "MLEC Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Regen Power",
        "SunBoost Solar",
        "Think Renewable",
        "PV POINT",
        "West Coast Solar",
        "Aus Energy Solar",
        "Pro Custom Energy",
        "Solar4Ever",
        "SolarGrid Perth",
        "Perth Solar Warehouse"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMFltMHdiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFpHeG1NVEpqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aek5HdDBYekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJelp6TTNZM0l3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsNk1HSnhlSFl3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NUSnhNbXA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk5UYzJaR1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkdGQyYzRNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeWQyWTFPSEp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKamRqWnNiak13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKM05tb3hNR3B4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpITm5jSGhyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNME1tNTVjR2g1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveWJtaHpkRzF1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNGJUbG9lakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2EybzROVGhuGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-solar_installer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A5",
      "prompt": "recommend a good solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Regen Power",
        "Positive Energy Solutions"
      ],
      "brands_recommended": [
        "Regen Power",
        "Positive Energy Solutions"
      ],
      "brand_order": [
        "Regen Power",
        "Positive Energy Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://perthsolarwarehouse.com.au/",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2024/",
        "https://perthsolarforce.com.au/",
        "https://www.top10solarcompanies.com.au/perth",
        "https://regenpower.com/",
        "https://positiveenergy.com.au/",
        "https://www.solargain.com.au/location/solar-power-perth"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "perthsolarwarehouse.com.au",
        "perthsolarforce.com.au",
        "top10solarcompanies.com.au",
        "regenpower.com",
        "positiveenergy.com.au",
        "solargain.com.au"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "positiveenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solargain.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-solar_installer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A5",
      "prompt": "recommend a good solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.reddit.com/r/perth/comments/1gtba6q/best_solar_companies/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://www.reddit.com/r/perth/comments/1nub55l/solar_panel_company_recs/",
        "https://perthsolarwarehouse.com.au/",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2024/",
        "https://www.top10solarcompanies.com.au/perth",
        "https://perthsolarforce.com.au/",
        "https://regenpower.com/",
        "https://positiveenergy.com.au/"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "reddit.com",
        "solarquotes.com.au",
        "perthsolarwarehouse.com.au",
        "top10solarcompanies.com.au",
        "perthsolarforce.com.au",
        "regenpower.com",
        "positiveenergy.com.au"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "positiveenergy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-solar_installer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A5",
      "prompt": "recommend a good solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Positive Energy Solutions"
      ],
      "brands_recommended": [
        "Positive Energy Solutions"
      ],
      "brand_order": [
        "Positive Energy Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://perthsolarwarehouse.com.au/",
        "https://perthsolarforce.com.au/",
        "https://regenpower.com/",
        "https://positiveenergy.com.au/",
        "https://www.youtube.com/watch?v=lTL_67WP6KU"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "perthsolarwarehouse.com.au",
        "perthsolarforce.com.au",
        "regenpower.com",
        "positiveenergy.com.au",
        "youtube.com"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "positiveenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-solar_installer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A5",
      "prompt": "recommend a good solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Positive Energy Solutions",
        "Koala Solar",
        "Perth Solar Warehouse",
        "Think Renewable",
        "Fritts Solar",
        "Perth Solar Force",
        "Raf Power",
        "Empower Solar Australia",
        "SolarGrid Perth",
        "Perth Solar and Air",
        "Solar WA",
        "Solar Harvest",
        "Perth Solar Direct Joondalup",
        "Clean NRG Solar"
      ],
      "brands_recommended": [
        "Positive Energy Solutions",
        "Koala Solar",
        "Perth Solar Warehouse",
        "Think Renewable",
        "Fritts Solar",
        "Perth Solar Force",
        "Raf Power",
        "Empower Solar Australia",
        "SolarGrid Perth",
        "Perth Solar and Air",
        "Solar WA",
        "Solar Harvest",
        "Perth Solar Direct Joondalup",
        "Clean NRG Solar"
      ],
      "brand_order": [
        "Positive Energy Solutions",
        "Koala Solar",
        "Perth Solar Warehouse",
        "Think Renewable",
        "Fritts Solar",
        "Perth Solar Force",
        "Raf Power",
        "Empower Solar Australia",
        "SolarGrid Perth",
        "Perth Solar and Air",
        "Solar WA",
        "Solar Harvest",
        "Perth Solar Direct Joondalup",
        "Clean NRG Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solarquotes.com.au/solar-installer-ratings.html?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/wa/perth-6000/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "solarquotes.com.au"
      ],
      "source_classes": [
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-solar_installer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A5",
      "prompt": "recommend a good solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Warehouse",
        "Koala Solar",
        "Fritts Solar",
        "Perth Solar Force",
        "Raf Power",
        "Empower Solar Australia",
        "SolarGrid Perth",
        "Solar WA",
        "Think Renewable",
        "Perth Solar and Air",
        "Solar Harvest",
        "Clean NRG Solar"
      ],
      "brands_recommended": [
        "Perth Solar Warehouse",
        "Koala Solar",
        "Fritts Solar",
        "Perth Solar Force",
        "Raf Power",
        "Empower Solar Australia",
        "SolarGrid Perth",
        "Solar WA",
        "Think Renewable",
        "Perth Solar and Air",
        "Solar Harvest",
        "Clean NRG Solar"
      ],
      "brand_order": [
        "Perth Solar Warehouse",
        "Koala Solar",
        "Fritts Solar",
        "Perth Solar Force",
        "Raf Power",
        "Empower Solar Australia",
        "SolarGrid Perth",
        "Solar WA",
        "Think Renewable",
        "Perth Solar and Air",
        "Solar Harvest",
        "Clean NRG Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "solarquotes.com.au",
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-solar_installer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A5",
      "prompt": "recommend a good solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Warehouse",
        "Koala Solar",
        "Fritts Solar",
        "Perth Solar Force",
        "Australis Solar",
        "Empower Solar Australia",
        "Raf Power",
        "SolarGrid Perth",
        "Solar WA",
        "Think Renewable",
        "Solar Harvest",
        "Perth Solar and Air",
        "Clean NRG Solar"
      ],
      "brands_recommended": [
        "Perth Solar Warehouse",
        "Koala Solar",
        "Fritts Solar",
        "Perth Solar Force",
        "Australis Solar",
        "Empower Solar Australia",
        "Raf Power",
        "SolarGrid Perth",
        "Solar WA",
        "Think Renewable",
        "Solar Harvest",
        "Perth Solar and Air",
        "Clean NRG Solar"
      ],
      "brand_order": [
        "Perth Solar Warehouse",
        "Koala Solar",
        "Fritts Solar",
        "Perth Solar Force",
        "Australis Solar",
        "Empower Solar Australia",
        "Raf Power",
        "SolarGrid Perth",
        "Solar WA",
        "Think Renewable",
        "Solar Harvest",
        "Perth Solar and Air",
        "Clean NRG Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "solarquotes.com.au",
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-solar_installer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A5",
      "prompt": "recommend a good solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.sunwiz.com.au/most-popular-solar-installers-western-australia-2026/#:~:text=View%20RegenPower's%20full%20award%20page.%20*%20%232.,Top%2010%20Most%20Popular%20installer%20%E2%80%93%20WA.",
        "https://www.sunwiz.com.au/most-popular-solar-installers-western-australia-2026/#:~:text=Who%20are%20the%20most%20popular%20solar%20installers,WA.%20Top%205%20Solar%20installer%20%E2%80%93%20WA.",
        "https://perthsolarforce.com.au/#:~:text=Perth%20Solar%20Force%20is%20an%20award-winning%20provider,proudly%20employ%20over%20100%20employees%20throughout%20WA.",
        "https://www.top10solarcompanies.com.au/perth",
        "https://australissolar.com.au/top-solar-companies-in-perth-why-choose-the-best/#:~:text=Published%20in%20July%202026%2C%20the%20Perth%20comparison,2008%2C%20tightly%20integrated%20team%20and%20installation%20workmanship.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Their%20panelling%20is%20also%20very%20straight%20and,the%20solar%20game%20for%20over%2020%20years."
      ],
      "cited_domains": [
        "sunwiz.com.au",
        "perthsolarforce.com.au",
        "top10solarcompanies.com.au",
        "australissolar.com.au"
      ],
      "source_classes": [
        {
          "domain": "sunwiz.com.au",
          "class": "directory"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "australissolar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-solar_installer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A5",
      "prompt": "recommend a good solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://natlawreview.com/press-releases/new-guide-shows-top-rankings-perths-best-solar-installers#:~:text=Chief%20among%20them%20is%20licensing.%20Every%20legitimate,scheme%20that%20replaced%20Clean%20Energy%20Council%20accreditation.",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2024/#:~:text=First%20place%3A%20Positive%20Energy%20Solutions%2C%20based%20in,score%20of%204.85%2F5%20based%20on%20184%20reviews.",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2024/#:~:text=Fifth%20place%3A%20Fritts%20Solar%2C%20based%20in%20Perth,tech%20involved%2C%20and%20super%20professional%20and%20friendly.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=The%20Koala%20Solar%20team%20is%20a%20tight,ensure%20the%20longevity%20of%20their%20customers%20systems.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Koala%20Solar%20use%20only%20the%20best%20materials%2C,Solar.%20*%203.%20Unisol%20Solar%20and%20Electrical.",
        "https://natlawreview.com/press-releases/new-guide-shows-top-rankings-perths-best-solar-installers#:~:text=Vista%20Electrical%20Controls%20is%20a%20family-owned%20solar,116.%20email%20us%20here.%20Facebook.%20Other.%20article.",
        "https://natlawreview.com/press-releases/new-guide-shows-top-rankings-perths-best-solar-installers#:~:text=Vista%20Electrical%20Controls%20holds%20electrical%20contractor%20licence,and%20serviced%20by%20the%20same%20licensed%20team."
      ],
      "cited_domains": [
        "natlawreview.com",
        "solarquotes.com.au",
        "top10solarcompanies.com.au"
      ],
      "source_classes": [
        {
          "domain": "natlawreview.com",
          "class": "third-party"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-solar_installer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-A5",
      "prompt": "recommend a good solar installer in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Positive Energy Solutions",
        "Solar 365",
        "Koala Solar"
      ],
      "brands_recommended": [
        "Positive Energy Solutions",
        "Solar 365",
        "Koala Solar"
      ],
      "brand_order": [
        "Positive Energy Solutions",
        "Solar 365",
        "Koala Solar"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-solar_installer-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B1",
      "prompt": "most trusted solar installer in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.solarquotes.com.au/installer-review/psw-energy-perth-solar-warehouse/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://www.solarquotes.com.au/installers/wa/",
        "https://www.choice.com.au/home-improvement/energy-saving/solar/articles/how-to-find-a-good-solar-installer",
        "https://www.youtube.com/watch?v=lTL_67WP6KU"
      ],
      "cited_domains": [
        "solarquotes.com.au",
        "choice.com.au",
        "youtube.com"
      ],
      "source_classes": [
        {
          "domain": "solarquotes.com.au",
          "class": "directory"
        },
        {
          "domain": "choice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-solar_installer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B1",
      "prompt": "most trusted solar installer in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Fritts Solar",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Koala Solar",
        "PSW Energy, Perth Solar Warehouse",
        "Positive Energy Solutions",
        "Solar Harvest",
        "Regen Power",
        "Perth Solar Power Installations",
        "MLEC Solar",
        "Think Renewable",
        "Aus Energy Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Just Solar Co",
        "Mt Solar WA Pty Ltd",
        "Ampere Solar",
        "Solar4Ever",
        "Pro Custom Energy",
        "National Renewable",
        "West Coast Solar"
      ],
      "brands_recommended": [
        "Fritts Solar",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Koala Solar",
        "PSW Energy, Perth Solar Warehouse",
        "Positive Energy Solutions",
        "Solar Harvest",
        "Regen Power",
        "Perth Solar Power Installations",
        "MLEC Solar",
        "Think Renewable",
        "Aus Energy Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Just Solar Co",
        "Mt Solar WA Pty Ltd",
        "Ampere Solar",
        "Solar4Ever",
        "Pro Custom Energy",
        "National Renewable",
        "West Coast Solar"
      ],
      "brand_order": [
        "Fritts Solar",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Koala Solar",
        "PSW Energy, Perth Solar Warehouse",
        "Positive Energy Solutions",
        "Solar Harvest",
        "Regen Power",
        "Perth Solar Power Installations",
        "MLEC Solar",
        "Think Renewable",
        "Aus Energy Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Just Solar Co",
        "Mt Solar WA Pty Ltd",
        "Ampere Solar",
        "Solar4Ever",
        "Pro Custom Energy",
        "National Renewable",
        "West Coast Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://www.youtube.com/watch?v=lTL_67WP6KU&t=19",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMFltMHdiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFpHeG1NVEpqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aek5HdDBYekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJelp6TTNZM0l3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsNk1HSnhlSFl3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkdGQyYzRNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NUSnhNbXA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKamRqWnNiak13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNME1tNTVjR2g1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk5UYzJaR1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhvMU0yeGlOM2hvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmQyUm1Oeko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNE5tUTFiRE51GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNGJUbG9lakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveWJtaHpkRzF1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzd01HUTFhbm8wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeVpITm5jSGhyGAo"
      ],
      "cited_domains": [
        "solarquotes.com.au",
        "youtube.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-solar_installer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B1",
      "prompt": "most trusted solar installer in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Fritts Solar",
        "Koala Solar",
        "Positive Energy Solutions",
        "Perth Solar Force",
        "Empower Solar Australia",
        "PSW Energy, Perth Solar Warehouse",
        "Perth Solar Power Installations",
        "MLEC Solar",
        "SunBoost Solar",
        "Regen Power",
        "Pro Custom Energy",
        "Solar4Ever",
        "Think Renewable",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Talk Energy Solar & Battery",
        "Urban Solar Life",
        "SolarGrid Perth",
        "Aus Energy Solar",
        "Clean Solar Planet"
      ],
      "brands_recommended": [
        "Fritts Solar",
        "Koala Solar",
        "Positive Energy Solutions",
        "Perth Solar Force",
        "Empower Solar Australia",
        "PSW Energy, Perth Solar Warehouse",
        "Perth Solar Power Installations",
        "MLEC Solar",
        "SunBoost Solar",
        "Regen Power",
        "Pro Custom Energy",
        "Solar4Ever",
        "Think Renewable",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Talk Energy Solar & Battery",
        "Urban Solar Life",
        "SolarGrid Perth",
        "Aus Energy Solar",
        "Clean Solar Planet"
      ],
      "brand_order": [
        "Fritts Solar",
        "Koala Solar",
        "Positive Energy Solutions",
        "Perth Solar Force",
        "Empower Solar Australia",
        "PSW Energy, Perth Solar Warehouse",
        "Perth Solar Power Installations",
        "MLEC Solar",
        "SunBoost Solar",
        "Regen Power",
        "Pro Custom Energy",
        "Solar4Ever",
        "Think Renewable",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Talk Energy Solar & Battery",
        "Urban Solar Life",
        "SolarGrid Perth",
        "Aus Energy Solar",
        "Clean Solar Planet"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://regenpower.com/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdSNFpHeG1NVEpqGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJelp6TTNZM0l3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMFltMHdiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aek5HdDBYekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NUSnhNbXA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeWQyWTFPSEp4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdkdGQyYzRNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveWJtaHpkRzF1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNGJUbG9lakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKamRqWnNiak13GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk5UYzJaR1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOM2NuTXhjVGxzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGRIUnpaRzVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2EybzROVGhuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNME1tNTVjR2g1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxNGVtWjVaRjgxGAo"
      ],
      "cited_domains": [
        "regenpower.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-solar_installer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B1",
      "prompt": "most trusted solar installer in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Regen Power",
        "SolarQuotes"
      ],
      "brands_recommended": [
        "Regen Power",
        "SolarQuotes"
      ],
      "brand_order": [
        "Regen Power",
        "SolarQuotes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://perthsolarwarehouse.com.au/",
        "https://www.top10solarcompanies.com.au/perth",
        "https://regenpower.com/",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2024/",
        "https://www.perthsolardirect.com.au/",
        "https://australissolar.com.au/"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "perthsolarwarehouse.com.au",
        "top10solarcompanies.com.au",
        "regenpower.com",
        "perthsolardirect.com.au",
        "australissolar.com.au"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "perthsolardirect.com.au",
          "class": "brand-source"
        },
        {
          "domain": "australissolar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-solar_installer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B1",
      "prompt": "most trusted solar installer in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Regen Power",
        "SolarQuotes"
      ],
      "brands_recommended": [
        "Regen Power",
        "SolarQuotes"
      ],
      "brand_order": [
        "Regen Power",
        "SolarQuotes"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://perthsolarwarehouse.com.au/",
        "https://regenpower.com/",
        "https://perthsolarforce.com.au/"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "perthsolarwarehouse.com.au",
        "regenpower.com",
        "perthsolarforce.com.au"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-solar_installer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B1",
      "prompt": "most trusted solar installer in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Regen Power",
        "Positive Energy Solutions",
        "Perth Solar Force"
      ],
      "brands_recommended": [
        "Regen Power",
        "Positive Energy Solutions",
        "Perth Solar Force"
      ],
      "brand_order": [
        "Regen Power",
        "Positive Energy Solutions",
        "Perth Solar Force"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://perthsolarwarehouse.com.au/",
        "https://regenpower.com/",
        "https://positiveenergy.com.au/positive-energy-voted-best-installer-in-perth-again/",
        "https://perthsolarforce.com.au/",
        "https://www.facebook.com/groups/MyEfficientElectricHome/posts/26189420087342420/",
        "https://positiveenergy.com.au/"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "perthsolarwarehouse.com.au",
        "regenpower.com",
        "positiveenergy.com.au",
        "perthsolarforce.com.au",
        "facebook.com"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "positiveenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-solar_installer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B1",
      "prompt": "most trusted solar installer in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Positive Energy Solutions",
        "MLEC Solar",
        "Fritts Solar",
        "Perth Solar Warehouse",
        "Perth Solar Force"
      ],
      "brands_recommended": [
        "Positive Energy Solutions",
        "MLEC Solar",
        "Fritts Solar",
        "Perth Solar Warehouse",
        "Perth Solar Force"
      ],
      "brand_order": [
        "Positive Energy Solutions",
        "MLEC Solar",
        "Fritts Solar",
        "Perth Solar Warehouse",
        "Perth Solar Force"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solarquotes.com.au/solar-installer-ratings.html?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installer-review/perth-solar-force/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/wa/perth-6000/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installer-review/perth-solar-force/?period=12m&utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2023/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installer-review/solaire-connect/?utm_source=chatgpt.com",
        "https://www.solartrustai.com.au/articles/best-solar-installers-in-perth-2026?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/solar-panel-installers/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/solar-quotes?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/solar-panel-installers?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/perth-solar-force?utm_source=chatgpt.com",
        "https://www.trustpilot.com/review/solarquotes.com.au?utm_source=chatgpt.com",
        "https://yoursolarquotes.com.au/reviews/perth-solar-force?utm_source=chatgpt.com",
        "https://www.whysolar.com.au/best-solar-installers/perth?utm_source=chatgpt.com",
        "https://bestsolarinstallers.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.sunwiz.com.au/best-rated-wa/?utm_source=chatgpt.com",
        "https://www.sunwiz.com.au/most-popular-solar-installers-western-australia-2026/?utm_source=chatgpt.com",
        "https://traderefer.au/top/solar-energy/wa/perth?utm_source=chatgpt.com",
        "https://vistaelectricalcontrols.com.au/best-solar-installers-in-perth-compared/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "solarquotes.com.au",
        "starworks.com.au",
        "solartrustai.com.au",
        "productreview.com.au",
        "trustpilot.com",
        "yoursolarquotes.com.au",
        "whysolar.com.au",
        "bestsolarinstallers.com.au",
        "sunwiz.com.au",
        "traderefer.au",
        "vistaelectricalcontrols.com.au"
      ],
      "source_classes": [
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "solartrustai.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "yoursolarquotes.com.au",
          "class": "directory"
        },
        {
          "domain": "whysolar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bestsolarinstallers.com.au",
          "class": "directory"
        },
        {
          "domain": "sunwiz.com.au",
          "class": "directory"
        },
        {
          "domain": "traderefer.au",
          "class": "brand-source"
        },
        {
          "domain": "vistaelectricalcontrols.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-solar_installer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B1",
      "prompt": "most trusted solar installer in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Regen Power",
        "Perth Solar Warehouse",
        "Perth Solar Force",
        "Koala Solar",
        "Positive Energy Solutions",
        "Empower Solar Australia",
        "Fritts Solar",
        "Aus Energy Solar",
        "Perth Solar and Air",
        "SolarGrid Perth",
        "Solar Naturally",
        "Perth Solar Direct Joondalup",
        "Solar Harvest",
        "Future Solar WA"
      ],
      "brands_recommended": [
        "Regen Power",
        "Perth Solar Warehouse",
        "Perth Solar Force",
        "Koala Solar",
        "Positive Energy Solutions",
        "Empower Solar Australia",
        "Fritts Solar",
        "Aus Energy Solar",
        "Perth Solar and Air",
        "SolarGrid Perth",
        "Solar Naturally",
        "Perth Solar Direct Joondalup",
        "Solar Harvest",
        "Future Solar WA"
      ],
      "brand_order": [
        "Regen Power",
        "Perth Solar Warehouse",
        "Perth Solar Force",
        "Koala Solar",
        "Positive Energy Solutions",
        "Empower Solar Australia",
        "Fritts Solar",
        "Aus Energy Solar",
        "Perth Solar and Air",
        "SolarGrid Perth",
        "Solar Naturally",
        "Perth Solar Direct Joondalup",
        "Solar Harvest",
        "Future Solar WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/c/solar-panel-installers/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com",
        "https://www.sunwiz.com.au/best-rated-wa/?utm_source=chatgpt.com",
        "https://www.sunwiz.com.au/best-australian-solar-companies-2026/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/wa/perth-6000/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au",
        "starworks.com.au",
        "sunwiz.com.au",
        "solarquotes.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "sunwiz.com.au",
          "class": "directory"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-solar_installer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B1",
      "prompt": "most trusted solar installer in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Warehouse",
        "Regen Power",
        "Fritts Solar",
        "Empower Solar Australia",
        "Perth Solar Force"
      ],
      "brands_recommended": [
        "Perth Solar Warehouse",
        "Regen Power",
        "Fritts Solar",
        "Empower Solar Australia",
        "Perth Solar Force"
      ],
      "brand_order": [
        "Perth Solar Warehouse",
        "Regen Power",
        "Fritts Solar",
        "Empower Solar Australia",
        "Perth Solar Force"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installer-review/perth-solar-force/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/find/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/wa/perth-6000/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/Perth/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2024/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installer-review/solaire-connect/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/reviews/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installer-review/solar-2020/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/wa/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2023/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installer-review/perth-solar-force/?period=12m&utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/solar-reviews/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com",
        "https://au.trustpilot.com/review/solarquotes.com.au?utm_source=chatgpt.com",
        "https://yoursolarquotes.com.au/reviews/perth-solar-force?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/solar-panel-installers/l/western-australia_au?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "solarquotes.com.au",
        "starworks.com.au",
        "au.trustpilot.com",
        "yoursolarquotes.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "au.trustpilot.com",
          "class": "directory"
        },
        {
          "domain": "yoursolarquotes.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-solar_installer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B1",
      "prompt": "most trusted solar installer in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Solar 365",
        "Koala Solar"
      ],
      "brands_recommended": [
        "Solar 365",
        "Koala Solar"
      ],
      "brand_order": [
        "Solar 365",
        "Koala Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.top10solarcompanies.com.au/perth#:~:text=Their%20systems%20are%20neatly%20installed%20with%20clean,13%20years.%20%E2%80%8B%20Why%20we%20like%20them.",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/#:~:text=First%20Place%20%E2%80%93%20Regen%20Power.%20Founded%20in,and%20is%20headquartered%20in%20Canning%20Vale%2C%20Perth.",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/#:~:text=Regen%20Power's%20comment%20on%20taking%20out%20first,apart%E2%80%94and%20why%20our%20customers%20keep%20recommending%20us.%E2%80%9D",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Top%2010%20Solar%20Companies%20in%20Perth%20*,customer%20support.%20%E2%80%8B%20Why%20we%20like%20them.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Solar%20365%20installs%20premium%20solar%20panels%2C%20inverters,Request%20a%20Quote.%20*%202.%20Koala%20Solar.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=The%20Koala%20Solar%20team%20is%20a%20tight,ensure%20the%20longevity%20of%20their%20customers%20systems.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Their%20systems%20are%20neatly%20installed%20with%20clean,13%20years.%20%E2%80%8B%20Why%20we%20like%20them.",
        "https://www.solarchoice.net.au/installer-reviews/perth-solar-direct-reviews/#:~:text=After%20doing%20a%20lot%20of%20research%2C%20I,would%20be%20fully%20accountable%20for%20the%20installation."
      ],
      "cited_domains": [
        "top10solarcompanies.com.au",
        "solarquotes.com.au",
        "solarchoice.net.au"
      ],
      "source_classes": [
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarchoice.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-solar_installer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B1",
      "prompt": "most trusted solar installer in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Solar Accreditation Australia"
      ],
      "brands_recommended": [
        "Solar Accreditation Australia"
      ],
      "brand_order": [
        "Solar Accreditation Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://natlawreview.com/press-releases/new-guide-shows-top-rankings-perths-best-solar-installers#:~:text=On%20SolarQuotes%2C%20the%20independent%20solar%20review%20platform%2C,licensing%2C%20in-house%20installation%20and%20genuine%20end-to-end%20service.",
        "https://perthsolarforce.com.au/#:~:text=Residential%20Solar.%20As%20WA's%20leading%20residential%20solar,No%20worries!%20Just%20give%20us%20a%20call.",
        "https://www.solar365.net.au/solar-365-ranked-1-among-perth-top-solar-companies#:~:text=*%20According%20to%20top10solarcompanies.com.au%2Fperth%2C%20Solar%20365%20stood,build%20its%20strong%20reputation%20among%20Perth%20homeowners.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=The%20Koala%20Solar%20team%20is%20a%20tight,ensure%20the%20longevity%20of%20their%20customers%20systems.",
        "https://natlawreview.com/press-releases/new-guide-shows-top-rankings-perths-best-solar-installers#:~:text=Vista%20Electrical%20Controls%20is%20a%20family-owned%20solar,116.%20email%20us%20here.%20Facebook.%20Other.%20article.",
        "https://natlawreview.com/press-releases/new-guide-shows-top-rankings-perths-best-solar-installers#:~:text=PSW%20Energy%20(Perth%20Solar%20Warehouse)%20places%20second,scheme%20that%20replaced%20Clean%20Energy%20Council%20accreditation.",
        "https://natlawreview.com/press-releases/new-guide-shows-top-rankings-perths-best-solar-installers#:~:text=PSW%20Energy%20(Perth%20Solar%20Warehouse)%20places%20second,scheme%20that%20replaced%20Clean%20Energy%20Council%20accreditation.",
        "https://natlawreview.com/press-releases/new-guide-shows-top-rankings-perths-best-solar-installers#:~:text=For%20readers%20weighing%20quotes%20right%20now%2C%20the,genuine%20reviews%20across%20multiple%20platforms%3B%20insist%20on"
      ],
      "cited_domains": [
        "natlawreview.com",
        "perthsolarforce.com.au",
        "solar365.net.au",
        "top10solarcompanies.com.au"
      ],
      "source_classes": [
        {
          "domain": "natlawreview.com",
          "class": "third-party"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solar365.net.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-solar_installer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B1",
      "prompt": "most trusted solar installer in Perth",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-solar_installer-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B2",
      "prompt": "best value solar panels Perth 6.6kw system",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Solar Systems - 6.6 kW",
        "Sungrow 6.65kW Single Phase Solar System",
        "Fronius GEN24 Primo 5.0 6.65kW Single Phase Solar System",
        "Sunfire Electrical",
        "Ahlec Solar Sungrow System"
      ],
      "brands_recommended": [
        "Solar Systems - 6.6 kW",
        "Sungrow 6.65kW Single Phase Solar System",
        "Fronius GEN24 Primo 5.0 6.65kW Single Phase Solar System",
        "Sunfire Electrical",
        "Ahlec Solar Sungrow System"
      ],
      "brand_order": [
        "Solar Systems - 6.6 kW",
        "Sungrow 6.65kW Single Phase Solar System",
        "Fronius GEN24 Primo 5.0 6.65kW Single Phase Solar System",
        "Sunfire Electrical",
        "Ahlec Solar Sungrow System"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:12382248835638886627&ibp=oshop",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:2997122355075172439&ibp=oshop",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:847507027504858445&ibp=oshop"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-solar_installer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B2",
      "prompt": "best value solar panels Perth 6.6kw system",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Sigenergy 6.65kW Single Phase Solar System",
        "6.6kw Solar Panels+Neovolt H5+1*9.6KWH battery pack from $6500",
        "Off Grid Solar Power Kit Panels Batteries & Inverter",
        "Longi Goodwe Solar System Package 6.6kW"
      ],
      "brands_recommended": [
        "Sigenergy 6.65kW Single Phase Solar System",
        "6.6kw Solar Panels+Neovolt H5+1*9.6KWH battery pack from $6500",
        "Off Grid Solar Power Kit Panels Batteries & Inverter",
        "Longi Goodwe Solar System Package 6.6kW"
      ],
      "brand_order": [
        "Sigenergy 6.65kW Single Phase Solar System",
        "6.6kw Solar Panels+Neovolt H5+1*9.6KWH battery pack from $6500",
        "Off Grid Solar Power Kit Panels Batteries & Inverter",
        "Longi Goodwe Solar System Package 6.6kW"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:13147517786811041721&ibp=oshop",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:8106870731800909260&ibp=oshop",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:5248035426576286650,catalogid:2217977772461387676,gpcid:2371986665332141783,mid:576462842930615731&ibp=oshop",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:17925709140468282988&ibp=oshop"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-solar_installer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B2",
      "prompt": "best value solar panels Perth 6.6kw system",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Fronius GEN24 Primo 5.0 6.65kW Single Phase Solar System",
        "6.6kw Solar System With Battery Installation Australia",
        "Solar Systems - 6.6 kW",
        "Sigenergy 6.65kW Single Phase Solar System"
      ],
      "brands_recommended": [
        "Fronius GEN24 Primo 5.0 6.65kW Single Phase Solar System",
        "6.6kw Solar System With Battery Installation Australia",
        "Solar Systems - 6.6 kW",
        "Sigenergy 6.65kW Single Phase Solar System"
      ],
      "brand_order": [
        "Fronius GEN24 Primo 5.0 6.65kW Single Phase Solar System",
        "6.6kw Solar System With Battery Installation Australia",
        "Solar Systems - 6.6 kW",
        "Sigenergy 6.65kW Single Phase Solar System"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:847507027504858445&ibp=oshop",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:9833341688979065026&ibp=oshop",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:12382248835638886627&ibp=oshop",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:13147517786811041721&ibp=oshop"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-solar_installer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B2",
      "prompt": "best value solar panels Perth 6.6kw system",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-solar_installer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B2",
      "prompt": "best value solar panels Perth 6.6kw system",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Warehouse",
        "Fronius Primo GEN24Go to product viewer dialog for this item."
      ],
      "brands_recommended": [
        "Perth Solar Warehouse",
        "Fronius Primo GEN24Go to product viewer dialog for this item."
      ],
      "brand_order": [
        "Perth Solar Warehouse",
        "Fronius Primo GEN24Go to product viewer dialog for this item."
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/1j5lbxc/solar_system_pricing/",
        "https://perthsolarwarehouse.com.au/product/6-6kw-solar/",
        "https://www.solarchoice.net.au/system-size/6kw-solar-system/",
        "https://www.solarchoice.net.au/blog/solar-power-system-deals-perth-wa/",
        "https://www.talkenergy.com.au/guides/solar-panel-cost-perth-2026/",
        "https://pswenergy.com.au/6-6kw-solar/",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:847507027504858445&ibp=oshop"
      ],
      "cited_domains": [
        "reddit.com",
        "perthsolarwarehouse.com.au",
        "solarchoice.net.au",
        "talkenergy.com.au",
        "pswenergy.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarchoice.net.au",
          "class": "brand-source"
        },
        {
          "domain": "talkenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pswenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-solar_installer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B2",
      "prompt": "best value solar panels Perth 6.6kw system",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-solar_installer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B2",
      "prompt": "best value solar panels Perth 6.6kw system",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Positive Energy Solutions",
        "Perth Solar Warehouse",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Solar Scorecard",
        "SolarQuotes",
        "Solar Repairs Perth",
        "Think Renewable",
        "Fritts Solar",
        "Lux",
        "Perth Solar Power",
        "Solar WA",
        "PV POINT",
        "Australis Solar",
        "Clean NRG Solar"
      ],
      "brands_recommended": [
        "Positive Energy Solutions",
        "Perth Solar Warehouse",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Solar Scorecard",
        "SolarQuotes",
        "Solar Repairs Perth",
        "Think Renewable",
        "Fritts Solar",
        "Lux",
        "Perth Solar Power",
        "Solar WA",
        "PV POINT",
        "Australis Solar",
        "Clean NRG Solar"
      ],
      "brand_order": [
        "Positive Energy Solutions",
        "Perth Solar Warehouse",
        "Empower Solar Australia",
        "Perth Solar Force",
        "Solar Scorecard",
        "SolarQuotes",
        "Solar Repairs Perth",
        "Think Renewable",
        "Fritts Solar",
        "Lux",
        "Perth Solar Power",
        "Solar WA",
        "PV POINT",
        "Australis Solar",
        "Clean NRG Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://whatsthedamage.com.au/solar-cost-perth/system-size-cost/?utm_source=chatgpt.com",
        "https://solarscorecard.com.au/solar-panels-cost/perth/?utm_source=chatgpt.com",
        "https://positiveenergy.com.au/solar-system-prices/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "whatsthedamage.com.au",
        "solarscorecard.com.au",
        "positiveenergy.com.au",
        "solarquotes.com.au"
      ],
      "source_classes": [
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "solarscorecard.com.au",
          "class": "brand-source"
        },
        {
          "domain": "positiveenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-solar_installer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B2",
      "prompt": "best value solar panels Perth 6.6kw system",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Warehouse",
        "Empower Solar Australia",
        "Positive Energy Solutions",
        "MLEC Solar",
        "Perth Solar Industry Guide",
        "Solar Trust AI",
        "Perth Solar Force",
        "Perth Solar Direct Joondalup",
        "Solar WA",
        "Perth Solar and Air",
        "Fritts Solar",
        "Australis Solar",
        "SolarGrid Perth",
        "Solar 1 Nation Electricals"
      ],
      "brands_recommended": [
        "Perth Solar Warehouse",
        "Empower Solar Australia",
        "Positive Energy Solutions",
        "MLEC Solar",
        "Perth Solar Industry Guide",
        "Solar Trust AI",
        "Perth Solar Force",
        "Perth Solar Direct Joondalup",
        "Solar WA",
        "Perth Solar and Air",
        "Fritts Solar",
        "Australis Solar",
        "SolarGrid Perth",
        "Solar 1 Nation Electricals"
      ],
      "brand_order": [
        "Perth Solar Warehouse",
        "Empower Solar Australia",
        "Positive Energy Solutions",
        "MLEC Solar",
        "Perth Solar Industry Guide",
        "Solar Trust AI",
        "Perth Solar Force",
        "Perth Solar Direct Joondalup",
        "Solar WA",
        "Perth Solar and Air",
        "Fritts Solar",
        "Australis Solar",
        "SolarGrid Perth",
        "Solar 1 Nation Electricals"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthsolarguide.com.au/guide/solar-panel-system-cost-perth/?utm_source=chatgpt.com",
        "https://whatsthedamage.com.au/solar-cost-perth/system-size-cost/?utm_source=chatgpt.com",
        "https://www.solartrustai.com.au/articles/how-to-compare-solar-panel-brands-perth-2026?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthsolarguide.com.au",
        "whatsthedamage.com.au",
        "solartrustai.com.au",
        "solarquotes.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthsolarguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "solartrustai.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-solar_installer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B2",
      "prompt": "best value solar panels Perth 6.6kw system",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Warehouse",
        "MLEC Solar",
        "Positive Energy Solutions",
        "Empower Solar Australia",
        "Australis Solar – solar repair Perth",
        "Perth Solar Industry Guide",
        "Solar Trust AI",
        "Perth Solar Force",
        "Solar WA",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "Future Solar WA",
        "SolarGrid Perth",
        "Fritts Solar",
        "Solar 1 Nation Electricals",
        "Raf Power"
      ],
      "brands_recommended": [
        "Perth Solar Warehouse",
        "MLEC Solar",
        "Positive Energy Solutions",
        "Empower Solar Australia",
        "Australis Solar – solar repair Perth",
        "Perth Solar Industry Guide",
        "Solar Trust AI",
        "Perth Solar Force",
        "Solar WA",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "Future Solar WA",
        "SolarGrid Perth",
        "Fritts Solar",
        "Solar 1 Nation Electricals",
        "Raf Power"
      ],
      "brand_order": [
        "Perth Solar Warehouse",
        "MLEC Solar",
        "Positive Energy Solutions",
        "Empower Solar Australia",
        "Australis Solar – solar repair Perth",
        "Perth Solar Industry Guide",
        "Solar Trust AI",
        "Perth Solar Force",
        "Solar WA",
        "Perth Solar and Air",
        "Perth Solar Direct Joondalup",
        "Future Solar WA",
        "SolarGrid Perth",
        "Fritts Solar",
        "Solar 1 Nation Electricals",
        "Raf Power"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthsolarguide.com.au/guide/solar-panel-system-cost-perth/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com",
        "https://positiveenergy.com.au/solar-system-prices/?utm_source=chatgpt.com",
        "https://www.solartrustai.com.au/articles/how-to-compare-solar-panel-brands-perth-2026?utm_source=chatgpt.com",
        "https://mrsolar.com.au/solar/6-6kw-system/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthsolarguide.com.au",
        "solarquotes.com.au",
        "positiveenergy.com.au",
        "solartrustai.com.au",
        "mrsolar.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthsolarguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "positiveenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solartrustai.com.au",
          "class": "brand-source"
        },
        {
          "domain": "mrsolar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-solar_installer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B2",
      "prompt": "best value solar panels Perth 6.6kw system",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.talkenergy.com.au/guides/solar-panel-cost-perth-2026/#:~:text=A%206.6kW%20solar%20system%20in%20Perth%20costs,inverter%20brand%2C%20roof%20complexity%2C%20and%20installer%20reputation.",
        "https://whatsthedamage.com.au/solar-cost/#:~:text=Premium%20panels%20(%246%2C500%E2%80%93%2410%2C500)%20use%20brands%20like%20SunPower%2C,%E2%80%94%20offering%20better%20efficiency%20and%20longer%20warranties.",
        "https://tallyenergygroup.com.au/best-solar-installers-perth/#:~:text=Perth%20Solar%20Snapshot%20(2026)%20*%20Avg%20Price,*%20Best%20Install%20Month%3A%20Aug%20%E2%80%93%20Nov.",
        "https://tallyenergygroup.com.au/best-solar-installers-perth/#:~:text=Unlike%20the%20East%20Coast%2C%20Perth%20has%20very,depending%20on%20suburb%20transformer%20and%20feeder%20load.",
        "https://www.talkenergy.com.au/guides/solar-panel-cost-perth-2026/#:~:text=A%206.6kW%20solar%20system%20in%20Perth%20costs,inverter%20brand%2C%20roof%20complexity%2C%20and%20installer%20reputation."
      ],
      "cited_domains": [
        "talkenergy.com.au",
        "whatsthedamage.com.au",
        "tallyenergygroup.com.au"
      ],
      "source_classes": [
        {
          "domain": "talkenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "tallyenergygroup.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-solar_installer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B2",
      "prompt": "best value solar panels Perth 6.6kw system",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "6.6kW solar system",
        "Tally Energy Group",
        "Perth Solar Warehouse"
      ],
      "brands_recommended": [
        "6.6kW solar system",
        "Tally Energy Group",
        "Perth Solar Warehouse"
      ],
      "brand_order": [
        "6.6kW solar system",
        "Tally Energy Group",
        "Perth Solar Warehouse"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://whatsthedamage.com.au/solar-cost/#:~:text=Table_title%3A%20Solar%20System%20Sizes%20and%20Costs%3A%20What,kW%2B%20%7C%20%249%2C000%E2%80%93%2416%2C000%2B%20%7C%2045%E2%80%9358%20kWh%20%7C",
        "https://www.talkenergy.com.au/guides/solar-panel-cost-perth-2026/#:~:text=What%20Affects%20Solar%20Panel%20Pricing%3F%201.%20Panel,is%20the%20brain%20of%20your%20solar%20system.",
        "https://billwise.com.au/blog/best-solar-panels-perth-2026",
        "https://tallyenergygroup.com.au/best-solar-installers-perth/#:~:text=Perth%20Solar%20Snapshot%20(2026)%20*%20Avg%20Price,*%20Best%20Install%20Month%3A%20Aug%20%E2%80%93%20Nov.",
        "https://tallyenergygroup.com.au/best-solar-installers-perth/#:~:text=*%20Best%20Budget%20Installer%3A%20Sunboost.%20Table_title%3A%20Perth's,%7C%20%234%20%7C%20Solargain%20%7C%20Stability%20%7C"
      ],
      "cited_domains": [
        "whatsthedamage.com.au",
        "talkenergy.com.au",
        "billwise.com.au",
        "tallyenergygroup.com.au"
      ],
      "source_classes": [
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "talkenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "billwise.com.au",
          "class": "brand-source"
        },
        {
          "domain": "tallyenergygroup.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-solar_installer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B2",
      "prompt": "best value solar panels Perth 6.6kw system",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "6.6kW solar system in Perth"
      ],
      "brands_recommended": [
        "6.6kW solar system in Perth"
      ],
      "brand_order": [
        "6.6kW solar system in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://tallyenergygroup.com.au/best-solar-installers-perth/#:~:text=Perth%20Solar%20Snapshot%20(2026)%20*%20Avg%20Price,*%20Best%20Install%20Month%3A%20Aug%20%E2%80%93%20Nov.",
        "https://whatsthedamage.com.au/solar-cost/#:~:text=Table_title%3A%20Solar%20System%20Sizes%20and%20Costs%3A%20What,kW%2B%20%7C%20%249%2C000%E2%80%93%2416%2C000%2B%20%7C%2045%E2%80%9358%20kWh%20%7C",
        "https://whatsthedamage.com.au/solar-cost/#:~:text=*%20Panel%20quality.%20Standard%20panels%20(%244%2C000%E2%80%93%248%2C500%20for,use%20tier-1%20brands%20like%20Jinko%20or%20Trina.",
        "https://tallyenergygroup.com.au/best-solar-installers-perth/#:~:text=In%202026%2C%20a%20standard%20Tier-1%206.6kW%20system,design%2C%20stable%20inverter%20pairing%2C%20WA-based%20installation%20teams.",
        "https://perthsolarwarehouse.com.au/product/6-6kw-solar/#:~:text=Every%206%20kW%20solar%20energy%20system%20from,proven%2C%20enduring%20warranty.%20Compare%20panels.%20Compare%20panels.",
        "https://perthsolarwarehouse.com.au/product/6-6kw-solar/#:~:text=Learn%20more%20about%3A%20Your%20solar%20rebate%20amount,known%20as%20DEBS%20(Distributed%20Energy%20Buyback%20Scheme).",
        "https://tallyenergygroup.com.au/best-solar-installers-perth/#:~:text=How%20We%20Ranked%20the%20Top%20Solar%20Companies,Consistency%20%26%20Reputation.%20*%2010%25%20Pricing%20Transparency.",
        "https://www.talkenergy.com.au/guides/solar-panel-cost-perth-2026/#:~:text=We've%20seen%20it%20time%20and%20again%3A%20homeowners,Perth.%20*%2048-hour%20fix%20or%20replace%20guarantee."
      ],
      "cited_domains": [
        "tallyenergygroup.com.au",
        "whatsthedamage.com.au",
        "perthsolarwarehouse.com.au",
        "talkenergy.com.au"
      ],
      "source_classes": [
        {
          "domain": "tallyenergygroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "whatsthedamage.com.au",
          "class": "directory"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "talkenergy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-solar_installer-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B3",
      "prompt": "which solar company in Perth has the best warranty",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.youtube.com/watch?v=lTL_67WP6KU&t=38"
      ],
      "cited_domains": [
        "youtube.com"
      ],
      "source_classes": [
        {
          "domain": "youtube.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-solar_installer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B3",
      "prompt": "which solar company in Perth has the best warranty",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://vistaelectricalcontrols.com.au/",
        "https://www.einpresswire.com/article/924098839/new-guide-shows-top-rankings-for-perth-s-best-solar-installers"
      ],
      "cited_domains": [
        "vistaelectricalcontrols.com.au",
        "einpresswire.com"
      ],
      "source_classes": [
        {
          "domain": "vistaelectricalcontrols.com.au",
          "class": "brand-source"
        },
        {
          "domain": "einpresswire.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-solar_installer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B3",
      "prompt": "which solar company in Perth has the best warranty",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "SolarEdge Genesis 1Ø 5kW inverter Single Phase Inverter",
        "Approved Solar Retailer"
      ],
      "brands_recommended": [
        "SolarEdge Genesis 1Ø 5kW inverter Single Phase Inverter",
        "Approved Solar Retailer"
      ],
      "brand_order": [
        "SolarEdge Genesis 1Ø 5kW inverter Single Phase Inverter",
        "Approved Solar Retailer"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solargain.com.au/solargains-longevity-guarantee",
        "https://www.solargain.com.au/solar-service/solar-power-service-and-repairs-faq",
        "https://www.infiniteenergy.com.au/support/warrantyinformation",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:6643702428377979301&ibp=oshop"
      ],
      "cited_domains": [
        "solargain.com.au",
        "infiniteenergy.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "solargain.com.au",
          "class": "brand-source"
        },
        {
          "domain": "infiniteenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-solar_installer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B3",
      "prompt": "which solar company in Perth has the best warranty",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-solar_installer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B3",
      "prompt": "which solar company in Perth has the best warranty",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Talk Energy"
      ],
      "brands_recommended": [
        "Talk Energy"
      ],
      "brand_order": [
        "Talk Energy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.talkenergy.com.au/guides/best-solar-panel-warranties-perth-ranked-2026/",
        "https://www.talkenergy.com.au/solar-warranty/",
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://regenpower.com/",
        "https://perthsolarforce.com.au/"
      ],
      "cited_domains": [
        "talkenergy.com.au",
        "westernpower.com.au",
        "regenpower.com",
        "perthsolarforce.com.au"
      ],
      "source_classes": [
        {
          "domain": "talkenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-solar_installer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B3",
      "prompt": "which solar company in Perth has the best warranty",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Talk Energy"
      ],
      "brands_recommended": [
        "Talk Energy"
      ],
      "brand_order": [
        "Talk Energy"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.talkenergy.com.au/guides/best-solar-panel-warranties-perth-ranked-2026/",
        "https://www.talkenergy.com.au/guides/best-solar-company-perth-residential-2026/",
        "https://www.talkenergy.com.au/solar-warranty/",
        "https://perthsolarforce.com.au/",
        "https://vistaelectricalcontrols.com.au/best-solar-installers-in-perth-compared/",
        "https://www.solar365.net.au/which-solar-company-is-the-most-reliable-in-perth"
      ],
      "cited_domains": [
        "talkenergy.com.au",
        "perthsolarforce.com.au",
        "vistaelectricalcontrols.com.au",
        "solar365.net.au"
      ],
      "source_classes": [
        {
          "domain": "talkenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vistaelectricalcontrols.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solar365.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-solar_installer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B3",
      "prompt": "which solar company in Perth has the best warranty",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Force",
        "DMG Solar",
        "Just Solar Co",
        "Empower Solar Australia",
        "Australis Solar",
        "Lux",
        "PSW Energy, Perth Solar Warehouse",
        "Fritts Solar",
        "SolarGrid Perth",
        "Solar WA",
        "Perth Solar and Air",
        "15+ years on solar panels",
        "Koala Solar"
      ],
      "brands_recommended": [
        "Perth Solar Force",
        "DMG Solar",
        "Just Solar Co",
        "Empower Solar Australia",
        "Australis Solar",
        "Lux",
        "PSW Energy, Perth Solar Warehouse",
        "Fritts Solar",
        "SolarGrid Perth",
        "Solar WA",
        "Perth Solar and Air",
        "15+ years on solar panels",
        "Koala Solar"
      ],
      "brand_order": [
        "Perth Solar Force",
        "DMG Solar",
        "Just Solar Co",
        "Empower Solar Australia",
        "Australis Solar",
        "Lux",
        "PSW Energy, Perth Solar Warehouse",
        "Fritts Solar",
        "SolarGrid Perth",
        "Solar WA",
        "Perth Solar and Air",
        "15+ years on solar panels",
        "Koala Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthsolarforce.com.au/residential-solar-perth/?utm_source=chatgpt.com",
        "https://perthsolarforce.com.au/?utm_source=chatgpt.com",
        "https://www.energy.gov.au/solar/get-know-solar-technology/warranties-and-insurance?utm_source=chatgpt.com",
        "https://dmgsolar.com.au/?utm_source=chatgpt.com",
        "https://dmgsolar.com.au/service/residential-solar-systems/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthsolarforce.com.au",
        "energy.gov.au",
        "dmgsolar.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "energy.gov.au",
          "class": "third-party"
        },
        {
          "domain": "dmgsolar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-solar_installer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B3",
      "prompt": "which solar company in Perth has the best warranty",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Warehouse",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Talk Energy Solar & Battery"
      ],
      "brands_recommended": [
        "Perth Solar Warehouse",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Talk Energy Solar & Battery"
      ],
      "brand_order": [
        "Perth Solar Warehouse",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Talk Energy Solar & Battery"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.talkenergy.com.au/solar-warranty/?utm_source=chatgpt.com",
        "https://www.talkenergy.com.au/guides/best-solar-panel-warranties-perth-ranked-2026/?utm_source=chatgpt.com",
        "https://perthsolarwarehouse.com.au/guarantee/?utm_source=chatgpt.com",
        "https://www.energy.gov.au/solar/get-know-solar-technology/warranties-and-insurance?utm_source=chatgpt.com",
        "https://dmgsolar.com.au/?utm_source=chatgpt.com",
        "https://www.talkenergy.com.au/guides/best-solar-installer-perth-after-sales-support/?utm_source=chatgpt.com",
        "https://www.talkenergy.com.au/guides/solar-panel-warranties-perth/?utm_source=chatgpt.com",
        "https://www.talkenergy.com.au/uncategorized/best-solar-companies-perth-2026-ranked/?utm_source=chatgpt.com",
        "https://www.talkenergy.com.au/guides/20-year-solar-warranty-explained-perth/?utm_source=chatgpt.com",
        "https://www.talkenergy.com.au/guides/talk-energy-vs-solar-industry-warranty-standards/?utm_source=chatgpt.com",
        "https://dmgsolar.com.au/service/residential-solar-systems/?utm_source=chatgpt.com",
        "https://perthsolarforce.com.au/solar-panels-perth/why-perth-solar-force/?utm_source=chatgpt.com",
        "https://perthsolarforce.com.au/residential-solar-perth/?utm_source=chatgpt.com",
        "https://perthsolarforce.com.au/?utm_source=chatgpt.com",
        "https://perthsolarforce.com.au/sunwiz-awards/?utm_source=chatgpt.com",
        "https://www.infinityelectricalsolar.com.au/solar-panel-packages?utm_source=chatgpt.com",
        "https://positiveenergy.com.au/solar-system-prices/?utm_source=chatgpt.com",
        "https://www.solarchoice.net.au/?utm_source=chatgpt.com",
        "https://en.wikipedia.org/wiki/Perth?utm_source=chatgpt.com",
        "https://pswenergy.com.au/top-10-solar-companies-in-perth-wa/?srsltid=AfmBOoqlJxR2CQgcBmcWVKv1i-X4qjWMnPVrmdD9KwizYGb6bXxAAmbZ&utm_source=chatgpt.com",
        "https://www.energy.gov.au/solar?utm_source=chatgpt.com",
        "https://www.abc.net.au/news/2026-05-11/australian-repatriation-flight-hantavirus-cruise-ship/106665202?utm_source=chatgpt.com",
        "https://tallyenergygroup.com.au/best-solar-installers-perth/?utm_source=chatgpt.com",
        "https://www.solar.vic.gov.au/?utm_source=chatgpt.com",
        "https://www.theguardian.com/australia-news/2026/may/11/australia-charters-flight-to-bring-nationals-home-from-hantavirus-stricken-luxury-cruise?utm_source=chatgpt.com",
        "https://perthsolarwarehouse.com.au/best-solar-companies-perth-wa/?utm_source=chatgpt.com",
        "https://solarjuice.com.au/?utm_source=chatgpt.com",
        "https://www.solar-secure.com.au/blog/solar-warranty-comparison-product-vs-workmanship/?utm_source=chatgpt.com",
        "https://www.perthnow.com.au/news/public-health/hantavirus-four-australians-new-zealand-national-to-land-in-perth-after-being-on-infected-cruise-ship-c-22262884?utm_source=chatgpt.com",
        "https://www.perthnow.com.au/wa/perth-park-planners-recommend-wapc-approval-but-under-20-conditions-c-22264928?utm_source=chatgpt.com",
        "https://minister.dcceew.gov.au/bowen/media-releases/battery-and-solar-growth-pave-way-renewables-future?utm_source=chatgpt.com",
        "https://thewest.com.au/news/wa/hantavirus-cruise-ship-passengers-to-be-kept-in-perth-at-bullsbrook-quarantine-facility-built-during-covid-c-22266728?utm_source=chatgpt.com",
        "https://www.solar365.net.au/which-solar-company-is-the-most-reliable-in-perth?utm_source=chatgpt.com",
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/?utm_source=chatgpt.com",
        "https://www.canstar.com.au/energy/solar-installers/?utm_source=chatgpt.com",
        "https://www.frittssolar.com.au/?utm_source=chatgpt.com",
        "https://www.energy.nsw.gov.au/households/upgrades/solar?utm_source=chatgpt.com",
        "https://www.whysolar.com.au/best-solar-installers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "talkenergy.com.au",
        "perthsolarwarehouse.com.au",
        "energy.gov.au",
        "dmgsolar.com.au",
        "perthsolarforce.com.au",
        "infinityelectricalsolar.com.au",
        "positiveenergy.com.au",
        "solarchoice.net.au",
        "en.wikipedia.org",
        "pswenergy.com.au",
        "abc.net.au",
        "tallyenergygroup.com.au",
        "solar.vic.gov.au",
        "theguardian.com",
        "solarjuice.com.au",
        "solar-secure.com.au",
        "perthnow.com.au",
        "minister.dcceew.gov.au",
        "thewest.com.au",
        "solar365.net.au",
        "westernpower.com.au",
        "canstar.com.au",
        "frittssolar.com.au",
        "energy.nsw.gov.au",
        "whysolar.com.au"
      ],
      "source_classes": [
        {
          "domain": "talkenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "energy.gov.au",
          "class": "third-party"
        },
        {
          "domain": "dmgsolar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "infinityelectricalsolar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "positiveenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarchoice.net.au",
          "class": "brand-source"
        },
        {
          "domain": "en.wikipedia.org",
          "class": "third-party"
        },
        {
          "domain": "pswenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "abc.net.au",
          "class": "publisher"
        },
        {
          "domain": "tallyenergygroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solar.vic.gov.au",
          "class": "third-party"
        },
        {
          "domain": "theguardian.com",
          "class": "third-party"
        },
        {
          "domain": "solarjuice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solar-secure.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthnow.com.au",
          "class": "publisher"
        },
        {
          "domain": "minister.dcceew.gov.au",
          "class": "third-party"
        },
        {
          "domain": "thewest.com.au",
          "class": "publisher"
        },
        {
          "domain": "solar365.net.au",
          "class": "brand-source"
        },
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canstar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "frittssolar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "energy.nsw.gov.au",
          "class": "third-party"
        },
        {
          "domain": "whysolar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-solar_installer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B3",
      "prompt": "which solar company in Perth has the best warranty",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Force",
        "Perth Solar Warehouse",
        "Perth Solar and Air",
        "Empower Solar Australia",
        "Fritts Solar",
        "Positive Energy Solutions",
        "SolarGrid Perth",
        "Solar WA",
        "Solar Harvest",
        "Think Renewable",
        "Koala Solar",
        "Perth Solar Force — strongest warranty"
      ],
      "brands_recommended": [
        "Perth Solar Force",
        "Perth Solar Warehouse",
        "Perth Solar and Air",
        "Empower Solar Australia",
        "Fritts Solar",
        "Positive Energy Solutions",
        "SolarGrid Perth",
        "Solar WA",
        "Solar Harvest",
        "Think Renewable",
        "Koala Solar",
        "Perth Solar Force — strongest warranty"
      ],
      "brand_order": [
        "Perth Solar Force",
        "Perth Solar Warehouse",
        "Perth Solar and Air",
        "Empower Solar Australia",
        "Fritts Solar",
        "Positive Energy Solutions",
        "SolarGrid Perth",
        "Solar WA",
        "Solar Harvest",
        "Think Renewable",
        "Koala Solar",
        "Perth Solar Force — strongest warranty"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://perthsolarforce.com.au/solar-panels-perth/why-perth-solar-force/?utm_source=chatgpt.com",
        "https://perthsolarforce.com.au/wp-content/uploads/2024/10/PSF-Terms-Conditions-25-Year-Workmanship-Warranty.pdf?utm_source=chatgpt.com",
        "https://www.sunwiz.com.au/best-australian-solar-companies-2026/?utm_source=chatgpt.com",
        "https://perthsolarwarehouse.com.au/guarantee/?utm_source=chatgpt.com",
        "https://www.energy.gov.au/solar/get-know-solar-technology/warranties-and-insurance?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthsolarforce.com.au",
        "sunwiz.com.au",
        "perthsolarwarehouse.com.au",
        "energy.gov.au"
      ],
      "source_classes": [
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "sunwiz.com.au",
          "class": "directory"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "energy.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-solar_installer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B3",
      "prompt": "which solar company in Perth has the best warranty",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.talkenergy.com.au/guides/best-solar-panel-warranties-perth-ranked-2026/#:~:text=What%20the%2020-Year%20Workmanship%20Warranty%20Covers.%20Talk,subcontracting%2C%20every%20warranty%20claim%20is%20handled%20internally.",
        "https://www.talkenergy.com.au/guides/best-solar-panel-warranties-perth-ranked-2026/#:~:text=Clean%20Energy%20Council%20accredited%20installers%20must%20provide,the%20bulk%20of%20your%20system's%2025-year%20lifespan.",
        "https://www.talkenergy.com.au/guides/best-solar-panel-warranties-perth-ranked-2026/#:~:text=The%20rankings%20below%20are%20based%20on%20workmanship,on%20warranty%20coverage%20by%20a%20significant%20margin.",
        "https://www.talkenergy.com.au/guides/best-solar-panel-warranties-perth-ranked-2026/#:~:text=*%20Panel%20product%20warranty%3A%2025%20years%20(via,Energy's%20own%20in-house%20electrical%20team%2C%20not%20subcontractors.",
        "https://www.talkenergy.com.au/guides/best-solar-panel-warranties-perth-ranked-2026/#:~:text=Table_title%3A%20Talk%20Energy's%20Full%20Warranty%20Breakdown%20Table_content%3A,%7C%20In-house%20Perth%20electricians%20%7C%20Varies%20%7C",
        "https://perthsolarforce.com.au/",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Solar%20365%20installs%20premium%20solar%20panels%2C%20inverters,Request%20a%20Quote.%20*%202.%20Koala%20Solar.",
        "https://www.talkenergy.com.au/guides/best-solar-panel-warranties-perth-ranked-2026/#:~:text=Key%20takeaway%3A%20When%20comparing%20Perth%20solar%20companies%2C,and%20Battery%20*%20Workmanship%20warranty%3A%2020%20years."
      ],
      "cited_domains": [
        "talkenergy.com.au",
        "perthsolarforce.com.au",
        "top10solarcompanies.com.au"
      ],
      "source_classes": [
        {
          "domain": "talkenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-solar_installer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B3",
      "prompt": "which solar company in Perth has the best warranty",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.talkenergy.com.au/guides/best-solar-panel-warranties-perth-ranked-2026/#:~:text=Clean%20Energy%20Council%20accredited%20installers%20must%20provide,the%20bulk%20of%20your%20system's%2025-year%20lifespan.",
        "https://www.talkenergy.com.au/guides/best-solar-panel-warranties-perth-ranked-2026/#:~:text=Talk%20Energy%20leads%20the%20Perth%20market%20on,offer%20no%20response%20time%20commitment%20at%20all.",
        "https://www.talkenergy.com.au/guides/best-solar-panel-warranties-perth-ranked-2026/#:~:text=Talk%20Energy%20leads%20the%20Perth%20market%20on,offer%20no%20response%20time%20commitment%20at%20all.",
        "https://www.solarcobber.com/blog/top-10-solar-companies-in-perth#:~:text=Perth%20Solar%20Force%20offers%20comprehensive%20solar%20solutions,knowledgeable%20sales%20staff%2C%20and%20excellent%20after-sales%20service.",
        "https://www.openpr.com/news/4490393/top-10-best-solar-companies-in-perth-2026#:~:text=Press%20release%20from%3A%20Solar%20Expert.%20Solar%20365,competing%20on%20price%2C%20quality%2C%20and%20service%20standards."
      ],
      "cited_domains": [
        "talkenergy.com.au",
        "solarcobber.com",
        "openpr.com"
      ],
      "source_classes": [
        {
          "domain": "talkenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarcobber.com",
          "class": "third-party"
        },
        {
          "domain": "openpr.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-solar_installer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B3",
      "prompt": "which solar company in Perth has the best warranty",
      "query_class": "comparison",
      "buyer_stage": "consideration",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Solar 365",
        "Koala Solar",
        "30-year solar panel warranty"
      ],
      "brands_recommended": [
        "Solar 365",
        "Koala Solar",
        "30-year solar panel warranty"
      ],
      "brand_order": [
        "Solar 365",
        "Koala Solar",
        "30-year solar panel warranty"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.talkenergy.com.au/guides/best-solar-panel-warranties-perth-ranked-2026/#:~:text=Talk%20Energy%20leads%20the%20Perth%20market%20on,offer%20no%20response%20time%20commitment%20at%20all.",
        "https://www.talkenergy.com.au/guides/best-solar-panel-warranties-perth-ranked-2026/#:~:text=The%20rankings%20below%20are%20based%20on%20workmanship,on%20warranty%20coverage%20by%20a%20significant%20margin.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=They%20specialise%20in%20solar%20panels%2C%20battery%20storage%2C,installation.%20%E2%80%8B%20What%20are%20their%20installs%20like%3F",
        "https://www.talkenergy.com.au/guides/best-solar-panel-warranties-perth-ranked-2026/#:~:text=Talk%20Energy%20leads%20the%20Perth%20market%20on,offer%20no%20response%20time%20commitment%20at%20all."
      ],
      "cited_domains": [
        "talkenergy.com.au",
        "top10solarcompanies.com.au"
      ],
      "source_classes": [
        {
          "domain": "talkenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-solar_installer-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B4",
      "prompt": "best solar and battery installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Solar Harvest",
        "Fritts Solar"
      ],
      "brands_recommended": [
        "Solar Harvest",
        "Fritts Solar"
      ],
      "brand_order": [
        "Solar Harvest",
        "Fritts Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.youtube.com/watch?v=lTL_67WP6KU",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsNk1HSnhlSFl3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo"
      ],
      "cited_domains": [
        "youtube.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "youtube.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-solar_installer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B4",
      "prompt": "best solar and battery installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Fritts Solar",
        "Solar Harvest"
      ],
      "brands_recommended": [
        "Fritts Solar",
        "Solar Harvest"
      ],
      "brand_order": [
        "Fritts Solar",
        "Solar Harvest"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.youtube.com/watch?v=lTL_67WP6KU&t=19",
        "https://www.youtube.com/watch?v=hr58lJZtkfc&vl=en",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsNk1HSnhlSFl3GAo"
      ],
      "cited_domains": [
        "youtube.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "youtube.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-solar_installer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B4",
      "prompt": "best solar and battery installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Positive Energy Solutions"
      ],
      "brands_recommended": [
        "Positive Energy Solutions"
      ],
      "brand_order": [
        "Positive Energy Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.productreview.com.au/c/solar-panel-installers/l/western-australia_au",
        "https://regenpower.com/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "productreview.com.au",
        "regenpower.com",
        "solarquotes.com.au"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-solar_installer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B4",
      "prompt": "best solar and battery installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Warehouse"
      ],
      "brands_recommended": [
        "Perth Solar Warehouse"
      ],
      "brand_order": [
        "Perth Solar Warehouse"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://perthsolarwarehouse.com.au/",
        "https://perthsolarforce.com.au/",
        "https://www.solarquotes.com.au/blog/top-perth-solar-installers-2024/",
        "https://www.top10solarcompanies.com.au/perth",
        "https://positiveenergy.com.au/",
        "https://solarbatterygroup.com.au/solar-battery-perth",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:1239294291457606276&ibp=oshop"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "perthsolarwarehouse.com.au",
        "perthsolarforce.com.au",
        "top10solarcompanies.com.au",
        "positiveenergy.com.au",
        "solarbatterygroup.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "positiveenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarbatterygroup.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-solar_installer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B4",
      "prompt": "best solar and battery installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-solar_installer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B4",
      "prompt": "best solar and battery installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Positive Energy Solutions",
        "Perth Solar Warehouse"
      ],
      "brands_recommended": [
        "Positive Energy Solutions",
        "Perth Solar Warehouse"
      ],
      "brand_order": [
        "Positive Energy Solutions",
        "Perth Solar Warehouse"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://www.solarquotes.com.au/blog/wa-best-solar-installers-2025-mb3285/",
        "https://perthsolarwarehouse.com.au/",
        "https://perthsolarforce.com.au/",
        "https://regenpower.com/",
        "https://positiveenergy.com.au/",
        "https://perthsolarwarehouse.com.au/solar-deals/"
      ],
      "cited_domains": [
        "westernpower.com.au",
        "solarquotes.com.au",
        "perthsolarwarehouse.com.au",
        "perthsolarforce.com.au",
        "regenpower.com",
        "positiveenergy.com.au"
      ],
      "source_classes": [
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "regenpower.com",
          "class": "brand-source"
        },
        {
          "domain": "positiveenergy.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-solar_installer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B4",
      "prompt": "best solar and battery installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Force",
        "Perth Solar Warehouse",
        "Koala Solar",
        "Empower Solar Australia",
        "Talk Energy Solar & Battery",
        "Think Renewable",
        "Solar Battery AU",
        "Solar Harvest",
        "Ampere Solar",
        "Fritts Solar",
        "Future Solar WA",
        "Perth Solar and Air",
        "SolarGrid Perth",
        "Solar WA"
      ],
      "brands_recommended": [
        "Perth Solar Force",
        "Perth Solar Warehouse",
        "Koala Solar",
        "Empower Solar Australia",
        "Talk Energy Solar & Battery",
        "Think Renewable",
        "Solar Battery AU",
        "Solar Harvest",
        "Ampere Solar",
        "Fritts Solar",
        "Future Solar WA",
        "Perth Solar and Air",
        "SolarGrid Perth",
        "Solar WA"
      ],
      "brand_order": [
        "Perth Solar Force",
        "Perth Solar Warehouse",
        "Koala Solar",
        "Empower Solar Australia",
        "Talk Energy Solar & Battery",
        "Think Renewable",
        "Solar Battery AU",
        "Solar Harvest",
        "Ampere Solar",
        "Fritts Solar",
        "Future Solar WA",
        "Perth Solar and Air",
        "SolarGrid Perth",
        "Solar WA"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.sunwiz.com.au/top-solar-battery-installers-western-australia-2026/?utm_source=chatgpt.com",
        "https://perthsolarwarehouse.com.au/sunwiz-awards-2026/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "sunwiz.com.au",
        "perthsolarwarehouse.com.au",
        "solarquotes.com.au",
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "sunwiz.com.au",
          "class": "directory"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-solar_installer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B4",
      "prompt": "best solar and battery installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Force",
        "Perth Solar Warehouse",
        "MLEC Solar",
        "Koala Solar",
        "Talk Energy",
        "Empower Solar Australia",
        "Fritts Solar",
        "Solar WA",
        "SolarGrid Perth",
        "Solar Battery AU",
        "Solar Naturally",
        "Think Renewable",
        "Clean NRG Solar"
      ],
      "brands_recommended": [
        "Perth Solar Force",
        "Perth Solar Warehouse",
        "MLEC Solar",
        "Koala Solar",
        "Talk Energy",
        "Empower Solar Australia",
        "Fritts Solar",
        "Solar WA",
        "SolarGrid Perth",
        "Solar Battery AU",
        "Solar Naturally",
        "Think Renewable",
        "Clean NRG Solar"
      ],
      "brand_order": [
        "Perth Solar Force",
        "Perth Solar Warehouse",
        "MLEC Solar",
        "Koala Solar",
        "Talk Energy",
        "Empower Solar Australia",
        "Fritts Solar",
        "Solar WA",
        "SolarGrid Perth",
        "Solar Battery AU",
        "Solar Naturally",
        "Think Renewable",
        "Clean NRG Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.sunwiz.com.au/top-solar-battery-installers-western-australia-2026/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com",
        "https://assets.cleanenergycouncil.org.au/documents/consumers/battery-storage-guide-for-consumers.pdf?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "sunwiz.com.au",
        "starworks.com.au",
        "assets.cleanenergycouncil.org.au"
      ],
      "source_classes": [
        {
          "domain": "sunwiz.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "assets.cleanenergycouncil.org.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-solar_installer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B4",
      "prompt": "best solar and battery installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Force",
        "Perth Solar Warehouse",
        "Regen Power",
        "Koala Solar",
        "Empower Solar Australia",
        "Koala Solar — strong customer-review choice.",
        "Solar Accreditation Australia  accredited"
      ],
      "brands_recommended": [
        "Perth Solar Force",
        "Perth Solar Warehouse",
        "Regen Power",
        "Koala Solar",
        "Empower Solar Australia",
        "Koala Solar — strong customer-review choice.",
        "Solar Accreditation Australia  accredited"
      ],
      "brand_order": [
        "Perth Solar Force",
        "Perth Solar Warehouse",
        "Regen Power",
        "Koala Solar",
        "Empower Solar Australia",
        "Koala Solar — strong customer-review choice.",
        "Solar Accreditation Australia  accredited"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.sunwiz.com.au/top-solar-battery-installers-western-australia-2026/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/solar-installers/perth?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/cities/perth/?utm_source=chatgpt.com",
        "https://www.energy.gov.au/solar/solar-retailers-and-installation/choose-your-solar-retailer-and-installer?utm_source=chatgpt.com",
        "https://cleanenergycouncil.org.au/for-consumers/feedback-complaints?utm_source=chatgpt.com",
        "https://cleanenergycouncil.org.au/contact-us?utm_source=chatgpt.com",
        "https://cleanenergycouncil.org.au/for-consumers?utm_source=chatgpt.com",
        "https://bestsolarinstallers.com.au/best/perth/?utm_source=chatgpt.com",
        "https://www.solarbatteryperth.com.au/installers?utm_source=chatgpt.com",
        "https://www.solarbatteryperth.com.au/tools/installer-checker?utm_source=chatgpt.com",
        "https://cer.gov.au/schemes/renewable-energy-target/renewable-energy-target-participants-and-industry/solar-battery-installers-and-designers?utm_source=chatgpt.com",
        "https://www.whysolar.com.au/best-solar-installers/perth?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/solar-panel-installers/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installer-review/perth-solar-and-battery-solutions/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installers/wa/perth-6000/?utm_source=chatgpt.com",
        "https://www.solarquotes.com.au/installer-review/clean-nrg-solar/?utm_source=chatgpt.com",
        "https://www.solar365.net.au/top-best-solar-battery-installers-in-perth?utm_source=chatgpt.com",
        "https://www.solardirectory.com.au/solar-panel-installers/4590-sem-solar?utm_source=chatgpt.com",
        "https://pswenergy.com.au/best-solar-batteries-perth-customers-can-buy/?utm_source=chatgpt.com",
        "https://perthsolarwarehouse.com.au/sunwiz-awards-2026/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "sunwiz.com.au",
        "starworks.com.au",
        "solarquotes.com.au",
        "energy.gov.au",
        "cleanenergycouncil.org.au",
        "bestsolarinstallers.com.au",
        "solarbatteryperth.com.au",
        "cer.gov.au",
        "whysolar.com.au",
        "productreview.com.au",
        "solar365.net.au",
        "solardirectory.com.au",
        "pswenergy.com.au",
        "perthsolarwarehouse.com.au"
      ],
      "source_classes": [
        {
          "domain": "sunwiz.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "energy.gov.au",
          "class": "third-party"
        },
        {
          "domain": "cleanenergycouncil.org.au",
          "class": "brand-source"
        },
        {
          "domain": "bestsolarinstallers.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarbatteryperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cer.gov.au",
          "class": "third-party"
        },
        {
          "domain": "whysolar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "solar365.net.au",
          "class": "brand-source"
        },
        {
          "domain": "solardirectory.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pswenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarwarehouse.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-solar_installer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B4",
      "prompt": "best solar and battery installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Vista Electrical Controls",
        "Solar 365",
        "Koala Solar",
        "Solar Accreditation Australia"
      ],
      "brands_recommended": [
        "Vista Electrical Controls",
        "Solar 365",
        "Koala Solar",
        "Solar Accreditation Australia"
      ],
      "brand_order": [
        "Vista Electrical Controls",
        "Solar 365",
        "Koala Solar",
        "Solar Accreditation Australia"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://natlawreview.com/press-releases/new-guide-shows-top-rankings-perths-best-solar-installers#:~:text=On%20SolarQuotes%2C%20the%20independent%20solar%20review%20platform%2C,licensing%2C%20in-house%20installation%20and%20genuine%20end-to-end%20service.",
        "https://www.solar365.net.au/top-best-solar-battery-installers-in-perth#:~:text=They%20are%20an%20experienced%20and%20professional%20team,7%20Best%20Solar%20Batteries%20in%20Perth%2C%20WA.",
        "https://www.solar365.net.au/top-best-solar-battery-installers-in-perth#:~:text=Top%205%20Best%203-Phase%20Solar%20Batteries%20in,Top%205%20Local%20Solar%20Panel%20Installers%20Perth.",
        "https://natlawreview.com/press-releases/new-guide-shows-top-rankings-perths-best-solar-installers#:~:text=PSW%20Energy%20(Perth%20Solar%20Warehouse)%20places%20second,ranks%20third.%20Chief%20among%20them%20is%20licensing.",
        "https://www.solar365.net.au/top-best-solar-battery-installers-in-perth#:~:text=Their%20battery%20is%20specially%20designed%20for%20Perth's,which%20appliances%20you%20use%20in%20your%20home."
      ],
      "cited_domains": [
        "natlawreview.com",
        "solar365.net.au"
      ],
      "source_classes": [
        {
          "domain": "natlawreview.com",
          "class": "third-party"
        },
        {
          "domain": "solar365.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-solar_installer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B4",
      "prompt": "best solar and battery installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Solar 365",
        "Perth Solar Force",
        "Koala Solar",
        "Vista Electrical Controls"
      ],
      "brands_recommended": [
        "Solar 365",
        "Perth Solar Force",
        "Koala Solar",
        "Vista Electrical Controls"
      ],
      "brand_order": [
        "Solar 365",
        "Perth Solar Force",
        "Koala Solar",
        "Vista Electrical Controls"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solar365.net.au/top-best-solar-battery-installers-in-perth#:~:text=Top%203%20Best%20Solar%20Battery%20Installers%20in,They%20provide%20complete%20solar%20battery%20installation%20services.",
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=1.%20Solar%20365.%20What%20Makes%20Solar%20365,industry%20and%20has%20installed%2040%2C000%20solar%20panels.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=They%20specialise%20in%20solar%20panels%2C%20battery%20storage%2C,installation.%20%E2%80%8B%20What%20are%20their%20installs%20like%3F",
        "https://www.top10solarcompanies.com.au/perth#:~:text=Their%20systems%20are%20neatly%20installed%20with%20clean,13%20years.%20%E2%80%8B%20Why%20we%20like%20them.",
        "https://solarpanelsandbatterypackage.com/top-10-solar-companies-in-perth/#:~:text=Perth%20Solar%20Force%20is%20a%20trusted%20solar,satisfaction%2C%20reflected%20in%20its%20positive%20Google%20reviews.",
        "https://perthsolarforce.com.au/#:~:text=We've%20got%20you%20covered%2C%20now%20and%20always.,Western%20Australia's%20Top%20Solar%20and%20Battery%20Installer.",
        "https://www.solar365.net.au/top-best-solar-battery-installers-in-perth#:~:text=Top%205%20Best%203-Phase%20Solar%20Batteries%20in,Top%205%20Local%20Solar%20Panel%20Installers%20Perth.",
        "https://www.top10solarcompanies.com.au/perth#:~:text=The%20Koala%20Solar%20team%20is%20a%20tight,ensure%20the%20longevity%20of%20their%20customers%20systems.",
        "https://natlawreview.com/press-releases/new-guide-shows-top-rankings-perths-best-solar-installers#:~:text=Vista%20Electrical%20Controls%20holds%20electrical%20contractor%20licence,than%20subcontracting%20the%20work%20to%20third%20parties.",
        "https://natlawreview.com/press-releases/new-guide-shows-top-rankings-perths-best-solar-installers#:~:text=Vista%20Electrical%20Controls%20is%20a%20family-owned%20solar,116.%20email%20us%20here.%20Facebook.%20Other.%20article."
      ],
      "cited_domains": [
        "solar365.net.au",
        "solarpanelsandbatterypackage.com",
        "top10solarcompanies.com.au",
        "perthsolarforce.com.au",
        "natlawreview.com"
      ],
      "source_classes": [
        {
          "domain": "solar365.net.au",
          "class": "brand-source"
        },
        {
          "domain": "solarpanelsandbatterypackage.com",
          "class": "third-party"
        },
        {
          "domain": "top10solarcompanies.com.au",
          "class": "directory"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "natlawreview.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-solar_installer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B4",
      "prompt": "best solar and battery installer Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.solar365.net.au/top-best-solar-battery-installers-in-perth#:~:text=They%20provide%20after-sales%20services%20to%20their%20customers.,for%20residential%20and%20commercial%20customers%20across%20WA.",
        "https://www.youtube.com/watch?v=L57BlmqI3hw",
        "https://www.solar365.net.au/top-best-solar-battery-installers-in-perth#:~:text=Top%205%20Best%203-Phase%20Solar%20Batteries%20in,Top%205%20Local%20Solar%20Panel%20Installers%20Perth.",
        "https://www.solarquotes.com.au/installers/wa/#:~:text=Top%2010%20best%20solar%20installers%20in%20Western,81%20reviews.%20*%20Think%20Renewable.%204.82%20%E2%98%85%E2%98%85%E2%98%85%E2%98%85%E2%98%86",
        "https://www.solarchoice.net.au/installer-reviews/perth-solar-direct-reviews/#:~:text=From%20our%20very%20first%20interaction%2C%20it%20was,the%20quality%20and%20accountability%20of%20their%20work."
      ],
      "cited_domains": [
        "solar365.net.au",
        "youtube.com",
        "solarquotes.com.au",
        "solarchoice.net.au"
      ],
      "source_classes": [
        {
          "domain": "solar365.net.au",
          "class": "brand-source"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        },
        {
          "domain": "solarquotes.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarchoice.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-solar_installer-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B5",
      "prompt": "solar installer Perth to fix an underperforming system",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Solar Repairs Perth",
        "Perth Solar and Battery Repairs",
        "Positive Energy Solutions",
        "Solar4Ever",
        "e-Solar Pty Ltd",
        "Fusion Sun Solar",
        "Empower Solar Australia",
        "Easy Solar",
        "Solar 1 Nation Electricals",
        "Aus Energy Solar",
        "Urban Solar Life",
        "Solar Maintenance and Repairs",
        "Avs Solar",
        "Australis Solar",
        "Solar Hot Water Repairs",
        "PSW Energy, Perth Solar Warehouse",
        "Perth Solar Power Installations",
        "Solar WA",
        "Solar Matters",
        "SunBoost Solar",
        "Recommended Perth Solar Repair Specialists"
      ],
      "brands_recommended": [
        "Solar Repairs Perth",
        "Perth Solar and Battery Repairs",
        "Positive Energy Solutions",
        "Solar4Ever",
        "e-Solar Pty Ltd",
        "Fusion Sun Solar",
        "Empower Solar Australia",
        "Easy Solar",
        "Solar 1 Nation Electricals",
        "Aus Energy Solar",
        "Urban Solar Life",
        "Solar Maintenance and Repairs",
        "Avs Solar",
        "Australis Solar",
        "Solar Hot Water Repairs",
        "PSW Energy, Perth Solar Warehouse",
        "Perth Solar Power Installations",
        "Solar WA",
        "Solar Matters",
        "SunBoost Solar",
        "Recommended Perth Solar Repair Specialists"
      ],
      "brand_order": [
        "Solar Repairs Perth",
        "Perth Solar and Battery Repairs",
        "Positive Energy Solutions",
        "Solar4Ever",
        "e-Solar Pty Ltd",
        "Fusion Sun Solar",
        "Empower Solar Australia",
        "Easy Solar",
        "Solar 1 Nation Electricals",
        "Aus Energy Solar",
        "Urban Solar Life",
        "Solar Maintenance and Repairs",
        "Avs Solar",
        "Australis Solar",
        "Solar Hot Water Repairs",
        "PSW Energy, Perth Solar Warehouse",
        "Perth Solar Power Installations",
        "Solar WA",
        "Solar Matters",
        "SunBoost Solar",
        "Recommended Perth Solar Repair Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solarrepairs.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRndkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhreWMyUnNOR2QyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJelp6TTNZM0l3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNGJUbG9lakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhveU56TnpaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkMmREQjRNWGhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMFltMHdiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnNU9IWjBNakEyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGdVkyaG5NMkkxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNME1tNTVjR2g1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdvMGRIUnpaRzVmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMWRHNXNlR28wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSd056aG1kbmt5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0bWQzcDZadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2NtSTBZbXRrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW5aek5HdDBYekUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNME5XNXNlRzB5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnNWJHaDZlVFY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZeWQyWTFPSEp4GAo"
      ],
      "cited_domains": [
        "solarrepairs.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "solarrepairs.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-solar_installer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B5",
      "prompt": "solar installer Perth to fix an underperforming system",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "AJR Energy Solutions",
        "Solar Repairs Perth",
        "Clean NRG Solar",
        "Positive Energy Solutions"
      ],
      "brands_recommended": [
        "AJR Energy Solutions",
        "Solar Repairs Perth",
        "Clean NRG Solar",
        "Positive Energy Solutions"
      ],
      "brand_order": [
        "AJR Energy Solutions",
        "Solar Repairs Perth",
        "Clean NRG Solar",
        "Positive Energy Solutions"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZeE5UZG1iVFJzGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-solar_installer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B5",
      "prompt": "solar installer Perth to fix an underperforming system",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar and Battery Repairs",
        "Solar Repairs Perth",
        "Perth Solar Power Installations",
        "e-Solar Pty Ltd",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Fritts Solar",
        "Eco Shine Solar Cleaning and Maintenance",
        "Ampere Solar",
        "Perth Solar Force",
        "Solar4Ever",
        "Positive Energy Solutions",
        "AJR Energy Solutions",
        "Solar Harvest",
        "Mt Solar WA Pty Ltd",
        "Perth Solar Panel Cleaners",
        "Solar Matters",
        "Solar 1 Nation Electricals",
        "Unisol Solar and Electrical",
        "Raf Power",
        "PV POINT"
      ],
      "brands_recommended": [
        "Perth Solar and Battery Repairs",
        "Solar Repairs Perth",
        "Perth Solar Power Installations",
        "e-Solar Pty Ltd",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Fritts Solar",
        "Eco Shine Solar Cleaning and Maintenance",
        "Ampere Solar",
        "Perth Solar Force",
        "Solar4Ever",
        "Positive Energy Solutions",
        "AJR Energy Solutions",
        "Solar Harvest",
        "Mt Solar WA Pty Ltd",
        "Perth Solar Panel Cleaners",
        "Solar Matters",
        "Solar 1 Nation Electricals",
        "Unisol Solar and Electrical",
        "Raf Power",
        "PV POINT"
      ],
      "brand_order": [
        "Perth Solar and Battery Repairs",
        "Solar Repairs Perth",
        "Perth Solar Power Installations",
        "e-Solar Pty Ltd",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "Fritts Solar",
        "Eco Shine Solar Cleaning and Maintenance",
        "Ampere Solar",
        "Perth Solar Force",
        "Solar4Ever",
        "Positive Energy Solutions",
        "AJR Energy Solutions",
        "Solar Harvest",
        "Mt Solar WA Pty Ltd",
        "Perth Solar Panel Cleaners",
        "Solar Matters",
        "Solar 1 Nation Electricals",
        "Unisol Solar and Electrical",
        "Raf Power",
        "PV POINT"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhreWMyUnNOR2QyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRndkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhveU56TnpaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk5UYzJaR1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhSeWVUQnNkMnRyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaNE5tUTFiRE51GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNGJUbG9lakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJelp6TTNZM0l3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhZeE5UZG1iVFJzGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsNk1HSnhlSFl3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmQyUm1Oeko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkMmJqZHRabmh5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnNWJHaDZlVFY0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhGdVkyaG5NMkkxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZM2MyNWliamR5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKeE9Xb3djelZvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKM05tb3hNR3B4GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-solar_installer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B5",
      "prompt": "solar installer Perth to fix an underperforming system",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Vista Electrical Controls"
      ],
      "brands_recommended": [
        "Vista Electrical Controls"
      ],
      "brand_order": [
        "Vista Electrical Controls"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.aresenergy.com.au/solar-services/solar-maintenance/",
        "https://middleswansolarwa.com.au/maintenance-and-service/",
        "https://www.youtube.com/watch?v=qrYoBTFb6G0",
        "https://www.youtube.com/watch?v=KJI7w7PhRVU",
        "https://australissolar.com.au/service-and-support/solar-repair-perth/"
      ],
      "cited_domains": [
        "aresenergy.com.au",
        "middleswansolarwa.com.au",
        "youtube.com",
        "australissolar.com.au"
      ],
      "source_classes": [
        {
          "domain": "aresenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "middleswansolarwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "youtube.com",
          "class": "ugc"
        },
        {
          "domain": "australissolar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-solar_installer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B5",
      "prompt": "solar installer Perth to fix an underperforming system",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Recommended Perth Solar Repair Specialists"
      ],
      "brands_recommended": [
        "Recommended Perth Solar Repair Specialists"
      ],
      "brand_order": [
        "Recommended Perth Solar Repair Specialists"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.facebook.com/esolar.wa/posts/-perth-solar-repairs-panel-removal-you-can-trust-need-your-solar-system-fixed-or/1375645327914135/",
        "https://esolar.com.au/locations/north-perth/",
        "https://perthsolarforce.com.au/inverters-faults-and-repairs/",
        "https://www.westernpower.com.au/resources-education/consumer-advice/solar/finding-a-reliable-solar-installer-in-perth/",
        "https://vistaelectricalcontrols.com.au/solar-repairs-perth/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdwdE9XSnFjbXRmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdE1ETjNNVzR3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVRsMk5UYzJaR1EYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNMVh6WjRPR3AwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMk4zRndkQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhveU56TnpaQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxMmQyUm1Oeko2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhJelp6TTNZM0l3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhreWMyUnNOR2QyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhsNk1HSnhlSFl3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhNME1tNTVjR2g1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhoNGJUbG9lakkYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM2EybzROVGhuGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdjMFltMHdiR3h4GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveWJtaHpkRzF1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd0bWQzcDZadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkMmREQjRNWGhmGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJM2NUSnhNbXA0GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNME5XNXNlRzB5GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdZMWRHSmpOVEZ4GAo"
      ],
      "cited_domains": [
        "facebook.com",
        "esolar.com.au",
        "perthsolarforce.com.au",
        "westernpower.com.au",
        "vistaelectricalcontrols.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "esolar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "westernpower.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vistaelectricalcontrols.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-solar_installer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B5",
      "prompt": "solar installer Perth to fix an underperforming system",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.facebook.com/esolar.wa/posts/-perth-solar-repairs-panel-removal-you-can-trust-need-your-solar-system-fixed-or/1375645327914135/",
        "https://esolar.com.au/locations/north-perth/",
        "https://www.solargain.com.au/location/solar-power-perth",
        "https://vistaelectricalcontrols.com.au/solar-repairs-perth/",
        "https://perthsolarforce.com.au/inverters-faults-and-repairs/",
        "https://electralinksolar.com.au/solar-services/solar-panel-maintenance-perth/"
      ],
      "cited_domains": [
        "facebook.com",
        "esolar.com.au",
        "solargain.com.au",
        "vistaelectricalcontrols.com.au",
        "perthsolarforce.com.au",
        "electralinksolar.com.au"
      ],
      "source_classes": [
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "esolar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solargain.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vistaelectricalcontrols.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "electralinksolar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-solar_installer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B5",
      "prompt": "solar installer Perth to fix an underperforming system",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "ANEW Solar – Perth solar repairs",
        "Australis Solar – solar repair Perth"
      ],
      "brands_recommended": [
        "ANEW Solar – Perth solar repairs",
        "Australis Solar – solar repair Perth"
      ],
      "brand_order": [
        "ANEW Solar – Perth solar repairs",
        "Australis Solar – solar repair Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.anewsolar.com.au/services/solar-repairs/?utm_source=chatgpt.com",
        "https://australissolar.com.au/service-and-support/solar-repair-perth/?utm_source=chatgpt.com",
        "https://vistaelectricalcontrols.com.au/solar-repairs-perth/?utm_source=chatgpt.com",
        "https://perthsolarforce.com.au/inverters-faults-and-repairs/?utm_source=chatgpt.com",
        "https://www.talkenergy.com.au/guides/solar-repairs-perth-2026/?utm_source=chatgpt.com",
        "https://www.avlelectrical.com.au/solar-system-installation-perth/?utm_source=chatgpt.com",
        "https://www.perthsolarguide.com.au/guide/solar-system-fault-signs-perth/?utm_source=chatgpt.com",
        "https://www.anewsolar.com.au/services/darch/solar-repairs/?utm_source=chatgpt.com",
        "https://www.anewsolar.com.au/services/kingsley/solar-repairs/?utm_source=chatgpt.com",
        "https://www.anewsolar.com.au/services/wangara/solar-repairs/?utm_source=chatgpt.com",
        "https://www.anewsolar.com.au/services/alexander-heights/solar-repairs/?utm_source=chatgpt.com",
        "https://solaireconnect.com.au/solar-support?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "anewsolar.com.au",
        "australissolar.com.au",
        "vistaelectricalcontrols.com.au",
        "perthsolarforce.com.au",
        "talkenergy.com.au",
        "avlelectrical.com.au",
        "perthsolarguide.com.au",
        "solaireconnect.com.au"
      ],
      "source_classes": [
        {
          "domain": "anewsolar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "australissolar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vistaelectricalcontrols.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "talkenergy.com.au",
          "class": "brand-source"
        },
        {
          "domain": "avlelectrical.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarguide.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solaireconnect.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-solar_installer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B5",
      "prompt": "solar installer Perth to fix an underperforming system",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar and Battery Repairs",
        "Solar Right WA",
        "WA Solar Solutions",
        "MLEC Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "ANEW Solar – Perth solar repairs",
        "Australis Solar – solar repair Perth",
        "Solar Repairs Perth",
        "Perth Solar Force",
        "Solar Matters",
        "Empower Solar Australia",
        "Ampere Solar",
        "PSW Energy, Perth Solar Warehouse",
        "Koala Solar",
        "Solar WA",
        "Mt Solar WA Pty Ltd",
        "Clean NRG Solar"
      ],
      "brands_recommended": [
        "Perth Solar and Battery Repairs",
        "Solar Right WA",
        "WA Solar Solutions",
        "MLEC Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "ANEW Solar – Perth solar repairs",
        "Australis Solar – solar repair Perth",
        "Solar Repairs Perth",
        "Perth Solar Force",
        "Solar Matters",
        "Empower Solar Australia",
        "Ampere Solar",
        "PSW Energy, Perth Solar Warehouse",
        "Koala Solar",
        "Solar WA",
        "Mt Solar WA Pty Ltd",
        "Clean NRG Solar"
      ],
      "brand_order": [
        "Perth Solar and Battery Repairs",
        "Solar Right WA",
        "WA Solar Solutions",
        "MLEC Solar",
        "Clean NRG Solar | Solar Panels, Batteries and Inverters",
        "ANEW Solar – Perth solar repairs",
        "Australis Solar – solar repair Perth",
        "Solar Repairs Perth",
        "Perth Solar Force",
        "Solar Matters",
        "Empower Solar Australia",
        "Ampere Solar",
        "PSW Energy, Perth Solar Warehouse",
        "Koala Solar",
        "Solar WA",
        "Mt Solar WA Pty Ltd",
        "Clean NRG Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.anewsolar.com.au/services/solar-repairs/?utm_source=chatgpt.com",
        "https://australissolar.com.au/service-and-support/solar-repair-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "anewsolar.com.au",
        "australissolar.com.au"
      ],
      "source_classes": [
        {
          "domain": "anewsolar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "australissolar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-solar_installer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B5",
      "prompt": "solar installer Perth to fix an underperforming system",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Solar Repairs Perth",
        "Empower Solar Australia",
        "Perth Solar Force",
        "e-Solar Pty Ltd",
        "AJR Energy Solutions",
        "Australis Solar – solar repair Perth",
        "Fritts Solar",
        "Think Renewable",
        "Solar Harvest",
        "Ampere Solar",
        "Raf Power",
        "SolarGrid Perth",
        "Just Solar Co",
        "Perth Solar Panel Cleaners",
        "Urban Solar Life",
        "Technaus"
      ],
      "brands_recommended": [
        "Solar Repairs Perth",
        "Empower Solar Australia",
        "Perth Solar Force",
        "e-Solar Pty Ltd",
        "AJR Energy Solutions",
        "Australis Solar – solar repair Perth",
        "Fritts Solar",
        "Think Renewable",
        "Solar Harvest",
        "Ampere Solar",
        "Raf Power",
        "SolarGrid Perth",
        "Just Solar Co",
        "Perth Solar Panel Cleaners",
        "Urban Solar Life",
        "Technaus"
      ],
      "brand_order": [
        "Solar Repairs Perth",
        "Empower Solar Australia",
        "Perth Solar Force",
        "e-Solar Pty Ltd",
        "AJR Energy Solutions",
        "Australis Solar – solar repair Perth",
        "Fritts Solar",
        "Think Renewable",
        "Solar Harvest",
        "Ampere Solar",
        "Raf Power",
        "SolarGrid Perth",
        "Just Solar Co",
        "Perth Solar Panel Cleaners",
        "Urban Solar Life",
        "Technaus"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.anewsolar.com.au/services/solar-repairs/?utm_source=chatgpt.com",
        "https://australissolar.com.au/service-and-support/solar-repair-perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "anewsolar.com.au",
        "australissolar.com.au"
      ],
      "source_classes": [
        {
          "domain": "anewsolar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "australissolar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-solar_installer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B5",
      "prompt": "solar installer Perth to fix an underperforming system",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://southsidesolar.com.au/services/solar-inverter-repair-perth/#:~:text=FAQs%20%E2%80%93%20Inverter%20Repairs%20in%20Perth.%201.,age%20of%20the%20unit%2C%20and%20warranty%20status.",
        "https://www.solargain.com.au/location/solar-power-perth#:~:text=Solargain%20%26%20our%20Perth%20solar%20solutions.%20We've,Albany%20and%20Karratha.%20Solar%20Specials%20in%20Perth.",
        "https://www.solargain.com.au/location/solar-power-perth#:~:text=Old%20system%20removal%20included.%20Special%20Locality.%20Upgrade,and%20a%20continuous%20supply%20of%20hot%20water.",
        "https://perthsolarforce.com.au/inverters-faults-and-repairs/#:~:text=Solar%20Repairs%20and%20Inverter%20Replacement.%20Home%20%3E,installed%20but%20it%20just%20doesn't%20look%20right%3F",
        "https://perthsolarforce.com.au/inverters-faults-and-repairs/#:~:text=Our%20team%20has%20over%20a%20decade%20of,repair%20work%20under%20our%2025-year%20workmanship%20guarantee.",
        "https://solarrightwa.com.au/solar-inverter-replacement-perth/#:~:text=Solar%20is%20low%20maintenance%2C%20not%20no%20maintenance.,do%20not%20wait%20for%20a%20complete%20shutdown.",
        "https://solarrightwa.com.au/solar-inverter-replacement-perth/#:~:text=Solar%20is%20low%20maintenance%2C%20not%20no%20maintenance.,do%20not%20wait%20for%20a%20complete%20shutdown.",
        "https://southsidesolar.com.au/services/solar-inverter-repair-perth/#:~:text=This%20depends%20on%20the%20fault%2C%20age%20of,us%20to%20confirm%20availability%20in%20your%20area."
      ],
      "cited_domains": [
        "southsidesolar.com.au",
        "solargain.com.au",
        "perthsolarforce.com.au",
        "solarrightwa.com.au"
      ],
      "source_classes": [
        {
          "domain": "southsidesolar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solargain.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "solarrightwa.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-solar_installer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B5",
      "prompt": "solar installer Perth to fix an underperforming system",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Solar Force",
        "Connect Solar"
      ],
      "brands_recommended": [
        "Perth Solar Force",
        "Connect Solar"
      ],
      "brand_order": [
        "Perth Solar Force",
        "Connect Solar"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.solargain.com.au/location/solar-power-perth?utm_source=gemini#:~:text=We've%20been%20servicing%20the%20solar%20power%20(and,to%20call%20us%20on%201300%20739%20355.",
        "https://perthsolarforce.com.au/?utm_source=gemini#:~:text=Perth's%20Biggest%20%26%20Best%20Solar%20Panel%20Specialist.,proudly%20employ%20over%20100%20employees%20throughout%20WA.",
        "https://connectsolar.com.au/solar-maintenance/?utm_source=gemini#:~:text=At%20Connect%20Solar%2C%20we%20provide%20trusted%20maintenance,What%20maintenance%20is%20required%20for%20solar%20panels%3F",
        "https://www.starofservice.com.au/dir/western-australia/perth/north-perth/solar-panel-repair?utm_source=gemini#:~:text=5.%20Australis%20Solar.%20Solar%20panel%20repair.%206156,*%206.%20Koala%20Solar.%20Solar%20panel%20repair.",
        "https://esolar.com.au/locations/perth/?utm_source=gemini#:~:text=e-Solar%20*%20Address%3A%2022%20Canham%20Way%2C%20Greenwood,5%2F5%20%E2%98%85%E2%98%85%E2%98%85%E2%98%85%E2%98%85%20from%2040%2B%20reviews%20on%20ProductReview.",
        "https://esolar.com.au/locations/perth/?utm_source=gemini#:~:text=Solar%20Panel%20Repairs.%20Cracked%2C%20dirty%20or%20underperforming,complete%20failures%2C%20we%20fix%20inverter%20issues%20fast."
      ],
      "cited_domains": [
        "solargain.com.au",
        "perthsolarforce.com.au",
        "connectsolar.com.au",
        "starofservice.com.au",
        "esolar.com.au"
      ],
      "source_classes": [
        {
          "domain": "solargain.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        },
        {
          "domain": "connectsolar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starofservice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "esolar.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-solar_installer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "solar-installer-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-solar_installer-B5",
      "prompt": "solar installer Perth to fix an underperforming system",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Solar installer",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://vistaelectricalcontrols.com.au/solar-repairs-perth/#:~:text=Perth's%20Solar%20Repair%20Experts%20*%20WA%20Licensed,4.8-star%20Reputation%20for%20honest%20diagnostics%20and%20repairs.",
        "https://vistaelectricalcontrols.com.au/solar-repairs-perth/#:~:text=Reliable%20Solar%20Inverter%20%26%20Panel%20Repairs.%20If,solar%20systems%20across%20Perth%20and%20Western%20Australia.",
        "https://middleswansolarwa.com.au/maintenance-and-service/#:~:text=Who%20We%20Are.%20Middle%20Swan%20Solar%20is,other%20companies%20as%20well%20as%20our%20own.",
        "https://esolar.com.au/locations/perth/#:~:text=At%20e-Solar%2C%20we're%20dedicated%20to%20ensuring%20your,all%20residents%20in%20Perth.%20*%20Real%20Savings.",
        "https://perthsolarforce.com.au/#:~:text=We've%20got%20you%20covered%2C%20now%20and%20always.,Western%20Australia's%20Top%20Solar%20and%20Battery%20Installer.",
        "https://middleswansolarwa.com.au/maintenance-and-service/#:~:text=Visual%20inspection%20of%20every%20panel%20for%20cracks%2C,can%20reduce%20output%20by%20up%20to%2025%25"
      ],
      "cited_domains": [
        "vistaelectricalcontrols.com.au",
        "middleswansolarwa.com.au",
        "esolar.com.au",
        "perthsolarforce.com.au"
      ],
      "source_classes": [
        {
          "domain": "vistaelectricalcontrols.com.au",
          "class": "brand-source"
        },
        {
          "domain": "middleswansolarwa.com.au",
          "class": "brand-source"
        },
        {
          "domain": "esolar.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthsolarforce.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-solar_installer-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A1",
      "prompt": "best vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Lakeside Vet Centre"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Lakeside Vet Centre"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Lakeside Vet Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://pawsapp.com.au/ba?cid=3854&pid=gb",
        "https://pawsapp.com.au/ba?cid=5463&pid=gb"
      ],
      "cited_domains": [
        "google.com",
        "pawsapp.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "pawsapp.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-veterinarian-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A1",
      "prompt": "best vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Pawssum mobile vets Perth",
        "North Perth Veterinary Centre",
        "Perth Vet Emergency Yokine",
        "The Unusual Pet Vets Osborne Park",
        "St Francis Vet Hospital",
        "Ark Angel Vet",
        "My Best Friend Veterinary Centre",
        "Perth Vet Emergency Cannington",
        "Little Pet Vet",
        "Farewell My Friend",
        "Perth Cat Hospital",
        "Wembley Veterinary Hospital",
        "Your Pets Vet - Inglewood",
        "My Corner Vet Nedlands",
        "The Fish Vet",
        "Vets 2 Pets- Perth Mobile Vet",
        "Claremont Veterinary Hospital",
        "Animal Happiness Manning Vet",
        "Ascot Veterinary Hospital",
        "Shelley Veterinary Clinic",
        "Perth Vet Emergency"
      ],
      "brands_recommended": [
        "Pawssum mobile vets Perth",
        "North Perth Veterinary Centre",
        "Perth Vet Emergency Yokine",
        "The Unusual Pet Vets Osborne Park",
        "St Francis Vet Hospital",
        "Ark Angel Vet",
        "My Best Friend Veterinary Centre",
        "Perth Vet Emergency Cannington",
        "Little Pet Vet",
        "Farewell My Friend",
        "Perth Cat Hospital",
        "Wembley Veterinary Hospital",
        "Your Pets Vet - Inglewood",
        "My Corner Vet Nedlands",
        "The Fish Vet",
        "Vets 2 Pets- Perth Mobile Vet",
        "Claremont Veterinary Hospital",
        "Animal Happiness Manning Vet",
        "Ascot Veterinary Hospital",
        "Shelley Veterinary Clinic",
        "Perth Vet Emergency"
      ],
      "brand_order": [
        "Pawssum mobile vets Perth",
        "North Perth Veterinary Centre",
        "Perth Vet Emergency Yokine",
        "The Unusual Pet Vets Osborne Park",
        "St Francis Vet Hospital",
        "Ark Angel Vet",
        "My Best Friend Veterinary Centre",
        "Perth Vet Emergency Cannington",
        "Little Pet Vet",
        "Farewell My Friend",
        "Perth Cat Hospital",
        "Wembley Veterinary Hospital",
        "Your Pets Vet - Inglewood",
        "My Corner Vet Nedlands",
        "The Fish Vet",
        "Vets 2 Pets- Perth Mobile Vet",
        "Claremont Veterinary Hospital",
        "Animal Happiness Manning Vet",
        "Ascot Veterinary Hospital",
        "Shelley Veterinary Clinic",
        "Perth Vet Emergency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.northperthvet.com.au/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpZemJXUmpkSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBd04yTmlhM1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmQydHFaR1prGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxZmRuWXdZakYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFek56VnNOVFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4NE9HNXllZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWJuWTFiRE0wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmRHTmthbmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2F6ZDNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM00yUnFjV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hZd05ETjRhR1kYCg",
        "https://pawsapp.com.au/ba?cid=5763&pid=gb"
      ],
      "cited_domains": [
        "northperthvet.com.au",
        "google.com",
        "pawsapp.com.au"
      ],
      "source_classes": [
        {
          "domain": "northperthvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "pawsapp.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-veterinarian-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A1",
      "prompt": "best vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Cat Hospital",
        "Perth Vet Emergency",
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "Ascot Veterinary Hospital",
        "Pawssum mobile vets Perth",
        "Vets 2 Pets",
        "Specialist & Exotics",
        "Mobile Vets"
      ],
      "brands_recommended": [
        "Perth Cat Hospital",
        "Perth Vet Emergency",
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "Ascot Veterinary Hospital",
        "Pawssum mobile vets Perth",
        "Vets 2 Pets",
        "Specialist & Exotics",
        "Mobile Vets"
      ],
      "brand_order": [
        "Perth Cat Hospital",
        "Perth Vet Emergency",
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "Ascot Veterinary Hospital",
        "Pawssum mobile vets Perth",
        "Vets 2 Pets",
        "Specialist & Exotics",
        "Mobile Vets"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://pawsapp.com.au/ba?cid=5763&pid=gb"
      ],
      "cited_domains": [
        "pawsapp.com.au"
      ],
      "source_classes": [
        {
          "domain": "pawsapp.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-veterinarian-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A1",
      "prompt": "best vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-veterinarian-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A1",
      "prompt": "best vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-veterinarian-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A1",
      "prompt": "best vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-veterinarian-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A1",
      "prompt": "best vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "Perth Pet Vet",
        "Ascot Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "Perth Pet Vet",
        "Ascot Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "Perth Pet Vet",
        "Ascot Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ratemyvet.com.au/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/vet?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/veterinary-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/veterinary-services?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/perth-vet-care?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/greencross-vets?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/vets/mandurah?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/vets/joondalup?utm_source=chatgpt.com",
        "https://au.infovet.vet/?utm_source=chatgpt.com",
        "https://au.infovet.vet/en-au/z/veterinarians/37831-perth/?utm_source=chatgpt.com",
        "https://petguides.au/guides/vet/perth/?utm_source=chatgpt.com",
        "https://au.localitybiz.com/perth/best-veterinary-care-in-western-australia?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "ratemyvet.com.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "starworks.com.au",
        "au.infovet.vet",
        "petguides.au",
        "au.localitybiz.com"
      ],
      "source_classes": [
        {
          "domain": "ratemyvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "au.infovet.vet",
          "class": "third-party"
        },
        {
          "domain": "petguides.au",
          "class": "brand-source"
        },
        {
          "domain": "au.localitybiz.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-veterinarian-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A1",
      "prompt": "best vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "Wembley Veterinary Hospital",
        "Perth Pet Vet",
        "Vets 2 Pets- Perth Mobile Vet",
        "The Animal Hospital At Murdoch University",
        "Perth Vet Emergency Yokine",
        "Western Australian Veterinary Emergency and Specialty",
        "EVH Emergency Vet Hospital",
        "Lathlain Veterinary Clinic",
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Pawssum mobile vets Perth",
        "Vetwest Animal Hospitals South Perth",
        "Drovers Vet Hospital"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "Wembley Veterinary Hospital",
        "Perth Pet Vet",
        "Vets 2 Pets- Perth Mobile Vet",
        "The Animal Hospital At Murdoch University",
        "Perth Vet Emergency Yokine",
        "Western Australian Veterinary Emergency and Specialty",
        "EVH Emergency Vet Hospital",
        "Lathlain Veterinary Clinic",
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Pawssum mobile vets Perth",
        "Vetwest Animal Hospitals South Perth",
        "Drovers Vet Hospital"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "Wembley Veterinary Hospital",
        "Perth Pet Vet",
        "Vets 2 Pets- Perth Mobile Vet",
        "The Animal Hospital At Murdoch University",
        "Perth Vet Emergency Yokine",
        "Western Australian Veterinary Emergency and Specialty",
        "EVH Emergency Vet Hospital",
        "Lathlain Veterinary Clinic",
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Pawssum mobile vets Perth",
        "Vetwest Animal Hospitals South Perth",
        "Drovers Vet Hospital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ratemyvet.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "ratemyvet.com.au"
      ],
      "source_classes": [
        {
          "domain": "ratemyvet.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-veterinarian-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A1",
      "prompt": "best vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "Wembley Veterinary Hospital",
        "Perth Pet Vet",
        "Drovers Vet Hospital",
        "The Animal Hospital At Murdoch University",
        "Perth Vet Emergency Yokine",
        "Port City Emergency Vets",
        "Perth Veterinary Clinic",
        "EVH Emergency Vet Hospital",
        "Lathlain Veterinary Clinic",
        "Victoria Park Veterinary Clinic",
        "Animal Centre for Emergency and Specialties",
        "Vetwest Animal Hospitals South Perth"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "Wembley Veterinary Hospital",
        "Perth Pet Vet",
        "Drovers Vet Hospital",
        "The Animal Hospital At Murdoch University",
        "Perth Vet Emergency Yokine",
        "Port City Emergency Vets",
        "Perth Veterinary Clinic",
        "EVH Emergency Vet Hospital",
        "Lathlain Veterinary Clinic",
        "Victoria Park Veterinary Clinic",
        "Animal Centre for Emergency and Specialties",
        "Vetwest Animal Hospitals South Perth"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "Wembley Veterinary Hospital",
        "Perth Pet Vet",
        "Drovers Vet Hospital",
        "The Animal Hospital At Murdoch University",
        "Perth Vet Emergency Yokine",
        "Port City Emergency Vets",
        "Perth Veterinary Clinic",
        "EVH Emergency Vet Hospital",
        "Lathlain Veterinary Clinic",
        "Victoria Park Veterinary Clinic",
        "Animal Centre for Emergency and Specialties",
        "Vetwest Animal Hospitals South Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ratemyvet.com.au/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/score/2c7f7463-7325-48c9-b82b-bc63b8dc8d2d?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "ratemyvet.com.au",
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "ratemyvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-veterinarian-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A1",
      "prompt": "best vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Emergency & Specialist Care",
        "Western Australian Veterinary Emergency and Specialty",
        "Vetwest Animal Hospitals South Perth",
        "Belmont Avenue Veterinary Hospital",
        "Epsom Avenue Veterinary Clinic"
      ],
      "brands_recommended": [
        "Emergency & Specialist Care",
        "Western Australian Veterinary Emergency and Specialty",
        "Vetwest Animal Hospitals South Perth",
        "Belmont Avenue Veterinary Hospital",
        "Epsom Avenue Veterinary Clinic"
      ],
      "brand_order": [
        "Emergency & Specialist Care",
        "Western Australian Veterinary Emergency and Specialty",
        "Vetwest Animal Hospitals South Perth",
        "Belmont Avenue Veterinary Hospital",
        "Epsom Avenue Veterinary Clinic"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-veterinarian-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A1",
      "prompt": "best vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-veterinarian-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A1",
      "prompt": "best vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-veterinarian-A1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A2",
      "prompt": "top vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "Ark Angel Vet",
        "Pawssum mobile vets Perth",
        "Vets 2 Pets- Perth Mobile Vet",
        "St Francis Vet Hospital",
        "Little Pet Vet",
        "Perth Vet Emergency Yokine",
        "My Best Friend Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Perth Cat Hospital",
        "Perth Pet Vet",
        "Ascot Veterinary Hospital",
        "Perth Vet Care",
        "Farewell My Friend",
        "Your Pets Vet - Inglewood",
        "Animal Happiness Manning Vet",
        "Perth Vet Emergency Cannington",
        "Claremont Veterinary Hospital",
        "Vets Love Pets",
        "Wembley Veterinary Hospital"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "Ark Angel Vet",
        "Pawssum mobile vets Perth",
        "Vets 2 Pets- Perth Mobile Vet",
        "St Francis Vet Hospital",
        "Little Pet Vet",
        "Perth Vet Emergency Yokine",
        "My Best Friend Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Perth Cat Hospital",
        "Perth Pet Vet",
        "Ascot Veterinary Hospital",
        "Perth Vet Care",
        "Farewell My Friend",
        "Your Pets Vet - Inglewood",
        "Animal Happiness Manning Vet",
        "Perth Vet Emergency Cannington",
        "Claremont Veterinary Hospital",
        "Vets Love Pets",
        "Wembley Veterinary Hospital"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "Ark Angel Vet",
        "Pawssum mobile vets Perth",
        "Vets 2 Pets- Perth Mobile Vet",
        "St Francis Vet Hospital",
        "Little Pet Vet",
        "Perth Vet Emergency Yokine",
        "My Best Friend Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Perth Cat Hospital",
        "Perth Pet Vet",
        "Ascot Veterinary Hospital",
        "Perth Vet Care",
        "Farewell My Friend",
        "Your Pets Vet - Inglewood",
        "Animal Happiness Manning Vet",
        "Perth Vet Emergency Cannington",
        "Claremont Veterinary Hospital",
        "Vets Love Pets",
        "Wembley Veterinary Hospital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBd04yTmlhM1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxZmRuWXdZakYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpZemJXUmpkSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeWNUQjVZak4wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGJIY3hPR3hpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFek56VnNOVFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM00yUnFjV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmQydHFaR1prGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2F6ZDNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKemNqbDJjM2RtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4NE9HNXllZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-veterinarian-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A2",
      "prompt": "top vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine",
        "My Best Friend Veterinary Centre",
        "Your Pets Vet - Inglewood",
        "St Francis Vet Hospital",
        "Perth Vet Emergency Cannington",
        "Ascot Veterinary Hospital",
        "Little Pet Vet",
        "Perth Cat Hospital",
        "Perth Pet Vet",
        "Wembley Veterinary Hospital",
        "Animal Happiness Manning Vet",
        "Vetwest Animal Hospitals South Perth",
        "Vets 2 Pets- Perth Mobile Vet",
        "Victoria Park Veterinary Clinic",
        "Claremont Veterinary Hospital",
        "Ark Angel Vet",
        "Lathlain Veterinary Clinic",
        "Farewell My Friend",
        "The Fish Vet",
        "Animalius",
        "Specialty & Exotic Vets"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine",
        "My Best Friend Veterinary Centre",
        "Your Pets Vet - Inglewood",
        "St Francis Vet Hospital",
        "Perth Vet Emergency Cannington",
        "Ascot Veterinary Hospital",
        "Little Pet Vet",
        "Perth Cat Hospital",
        "Perth Pet Vet",
        "Wembley Veterinary Hospital",
        "Animal Happiness Manning Vet",
        "Vetwest Animal Hospitals South Perth",
        "Vets 2 Pets- Perth Mobile Vet",
        "Victoria Park Veterinary Clinic",
        "Claremont Veterinary Hospital",
        "Ark Angel Vet",
        "Lathlain Veterinary Clinic",
        "Farewell My Friend",
        "The Fish Vet",
        "Animalius",
        "Specialty & Exotic Vets"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine",
        "My Best Friend Veterinary Centre",
        "Your Pets Vet - Inglewood",
        "St Francis Vet Hospital",
        "Perth Vet Emergency Cannington",
        "Ascot Veterinary Hospital",
        "Little Pet Vet",
        "Perth Cat Hospital",
        "Perth Pet Vet",
        "Wembley Veterinary Hospital",
        "Animal Happiness Manning Vet",
        "Vetwest Animal Hospitals South Perth",
        "Vets 2 Pets- Perth Mobile Vet",
        "Victoria Park Veterinary Clinic",
        "Claremont Veterinary Hospital",
        "Ark Angel Vet",
        "Lathlain Veterinary Clinic",
        "Farewell My Friend",
        "The Fish Vet",
        "Animalius",
        "Specialty & Exotic Vets"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpZemJXUmpkSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmQydHFaR1prGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxZmRuWXdZakYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeWNUQjVZak4wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4NE9HNXllZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM00yUnFjV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4eU1tNHpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE9EVXdlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2F6ZDNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBd04yTmlhM1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RacWVYWnVkbk0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFek56VnNOVFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmRHTmthbmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnNU1XcHNhMlJ1GAo",
        "https://pawsapp.com.au/ba?cid=5763&pid=gb"
      ],
      "cited_domains": [
        "google.com",
        "pawsapp.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "pawsapp.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-veterinarian-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A2",
      "prompt": "top vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Vet Emergency Yokine",
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Ark Angel Vet",
        "St Francis Vet Hospital",
        "Perth Vet Emergency Cannington",
        "Vets 2 Pets- Perth Mobile Vet",
        "The Unusual Pet Vets Osborne Park",
        "Little Pet Vet",
        "My Best Friend Veterinary Centre",
        "Animal Happiness Manning Vet",
        "Perth Cat Hospital",
        "Perth Pet Vet",
        "Claremont Veterinary Hospital",
        "Wembley Veterinary Hospital",
        "Farewell My Friend",
        "Ascot Veterinary Hospital",
        "Your Pets Vet - Inglewood",
        "Perth Vet Care",
        "Animalius",
        "Mobile & In-Home Services"
      ],
      "brands_recommended": [
        "Perth Vet Emergency Yokine",
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Ark Angel Vet",
        "St Francis Vet Hospital",
        "Perth Vet Emergency Cannington",
        "Vets 2 Pets- Perth Mobile Vet",
        "The Unusual Pet Vets Osborne Park",
        "Little Pet Vet",
        "My Best Friend Veterinary Centre",
        "Animal Happiness Manning Vet",
        "Perth Cat Hospital",
        "Perth Pet Vet",
        "Claremont Veterinary Hospital",
        "Wembley Veterinary Hospital",
        "Farewell My Friend",
        "Ascot Veterinary Hospital",
        "Your Pets Vet - Inglewood",
        "Perth Vet Care",
        "Animalius",
        "Mobile & In-Home Services"
      ],
      "brand_order": [
        "Perth Vet Emergency Yokine",
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Ark Angel Vet",
        "St Francis Vet Hospital",
        "Perth Vet Emergency Cannington",
        "Vets 2 Pets- Perth Mobile Vet",
        "The Unusual Pet Vets Osborne Park",
        "Little Pet Vet",
        "My Best Friend Veterinary Centre",
        "Animal Happiness Manning Vet",
        "Perth Cat Hospital",
        "Perth Pet Vet",
        "Claremont Veterinary Hospital",
        "Wembley Veterinary Hospital",
        "Farewell My Friend",
        "Ascot Veterinary Hospital",
        "Your Pets Vet - Inglewood",
        "Perth Vet Care",
        "Animalius",
        "Mobile & In-Home Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpZemJXUmpkSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBd04yTmlhM1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmQydHFaR1prGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxZmRuWXdZakYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM00yUnFjV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeWNUQjVZak4wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2F6ZDNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4NE9HNXllZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFek56VnNOVFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdveGJIY3hPR3hpGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnNU1XcHNhMlJ1GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-veterinarian-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A2",
      "prompt": "top vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-veterinarian-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A2",
      "prompt": "top vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-veterinarian-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A2",
      "prompt": "top vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-veterinarian-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A2",
      "prompt": "top vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "Perth Cat Hospital",
        "Perth Pet Vet",
        "Belmont Avenue Veterinary Hospital",
        "Lathlain Veterinary Clinic",
        "Pawssum mobile vets Perth",
        "Perth Vet Emergency Yokine"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "Perth Cat Hospital",
        "Perth Pet Vet",
        "Belmont Avenue Veterinary Hospital",
        "Lathlain Veterinary Clinic",
        "Pawssum mobile vets Perth",
        "Perth Vet Emergency Yokine"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "Perth Cat Hospital",
        "Perth Pet Vet",
        "Belmont Avenue Veterinary Hospital",
        "Lathlain Veterinary Clinic",
        "Pawssum mobile vets Perth",
        "Perth Vet Emergency Yokine"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ratemyvet.com.au/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/vet?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/veterinary-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/veterinary-services?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/perth-vet-care?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/greencross-vets?utm_source=chatgpt.com",
        "https://au.infovet.vet/?utm_source=chatgpt.com",
        "https://au.infovet.vet/en-au/z/veterinarians/37831-perth/?utm_source=chatgpt.com",
        "https://petguides.au/guides/vet/perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/vets/mandurah?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/vets/joondalup?utm_source=chatgpt.com",
        "https://au.localitybiz.com/perth/best-veterinary-care-in-western-australia?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "ratemyvet.com.au",
        "wordofmouth.com.au",
        "productreview.com.au",
        "au.infovet.vet",
        "petguides.au",
        "starworks.com.au",
        "au.localitybiz.com"
      ],
      "source_classes": [
        {
          "domain": "ratemyvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "au.infovet.vet",
          "class": "third-party"
        },
        {
          "domain": "petguides.au",
          "class": "brand-source"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "au.localitybiz.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-veterinarian-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A2",
      "prompt": "top vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "St Francis Vet Hospital",
        "Perth Cat Hospital",
        "Perth Pet Vet",
        "Ark Angel Vet",
        "Perth Vet Emergency Yokine"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "St Francis Vet Hospital",
        "Perth Cat Hospital",
        "Perth Pet Vet",
        "Ark Angel Vet",
        "Perth Vet Emergency Yokine"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "St Francis Vet Hospital",
        "Perth Cat Hospital",
        "Perth Pet Vet",
        "Ark Angel Vet",
        "Perth Vet Emergency Yokine"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ratemyvet.com.au/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/vet?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth-airport/vet?utm_source=chatgpt.com",
        "https://petguides.au/guides/vet/perth/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/veterinary-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/veterinary-services?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/pet-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://au.infovet.vet/?utm_source=chatgpt.com",
        "https://au.infovet.vet/en-au/z/veterinarians/37831-perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/vets/mandurah?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/vets/joondalup?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/pet-groomers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "ratemyvet.com.au",
        "wordofmouth.com.au",
        "petguides.au",
        "productreview.com.au",
        "au.infovet.vet",
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "ratemyvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "petguides.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "au.infovet.vet",
          "class": "third-party"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-veterinarian-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A2",
      "prompt": "top vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "Perth Cat Hospital",
        "Belmont Avenue Veterinary Hospital",
        "Swan Veterinary Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine",
        "EVH Emergency Vet Hospital",
        "Port City Emergency Vets",
        "Vetwest Animal Hospitals South Perth",
        "Grantham Street Veterinary Clinic",
        "Animal Centre for Emergency and Specialties",
        "Perth Pet Vet",
        "Little Pet Vet"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "Perth Cat Hospital",
        "Belmont Avenue Veterinary Hospital",
        "Swan Veterinary Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine",
        "EVH Emergency Vet Hospital",
        "Port City Emergency Vets",
        "Vetwest Animal Hospitals South Perth",
        "Grantham Street Veterinary Clinic",
        "Animal Centre for Emergency and Specialties",
        "Perth Pet Vet",
        "Little Pet Vet"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "Perth Cat Hospital",
        "Belmont Avenue Veterinary Hospital",
        "Swan Veterinary Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine",
        "EVH Emergency Vet Hospital",
        "Port City Emergency Vets",
        "Vetwest Animal Hospitals South Perth",
        "Grantham Street Veterinary Clinic",
        "Animal Centre for Emergency and Specialties",
        "Perth Pet Vet",
        "Little Pet Vet"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ratemyvet.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "ratemyvet.com.au"
      ],
      "source_classes": [
        {
          "domain": "ratemyvet.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-veterinarian-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A2",
      "prompt": "top vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "St Francis Vet Hospital",
        "My Best Friend Veterinary Centre",
        "O'Connor Vet",
        "Highly supportive and communicative veterinary team.",
        "Greencross Vets O'Connor"
      ],
      "brands_recommended": [
        "St Francis Vet Hospital",
        "My Best Friend Veterinary Centre",
        "O'Connor Vet",
        "Highly supportive and communicative veterinary team.",
        "Greencross Vets O'Connor"
      ],
      "brand_order": [
        "St Francis Vet Hospital",
        "My Best Friend Veterinary Centre",
        "O'Connor Vet",
        "Highly supportive and communicative veterinary team.",
        "Greencross Vets O'Connor"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-veterinarian-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A2",
      "prompt": "top vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "St Francis Vet Hospital",
        "Western Australian Veterinary Emergency and Specialty"
      ],
      "brands_recommended": [
        "St Francis Vet Hospital",
        "Western Australian Veterinary Emergency and Specialty"
      ],
      "brand_order": [
        "St Francis Vet Hospital",
        "Western Australian Veterinary Emergency and Specialty"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-veterinarian-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A2",
      "prompt": "top vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Pet Vet",
        "Kalamunda Veterinary Hospital",
        "Paws and More Vet Centre",
        "Complete surgical and dental care packages"
      ],
      "brands_recommended": [
        "Perth Pet Vet",
        "Kalamunda Veterinary Hospital",
        "Paws and More Vet Centre",
        "Complete surgical and dental care packages"
      ],
      "brand_order": [
        "Perth Pet Vet",
        "Kalamunda Veterinary Hospital",
        "Paws and More Vet Centre",
        "Complete surgical and dental care packages"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-veterinarian-A2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A3",
      "prompt": "recommended vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Pawssum mobile vets Perth",
        "Perth Vet Emergency Yokine",
        "North Perth Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Perth Cat Hospital",
        "St Francis Vet Hospital",
        "My Best Friend Veterinary Centre",
        "Perth Vet Emergency Cannington",
        "Farewell My Friend",
        "Vets 2 Pets- Perth Mobile Vet",
        "Ark Angel Vet",
        "Your Pets Vet - Inglewood",
        "Little Pet Vet",
        "Ascot Veterinary Hospital",
        "Central Pets Vets Dispensary",
        "Wembley Veterinary Hospital",
        "Animal Happiness Manning Vet",
        "The Fish Vet",
        "Claremont Veterinary Hospital",
        "Vets Love Pets",
        "Specialised & Exotic Vets"
      ],
      "brands_recommended": [
        "Pawssum mobile vets Perth",
        "Perth Vet Emergency Yokine",
        "North Perth Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Perth Cat Hospital",
        "St Francis Vet Hospital",
        "My Best Friend Veterinary Centre",
        "Perth Vet Emergency Cannington",
        "Farewell My Friend",
        "Vets 2 Pets- Perth Mobile Vet",
        "Ark Angel Vet",
        "Your Pets Vet - Inglewood",
        "Little Pet Vet",
        "Ascot Veterinary Hospital",
        "Central Pets Vets Dispensary",
        "Wembley Veterinary Hospital",
        "Animal Happiness Manning Vet",
        "The Fish Vet",
        "Claremont Veterinary Hospital",
        "Vets Love Pets",
        "Specialised & Exotic Vets"
      ],
      "brand_order": [
        "Pawssum mobile vets Perth",
        "Perth Vet Emergency Yokine",
        "North Perth Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Perth Cat Hospital",
        "St Francis Vet Hospital",
        "My Best Friend Veterinary Centre",
        "Perth Vet Emergency Cannington",
        "Farewell My Friend",
        "Vets 2 Pets- Perth Mobile Vet",
        "Ark Angel Vet",
        "Your Pets Vet - Inglewood",
        "Little Pet Vet",
        "Ascot Veterinary Hospital",
        "Central Pets Vets Dispensary",
        "Wembley Veterinary Hospital",
        "Animal Happiness Manning Vet",
        "The Fish Vet",
        "Claremont Veterinary Hospital",
        "Vets Love Pets",
        "Specialised & Exotic Vets"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpZemJXUmpkSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmQydHFaR1prGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFek56VnNOVFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBd04yTmlhM1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxZmRuWXdZakYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwbWJuQmtaMlp1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4NE9HNXllZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM00yUnFjV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmRHTmthbmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2F6ZDNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhKemNqbDJjM2RtGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-veterinarian-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A3",
      "prompt": "recommended vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Pawssum mobile vets Perth",
        "Recommended Perth Veterinary Clinics & Services"
      ],
      "brands_recommended": [
        "Pawssum mobile vets Perth",
        "Recommended Perth Veterinary Clinics & Services"
      ],
      "brand_order": [
        "Pawssum mobile vets Perth",
        "Recommended Perth Veterinary Clinics & Services"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://pawsapp.com.au/ba?cid=5763&pid=gb",
        "https://ap-booking.vetstoria.com/booking/64ab77344efde?r=8"
      ],
      "cited_domains": [
        "google.com",
        "pawsapp.com.au",
        "ap-booking.vetstoria.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "pawsapp.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ap-booking.vetstoria.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-veterinarian-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A3",
      "prompt": "recommended vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Pawssum mobile vets Perth",
        "Warnbro Veterinary Hospital",
        "Champion Lake Vet Centre"
      ],
      "brands_recommended": [
        "Pawssum mobile vets Perth",
        "Warnbro Veterinary Hospital",
        "Champion Lake Vet Centre"
      ],
      "brand_order": [
        "Pawssum mobile vets Perth",
        "Warnbro Veterinary Hospital",
        "Champion Lake Vet Centre"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://ap-booking.vetstoria.com/booking/5f5b5a4426157?r=8",
        "https://ap-booking.vetstoria.com/booking/637b312b67886?r=8",
        "https://pawsapp.com.au/ba?cid=4145&pid=gb"
      ],
      "cited_domains": [
        "google.com",
        "ap-booking.vetstoria.com",
        "pawsapp.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "ap-booking.vetstoria.com",
          "class": "third-party"
        },
        {
          "domain": "pawsapp.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-veterinarian-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A3",
      "prompt": "recommended vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-veterinarian-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A3",
      "prompt": "recommended vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-veterinarian-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A3",
      "prompt": "recommended vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-veterinarian-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A3",
      "prompt": "recommended vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "St Francis Vet Hospital",
        "Perth Cat Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Perth Vet Emergency Yokine",
        "Port City Emergency Vets"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "St Francis Vet Hospital",
        "Perth Cat Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Perth Vet Emergency Yokine",
        "Port City Emergency Vets"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "St Francis Vet Hospital",
        "Perth Cat Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Perth Vet Emergency Yokine",
        "Port City Emergency Vets"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/vet?utm_source=chatgpt.com",
        "https://ratemyvet.com.au/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/veterinary-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/veterinary-services?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/perth-vet-care?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/greencross-vets?utm_source=chatgpt.com",
        "https://petguides.au/guides/vet/perth/?utm_source=chatgpt.com",
        "https://au.infovet.vet/?utm_source=chatgpt.com",
        "https://au.infovet.vet/en-au/z/veterinarians/37831-perth/?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/vets/mandurah?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/vets/joondalup?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/pet-groomers/perth?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wordofmouth.com.au",
        "ratemyvet.com.au",
        "productreview.com.au",
        "petguides.au",
        "au.infovet.vet",
        "starworks.com.au"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "ratemyvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "petguides.au",
          "class": "brand-source"
        },
        {
          "domain": "au.infovet.vet",
          "class": "third-party"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-veterinarian-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A3",
      "prompt": "recommended vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "St Francis Vet Hospital",
        "Perth Pet Vet",
        "My Best Friend Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "St Francis Vet Hospital",
        "Perth Pet Vet",
        "My Best Friend Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "St Francis Vet Hospital",
        "Perth Pet Vet",
        "My Best Friend Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://au.localitybiz.com/perth/best-veterinary-care-in-western-australia?utm_source=chatgpt.com",
        "https://ratemyvet.com.au/?utm_source=chatgpt.com",
        "https://petguides.au/guides/vet/perth/?utm_source=chatgpt.com",
        "https://au.infovet.vet/?utm_source=chatgpt.com",
        "https://au.infovet.vet/en-au/z/veterinarians/37831-perth/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/veterinary-services?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/vets/mandurah?utm_source=chatgpt.com",
        "https://www.starworks.com.au/best/vets/joondalup?utm_source=chatgpt.com",
        "https://www.starworks.com.au/score/2c7f7463-7325-48c9-b82b-bc63b8dc8d2d?utm_source=chatgpt.com",
        "https://www.starworks.com.au/score/ChIJZXotVLiiMioRMZ_i0s_ZdEw?utm_source=chatgpt.com",
        "https://au.localitybiz.com/perth/veterinary-care-in-western-australia?utm_source=chatgpt.com",
        "https://www.yellowpages.com.au/perth-wa-6000/veterinarians?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "au.localitybiz.com",
        "ratemyvet.com.au",
        "petguides.au",
        "au.infovet.vet",
        "productreview.com.au",
        "starworks.com.au",
        "yellowpages.com.au"
      ],
      "source_classes": [
        {
          "domain": "au.localitybiz.com",
          "class": "third-party"
        },
        {
          "domain": "ratemyvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "petguides.au",
          "class": "brand-source"
        },
        {
          "domain": "au.infovet.vet",
          "class": "third-party"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "starworks.com.au",
          "class": "directory"
        },
        {
          "domain": "yellowpages.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-veterinarian-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A3",
      "prompt": "recommended vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "St Francis Vet Hospital",
        "Perth Pet Vet",
        "Perth Cat Hospital",
        "Balcatta Vet24",
        "Perth Vet Emergency Yokine",
        "Vetwest Animal Hospitals South Perth",
        "EVH Emergency Vet Hospital",
        "Port City Emergency Vets",
        "Pawssum mobile vets Perth",
        "Animal Centre for Emergency and Specialties",
        "Western Australian Veterinary Emergency and Specialty"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "St Francis Vet Hospital",
        "Perth Pet Vet",
        "Perth Cat Hospital",
        "Balcatta Vet24",
        "Perth Vet Emergency Yokine",
        "Vetwest Animal Hospitals South Perth",
        "EVH Emergency Vet Hospital",
        "Port City Emergency Vets",
        "Pawssum mobile vets Perth",
        "Animal Centre for Emergency and Specialties",
        "Western Australian Veterinary Emergency and Specialty"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "St Francis Vet Hospital",
        "Perth Pet Vet",
        "Perth Cat Hospital",
        "Balcatta Vet24",
        "Perth Vet Emergency Yokine",
        "Vetwest Animal Hospitals South Perth",
        "EVH Emergency Vet Hospital",
        "Port City Emergency Vets",
        "Pawssum mobile vets Perth",
        "Animal Centre for Emergency and Specialties",
        "Western Australian Veterinary Emergency and Specialty"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ratemyvet.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "ratemyvet.com.au"
      ],
      "source_classes": [
        {
          "domain": "ratemyvet.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-veterinarian-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A3",
      "prompt": "recommended vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Cat Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Subiaco Veterinary Hospital",
        "Perth Vet Emergency Yokine"
      ],
      "brands_recommended": [
        "Perth Cat Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Subiaco Veterinary Hospital",
        "Perth Vet Emergency Yokine"
      ],
      "brand_order": [
        "Perth Cat Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Subiaco Veterinary Hospital",
        "Perth Vet Emergency Yokine"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-veterinarian-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A3",
      "prompt": "recommended vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Vetwest Animal Hospitals South Perth",
        "Millpoint Veterinary Centre",
        "Perth Pet Vet",
        "Comprehensive services spanning preventative health"
      ],
      "brands_recommended": [
        "Vetwest Animal Hospitals South Perth",
        "Millpoint Veterinary Centre",
        "Perth Pet Vet",
        "Comprehensive services spanning preventative health"
      ],
      "brand_order": [
        "Vetwest Animal Hospitals South Perth",
        "Millpoint Veterinary Centre",
        "Perth Pet Vet",
        "Comprehensive services spanning preventative health"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-veterinarian-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A3",
      "prompt": "recommended vet Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Equipped with digital x-ray"
      ],
      "brands_recommended": [
        "Equipped with digital x-ray"
      ],
      "brand_order": [
        "Equipped with digital x-ray"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-veterinarian-A3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A4",
      "prompt": "who is the best vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:09",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Pawssum mobile vets Perth",
        "My Best Friend Veterinary Centre",
        "North Perth Veterinary Centre",
        "Your Pets Vet - Inglewood",
        "Perth Vet Emergency Yokine",
        "Vets 2 Pets- Perth Mobile Vet",
        "Wembley Veterinary Hospital",
        "St Francis Vet Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Perth Cat Hospital",
        "Perth Vet Emergency Cannington",
        "Ascot Veterinary Hospital",
        "Claremont Veterinary Hospital",
        "Maylands Vet",
        "Vetwest Animal Hospitals South Perth",
        "Perth Pet Vet",
        "Bedford-Dianella Vet Centre",
        "Farewell My Friend",
        "Animalius",
        "Belmont Avenue Veterinary Hospital",
        "Subiaco Veterinary Hospital",
        "Animal Happiness Manning Vet",
        "Swan Veterinary Hospital",
        "Balcatta Vet24",
        "Cannington Veterinary Hospital"
      ],
      "brands_recommended": [
        "Pawssum mobile vets Perth",
        "My Best Friend Veterinary Centre",
        "North Perth Veterinary Centre",
        "Your Pets Vet - Inglewood",
        "Perth Vet Emergency Yokine",
        "Vets 2 Pets- Perth Mobile Vet",
        "Wembley Veterinary Hospital",
        "St Francis Vet Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Perth Cat Hospital",
        "Perth Vet Emergency Cannington",
        "Ascot Veterinary Hospital",
        "Claremont Veterinary Hospital",
        "Maylands Vet",
        "Vetwest Animal Hospitals South Perth",
        "Perth Pet Vet",
        "Bedford-Dianella Vet Centre",
        "Farewell My Friend",
        "Animalius",
        "Belmont Avenue Veterinary Hospital",
        "Subiaco Veterinary Hospital",
        "Animal Happiness Manning Vet",
        "Swan Veterinary Hospital",
        "Balcatta Vet24",
        "Cannington Veterinary Hospital"
      ],
      "brand_order": [
        "Pawssum mobile vets Perth",
        "My Best Friend Veterinary Centre",
        "North Perth Veterinary Centre",
        "Your Pets Vet - Inglewood",
        "Perth Vet Emergency Yokine",
        "Vets 2 Pets- Perth Mobile Vet",
        "Wembley Veterinary Hospital",
        "St Francis Vet Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Perth Cat Hospital",
        "Perth Vet Emergency Cannington",
        "Ascot Veterinary Hospital",
        "Claremont Veterinary Hospital",
        "Maylands Vet",
        "Vetwest Animal Hospitals South Perth",
        "Perth Pet Vet",
        "Bedford-Dianella Vet Centre",
        "Farewell My Friend",
        "Animalius",
        "Belmont Avenue Veterinary Hospital",
        "Subiaco Veterinary Hospital",
        "Animal Happiness Manning Vet",
        "Swan Veterinary Hospital",
        "Balcatta Vet24",
        "Cannington Veterinary Hospital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpZemJXUmpkSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4NE9HNXllZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmQydHFaR1prGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2F6ZDNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhocVoyMXpNWGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4eU1tNHpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeWNUQjVZak4wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodE1ISTVadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFek56VnNOVFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnNU1XcHNhMlJ1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNGF6bDBkdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE0zUnFZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM00yUnFjV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZd1lqZDJNdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzViQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdjNU4yZG9NQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-veterinarian-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A4",
      "prompt": "who is the best vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Pawssum mobile vets Perth",
        "North Perth Veterinary Centre",
        "Perth Vet Emergency Yokine",
        "The Unusual Pet Vets Osborne Park",
        "Perth Cat Hospital",
        "St Francis Vet Hospital",
        "My Best Friend Veterinary Centre",
        "Perth Vet Emergency Cannington",
        "Farewell My Friend",
        "Ark Angel Vet",
        "Vets 2 Pets- Perth Mobile Vet",
        "Ascot Veterinary Hospital",
        "Your Pets Vet - Inglewood",
        "Little Pet Vet",
        "The Fish Vet",
        "Wembley Veterinary Hospital",
        "Claremont Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Animal Happiness Manning Vet",
        "Animalius"
      ],
      "brands_recommended": [
        "Pawssum mobile vets Perth",
        "North Perth Veterinary Centre",
        "Perth Vet Emergency Yokine",
        "The Unusual Pet Vets Osborne Park",
        "Perth Cat Hospital",
        "St Francis Vet Hospital",
        "My Best Friend Veterinary Centre",
        "Perth Vet Emergency Cannington",
        "Farewell My Friend",
        "Ark Angel Vet",
        "Vets 2 Pets- Perth Mobile Vet",
        "Ascot Veterinary Hospital",
        "Your Pets Vet - Inglewood",
        "Little Pet Vet",
        "The Fish Vet",
        "Wembley Veterinary Hospital",
        "Claremont Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Animal Happiness Manning Vet",
        "Animalius"
      ],
      "brand_order": [
        "Pawssum mobile vets Perth",
        "North Perth Veterinary Centre",
        "Perth Vet Emergency Yokine",
        "The Unusual Pet Vets Osborne Park",
        "Perth Cat Hospital",
        "St Francis Vet Hospital",
        "My Best Friend Veterinary Centre",
        "Perth Vet Emergency Cannington",
        "Farewell My Friend",
        "Ark Angel Vet",
        "Vets 2 Pets- Perth Mobile Vet",
        "Ascot Veterinary Hospital",
        "Your Pets Vet - Inglewood",
        "Little Pet Vet",
        "The Fish Vet",
        "Wembley Veterinary Hospital",
        "Claremont Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Animal Happiness Manning Vet",
        "Animalius"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpZemJXUmpkSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmQydHFaR1prGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFek56VnNOVFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBd04yTmlhM1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxZmRuWXdZakYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmRHTmthbmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4NE9HNXllZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2F6ZDNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4eU1tNHpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM00yUnFjV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnNU1XcHNhMlJ1GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-veterinarian-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A4",
      "prompt": "who is the best vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Pawssum mobile vets Perth",
        "North Perth Veterinary Centre",
        "Perth Vet Emergency Yokine",
        "Perth Cat Hospital",
        "The Unusual Pet Vets Osborne Park",
        "My Best Friend Veterinary Centre",
        "St Francis Vet Hospital",
        "Your Pets Vet - Inglewood",
        "Perth Vet Emergency Cannington",
        "Vets 2 Pets- Perth Mobile Vet",
        "Ascot Veterinary Hospital",
        "Wembley Veterinary Hospital",
        "Farewell My Friend",
        "Little Pet Vet",
        "The Fish Vet",
        "Vetwest Animal Hospitals South Perth",
        "Perth Pet Vet",
        "Animal Happiness Manning Vet",
        "Maylands Vet",
        "Claremont Veterinary Hospital"
      ],
      "brands_recommended": [
        "Pawssum mobile vets Perth",
        "North Perth Veterinary Centre",
        "Perth Vet Emergency Yokine",
        "Perth Cat Hospital",
        "The Unusual Pet Vets Osborne Park",
        "My Best Friend Veterinary Centre",
        "St Francis Vet Hospital",
        "Your Pets Vet - Inglewood",
        "Perth Vet Emergency Cannington",
        "Vets 2 Pets- Perth Mobile Vet",
        "Ascot Veterinary Hospital",
        "Wembley Veterinary Hospital",
        "Farewell My Friend",
        "Little Pet Vet",
        "The Fish Vet",
        "Vetwest Animal Hospitals South Perth",
        "Perth Pet Vet",
        "Animal Happiness Manning Vet",
        "Maylands Vet",
        "Claremont Veterinary Hospital"
      ],
      "brand_order": [
        "Pawssum mobile vets Perth",
        "North Perth Veterinary Centre",
        "Perth Vet Emergency Yokine",
        "Perth Cat Hospital",
        "The Unusual Pet Vets Osborne Park",
        "My Best Friend Veterinary Centre",
        "St Francis Vet Hospital",
        "Your Pets Vet - Inglewood",
        "Perth Vet Emergency Cannington",
        "Vets 2 Pets- Perth Mobile Vet",
        "Ascot Veterinary Hospital",
        "Wembley Veterinary Hospital",
        "Farewell My Friend",
        "Little Pet Vet",
        "The Fish Vet",
        "Vetwest Animal Hospitals South Perth",
        "Perth Pet Vet",
        "Animal Happiness Manning Vet",
        "Maylands Vet",
        "Claremont Veterinary Hospital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpZemJXUmpkSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmQydHFaR1prGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4NE9HNXllZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFek56VnNOVFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxZmRuWXdZakYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmRHTmthbmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4eU1tNHpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeWNUQjVZak4wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM00yUnFjV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhocVoyMXpNWGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2F6ZDNhZxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-veterinarian-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A4",
      "prompt": "who is the best vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "WAVES"
      ],
      "brands_recommended": [
        "WAVES"
      ],
      "brand_order": [
        "WAVES"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.greencrossvets.com.au/vets/perth-vets/",
        "https://www.perthcathospital.com.au/",
        "https://wavets.com.au/",
        "https://www.vetwest.com.au/",
        "https://www.facebook.com/groups/644468789020480/posts/3100609050073096/",
        "https://saivet.com.au/emergency-vet-perth/"
      ],
      "cited_domains": [
        "greencrossvets.com.au",
        "perthcathospital.com.au",
        "wavets.com.au",
        "vetwest.com.au",
        "facebook.com",
        "saivet.com.au"
      ],
      "source_classes": [
        {
          "domain": "greencrossvets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthcathospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wavets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vetwest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "saivet.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-veterinarian-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A4",
      "prompt": "who is the best vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "WAVES",
        "Emergency Vet Perth",
        "Perth Pet Vet",
        "Vetwest Animal Hospitals South Perth",
        "Greencross Vets Subiaco"
      ],
      "brands_recommended": [
        "WAVES",
        "Emergency Vet Perth",
        "Perth Pet Vet",
        "Vetwest Animal Hospitals South Perth",
        "Greencross Vets Subiaco"
      ],
      "brand_order": [
        "WAVES",
        "Emergency Vet Perth",
        "Perth Pet Vet",
        "Vetwest Animal Hospitals South Perth",
        "Greencross Vets Subiaco"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.greencrossvets.com.au/vets/perth-vets/",
        "https://www.perthcathospital.com.au/",
        "https://www.northperthvet.com.au/",
        "https://wavets.com.au/",
        "https://www.vetwest.com.au/",
        "https://www.facebook.com/groups/644468789020480/posts/3100609050073096/",
        "https://perthpetvet.com.au/",
        "https://www.thepetpractice.com.au/",
        "https://www.millpointvet.com.au/",
        "https://saivet.com.au/emergency-vet-perth/"
      ],
      "cited_domains": [
        "greencrossvets.com.au",
        "perthcathospital.com.au",
        "northperthvet.com.au",
        "wavets.com.au",
        "vetwest.com.au",
        "facebook.com",
        "perthpetvet.com.au",
        "thepetpractice.com.au",
        "millpointvet.com.au",
        "saivet.com.au"
      ],
      "source_classes": [
        {
          "domain": "greencrossvets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthcathospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "northperthvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wavets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vetwest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "perthpetvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thepetpractice.com.au",
          "class": "brand-source"
        },
        {
          "domain": "millpointvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "saivet.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-veterinarian-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A4",
      "prompt": "who is the best vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "WAVES",
        "Emergency & Specialist Care"
      ],
      "brands_recommended": [
        "WAVES",
        "Emergency & Specialist Care"
      ],
      "brand_order": [
        "WAVES",
        "Emergency & Specialist Care"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.greencrossvets.com.au/vets/perth-vets/",
        "https://www.perthcathospital.com.au/",
        "https://wavets.com.au/",
        "https://www.vetwest.com.au/",
        "https://pve.net.au/",
        "https://canningtonvet.com.au/",
        "https://stfrancisvethospital.com.au/"
      ],
      "cited_domains": [
        "greencrossvets.com.au",
        "perthcathospital.com.au",
        "wavets.com.au",
        "vetwest.com.au",
        "pve.net.au",
        "canningtonvet.com.au",
        "stfrancisvethospital.com.au"
      ],
      "source_classes": [
        {
          "domain": "greencrossvets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthcathospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wavets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vetwest.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pve.net.au",
          "class": "brand-source"
        },
        {
          "domain": "canningtonvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stfrancisvethospital.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-veterinarian-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A4",
      "prompt": "who is the best vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "Wembley Veterinary Hospital",
        "Perth Vet Emergency Yokine",
        "Ascot Veterinary Hospital",
        "EVH Emergency Vet Hospital",
        "Perth Pet Vet",
        "Port City Emergency Vets",
        "Pawssum mobile vets Perth",
        "Belmont Avenue Veterinary Hospital",
        "Animal Centre for Emergency and Specialties",
        "Victoria Park Veterinary Clinic"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "Wembley Veterinary Hospital",
        "Perth Vet Emergency Yokine",
        "Ascot Veterinary Hospital",
        "EVH Emergency Vet Hospital",
        "Perth Pet Vet",
        "Port City Emergency Vets",
        "Pawssum mobile vets Perth",
        "Belmont Avenue Veterinary Hospital",
        "Animal Centre for Emergency and Specialties",
        "Victoria Park Veterinary Clinic"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "Wembley Veterinary Hospital",
        "Perth Vet Emergency Yokine",
        "Ascot Veterinary Hospital",
        "EVH Emergency Vet Hospital",
        "Perth Pet Vet",
        "Port City Emergency Vets",
        "Pawssum mobile vets Perth",
        "Belmont Avenue Veterinary Hospital",
        "Animal Centre for Emergency and Specialties",
        "Victoria Park Veterinary Clinic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ratemyvet.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "ratemyvet.com.au"
      ],
      "source_classes": [
        {
          "domain": "ratemyvet.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-veterinarian-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A4",
      "prompt": "who is the best vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "Perth Pet Vet",
        "Ascot Veterinary Hospital",
        "Wembley Veterinary Hospital",
        "The Animal Hospital At Murdoch University",
        "Perth Vet Emergency Yokine",
        "EVH Emergency Vet Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Port City Emergency Vets",
        "Belmont Avenue Veterinary Hospital",
        "Animal Centre for Emergency and Specialties",
        "Victoria Park Veterinary Clinic",
        "Pawssum mobile vets Perth",
        "Perth Vet Emergency Yokine at 4.9★"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "Perth Pet Vet",
        "Ascot Veterinary Hospital",
        "Wembley Veterinary Hospital",
        "The Animal Hospital At Murdoch University",
        "Perth Vet Emergency Yokine",
        "EVH Emergency Vet Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Port City Emergency Vets",
        "Belmont Avenue Veterinary Hospital",
        "Animal Centre for Emergency and Specialties",
        "Victoria Park Veterinary Clinic",
        "Pawssum mobile vets Perth",
        "Perth Vet Emergency Yokine at 4.9★"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "Perth Pet Vet",
        "Ascot Veterinary Hospital",
        "Wembley Veterinary Hospital",
        "The Animal Hospital At Murdoch University",
        "Perth Vet Emergency Yokine",
        "EVH Emergency Vet Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Port City Emergency Vets",
        "Belmont Avenue Veterinary Hospital",
        "Animal Centre for Emergency and Specialties",
        "Victoria Park Veterinary Clinic",
        "Pawssum mobile vets Perth",
        "Perth Vet Emergency Yokine at 4.9★"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ratemyvet.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "ratemyvet.com.au"
      ],
      "source_classes": [
        {
          "domain": "ratemyvet.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-veterinarian-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A4",
      "prompt": "who is the best vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "Perth Pet Vet",
        "My Best Friend Veterinary Centre",
        "The Animal Hospital At Murdoch University",
        "Perth Vet Emergency Yokine",
        "Victoria Park Veterinary Clinic",
        "EVH Emergency Vet Hospital",
        "Lathlain Veterinary Clinic",
        "Port City Emergency Vets",
        "Vetwest Animal Hospitals South Perth",
        "Ascot Veterinary Hospital",
        "Pawssum mobile vets Perth"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "Perth Pet Vet",
        "My Best Friend Veterinary Centre",
        "The Animal Hospital At Murdoch University",
        "Perth Vet Emergency Yokine",
        "Victoria Park Veterinary Clinic",
        "EVH Emergency Vet Hospital",
        "Lathlain Veterinary Clinic",
        "Port City Emergency Vets",
        "Vetwest Animal Hospitals South Perth",
        "Ascot Veterinary Hospital",
        "Pawssum mobile vets Perth"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "Perth Pet Vet",
        "My Best Friend Veterinary Centre",
        "The Animal Hospital At Murdoch University",
        "Perth Vet Emergency Yokine",
        "Victoria Park Veterinary Clinic",
        "EVH Emergency Vet Hospital",
        "Lathlain Veterinary Clinic",
        "Port City Emergency Vets",
        "Vetwest Animal Hospitals South Perth",
        "Ascot Veterinary Hospital",
        "Pawssum mobile vets Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ratemyvet.com.au/?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/vet?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "ratemyvet.com.au",
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "ratemyvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-veterinarian-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A4",
      "prompt": "who is the best vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Vetwest Animal Hospitals South Perth"
      ],
      "brands_recommended": [
        "Vetwest Animal Hospitals South Perth"
      ],
      "brand_order": [
        "Vetwest Animal Hospitals South Perth"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-veterinarian-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A4",
      "prompt": "who is the best vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "St Francis Vet Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Paws and More Vet Centre"
      ],
      "brands_recommended": [
        "St Francis Vet Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Paws and More Vet Centre"
      ],
      "brand_order": [
        "St Francis Vet Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Paws and More Vet Centre"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-veterinarian-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A4",
      "prompt": "who is the best vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/vet#:~:text=Quality%204.0%20Service%205.0%20Value%205.0.%20Lathlain,Como%20WA.%20*%20Ascot%20Veterinary%20Hospital.%204.8.",
        "https://stfrancisvethospital.com.au/",
        "https://www.thepetpractice.com.au/",
        "https://www.wordofmouth.com.au/wa/perth/vet#:~:text=%22%20Show%20number.%20*%20Perth%20Vet%20Emergency.,The%20kind%20and%20helpful%20staff%20and%20vet"
      ],
      "cited_domains": [
        "wordofmouth.com.au",
        "stfrancisvethospital.com.au",
        "thepetpractice.com.au"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "stfrancisvethospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thepetpractice.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-veterinarian-A4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A5",
      "prompt": "recommend a good vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Pawssum mobile vets Perth",
        "My Best Friend Veterinary Centre",
        "North Perth Veterinary Centre",
        "Perth Cat Hospital",
        "Your Pets Vet - Inglewood",
        "Vets 2 Pets- Perth Mobile Vet",
        "The Unusual Pet Vets Osborne Park",
        "St Francis Vet Hospital",
        "Perth Vet Emergency Cannington",
        "The Fish Vet",
        "Perth Vet Emergency Yokine",
        "Ascot Veterinary Hospital",
        "Claremont Veterinary Hospital",
        "Wembley Veterinary Hospital",
        "Farewell My Friend",
        "Vetwest Animal Hospitals South Perth",
        "Maylands Vet",
        "Ark Angel Vet",
        "Little Pet Vet",
        "Hilton Vet Hospital"
      ],
      "brands_recommended": [
        "Pawssum mobile vets Perth",
        "My Best Friend Veterinary Centre",
        "North Perth Veterinary Centre",
        "Perth Cat Hospital",
        "Your Pets Vet - Inglewood",
        "Vets 2 Pets- Perth Mobile Vet",
        "The Unusual Pet Vets Osborne Park",
        "St Francis Vet Hospital",
        "Perth Vet Emergency Cannington",
        "The Fish Vet",
        "Perth Vet Emergency Yokine",
        "Ascot Veterinary Hospital",
        "Claremont Veterinary Hospital",
        "Wembley Veterinary Hospital",
        "Farewell My Friend",
        "Vetwest Animal Hospitals South Perth",
        "Maylands Vet",
        "Ark Angel Vet",
        "Little Pet Vet",
        "Hilton Vet Hospital"
      ],
      "brand_order": [
        "Pawssum mobile vets Perth",
        "My Best Friend Veterinary Centre",
        "North Perth Veterinary Centre",
        "Perth Cat Hospital",
        "Your Pets Vet - Inglewood",
        "Vets 2 Pets- Perth Mobile Vet",
        "The Unusual Pet Vets Osborne Park",
        "St Francis Vet Hospital",
        "Perth Vet Emergency Cannington",
        "The Fish Vet",
        "Perth Vet Emergency Yokine",
        "Ascot Veterinary Hospital",
        "Claremont Veterinary Hospital",
        "Wembley Veterinary Hospital",
        "Farewell My Friend",
        "Vetwest Animal Hospitals South Perth",
        "Maylands Vet",
        "Ark Angel Vet",
        "Little Pet Vet",
        "Hilton Vet Hospital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmQydHFaR1prGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmRHTmthbmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpZemJXUmpkSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2F6ZDNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4NE9HNXllZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFek56VnNOVFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4eU1tNHpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhocVoyMXpNWGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBd04yTmlhM1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxZmRuWXdZakYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaNFh6bG5NZxgK",
        "https://pawsapp.com.au/ba?cid=5763&pid=gb"
      ],
      "cited_domains": [
        "google.com",
        "pawsapp.com.au"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "pawsapp.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-veterinarian-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A5",
      "prompt": "recommend a good vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Pawssum mobile vets Perth",
        "North Perth Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Perth Cat Hospital",
        "Ark Angel Vet",
        "Farewell My Friend",
        "St Francis Vet Hospital",
        "My Best Friend Veterinary Centre",
        "Perth Vet Emergency Yokine",
        "Vets 2 Pets- Perth Mobile Vet",
        "Little Pet Vet",
        "Your Pets Vet - Inglewood",
        "The Fish Vet",
        "Animal Happiness Manning Vet",
        "Wembley Veterinary Hospital",
        "Perth Pet Vet",
        "Ascot Veterinary Hospital",
        "Claremont Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Animalius",
        "Perth Vet Emergency Cannington",
        "Convenient Mobile & In-Home Vets"
      ],
      "brands_recommended": [
        "Pawssum mobile vets Perth",
        "North Perth Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Perth Cat Hospital",
        "Ark Angel Vet",
        "Farewell My Friend",
        "St Francis Vet Hospital",
        "My Best Friend Veterinary Centre",
        "Perth Vet Emergency Yokine",
        "Vets 2 Pets- Perth Mobile Vet",
        "Little Pet Vet",
        "Your Pets Vet - Inglewood",
        "The Fish Vet",
        "Animal Happiness Manning Vet",
        "Wembley Veterinary Hospital",
        "Perth Pet Vet",
        "Ascot Veterinary Hospital",
        "Claremont Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Animalius",
        "Perth Vet Emergency Cannington",
        "Convenient Mobile & In-Home Vets"
      ],
      "brand_order": [
        "Pawssum mobile vets Perth",
        "North Perth Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Perth Cat Hospital",
        "Ark Angel Vet",
        "Farewell My Friend",
        "St Francis Vet Hospital",
        "My Best Friend Veterinary Centre",
        "Perth Vet Emergency Yokine",
        "Vets 2 Pets- Perth Mobile Vet",
        "Little Pet Vet",
        "Your Pets Vet - Inglewood",
        "The Fish Vet",
        "Animal Happiness Manning Vet",
        "Wembley Veterinary Hospital",
        "Perth Pet Vet",
        "Ascot Veterinary Hospital",
        "Claremont Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Animalius",
        "Perth Vet Emergency Cannington",
        "Convenient Mobile & In-Home Vets"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBd04yTmlhM1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFek56VnNOVFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpZemJXUmpkSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxZmRuWXdZakYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmRHTmthbmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM00yUnFjV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4NE9HNXllZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeWNUQjVZak4wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2F6ZDNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4eU1tNHpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnNU1XcHNhMlJ1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmQydHFaR1prGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-veterinarian-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A5",
      "prompt": "recommend a good vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Pawssum mobile vets Perth",
        "North Perth Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine",
        "Perth Cat Hospital",
        "St Francis Vet Hospital",
        "Perth Vet Emergency Cannington",
        "My Best Friend Veterinary Centre",
        "Wembley Veterinary Hospital",
        "Vets 2 Pets- Perth Mobile Vet",
        "Your Pets Vet - Inglewood",
        "Claremont Veterinary Hospital",
        "Perth Pet Vet",
        "Little Pet Vet",
        "Animal Happiness Manning Vet",
        "Ark Angel Vet",
        "Ascot Veterinary Hospital",
        "Animalius",
        "Farewell My Friend",
        "The Fish Vet"
      ],
      "brands_recommended": [
        "Pawssum mobile vets Perth",
        "North Perth Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine",
        "Perth Cat Hospital",
        "St Francis Vet Hospital",
        "Perth Vet Emergency Cannington",
        "My Best Friend Veterinary Centre",
        "Wembley Veterinary Hospital",
        "Vets 2 Pets- Perth Mobile Vet",
        "Your Pets Vet - Inglewood",
        "Claremont Veterinary Hospital",
        "Perth Pet Vet",
        "Little Pet Vet",
        "Animal Happiness Manning Vet",
        "Ark Angel Vet",
        "Ascot Veterinary Hospital",
        "Animalius",
        "Farewell My Friend",
        "The Fish Vet"
      ],
      "brand_order": [
        "Pawssum mobile vets Perth",
        "North Perth Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine",
        "Perth Cat Hospital",
        "St Francis Vet Hospital",
        "Perth Vet Emergency Cannington",
        "My Best Friend Veterinary Centre",
        "Wembley Veterinary Hospital",
        "Vets 2 Pets- Perth Mobile Vet",
        "Your Pets Vet - Inglewood",
        "Claremont Veterinary Hospital",
        "Perth Pet Vet",
        "Little Pet Vet",
        "Animal Happiness Manning Vet",
        "Ark Angel Vet",
        "Ascot Veterinary Hospital",
        "Animalius",
        "Farewell My Friend",
        "The Fish Vet"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpZemJXUmpkSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmQydHFaR1prGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4NE9HNXllZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2F6ZDNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeWNUQjVZak4wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxZmRuWXdZakYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM00yUnFjV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBd04yTmlhM1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnNU1XcHNhMlJ1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFek56VnNOVFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmRHTmthbmhxGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-veterinarian-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A5",
      "prompt": "recommend a good vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.northperthvet.com.au/",
        "https://www.greencrossvets.com.au/vets/perth-vets/",
        "https://www.perthcathospital.com.au/",
        "https://wavets.com.au/",
        "https://stfrancisvethospital.com.au/"
      ],
      "cited_domains": [
        "northperthvet.com.au",
        "greencrossvets.com.au",
        "perthcathospital.com.au",
        "wavets.com.au",
        "stfrancisvethospital.com.au"
      ],
      "source_classes": [
        {
          "domain": "northperthvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "greencrossvets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthcathospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wavets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stfrancisvethospital.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-veterinarian-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A5",
      "prompt": "recommend a good vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Vet Emergency Yokine",
        "Greencross Vets Subiaco"
      ],
      "brands_recommended": [
        "Perth Vet Emergency Yokine",
        "Greencross Vets Subiaco"
      ],
      "brand_order": [
        "Perth Vet Emergency Yokine",
        "Greencross Vets Subiaco"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://pve.net.au/",
        "https://www.northperthvet.com.au/",
        "https://www.perthcathospital.com.au/",
        "https://wavets.com.au/",
        "https://stfrancisvethospital.com.au/",
        "https://www.millpointvet.com.au/"
      ],
      "cited_domains": [
        "pve.net.au",
        "northperthvet.com.au",
        "perthcathospital.com.au",
        "wavets.com.au",
        "stfrancisvethospital.com.au",
        "millpointvet.com.au"
      ],
      "source_classes": [
        {
          "domain": "pve.net.au",
          "class": "brand-source"
        },
        {
          "domain": "northperthvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthcathospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wavets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "stfrancisvethospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "millpointvet.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-veterinarian-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A5",
      "prompt": "recommend a good vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "Perth Vet Emergency Yokine"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "Perth Vet Emergency Yokine"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "Perth Vet Emergency Yokine"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://pve.net.au/",
        "https://www.northperthvet.com.au/",
        "https://www.perthcathospital.com.au/"
      ],
      "cited_domains": [
        "pve.net.au",
        "northperthvet.com.au",
        "perthcathospital.com.au"
      ],
      "source_classes": [
        {
          "domain": "pve.net.au",
          "class": "brand-source"
        },
        {
          "domain": "northperthvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthcathospital.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-veterinarian-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A5",
      "prompt": "recommend a good vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "Vetwest Animal Hospitals South Perth",
        "Perth Pet Vet",
        "Victoria Park Veterinary Clinic",
        "Perth Vet Emergency Yokine",
        "Port City Emergency Vets",
        "Recommended general vets"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "Vetwest Animal Hospitals South Perth",
        "Perth Pet Vet",
        "Victoria Park Veterinary Clinic",
        "Perth Vet Emergency Yokine",
        "Port City Emergency Vets",
        "Recommended general vets"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "Vetwest Animal Hospitals South Perth",
        "Perth Pet Vet",
        "Victoria Park Veterinary Clinic",
        "Perth Vet Emergency Yokine",
        "Port City Emergency Vets",
        "Recommended general vets"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/vet?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wordofmouth.com.au"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-veterinarian-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A5",
      "prompt": "recommend a good vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "Ascot Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Perth Cat Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine",
        "Pawssum mobile vets Perth",
        "Victoria Park Veterinary Clinic",
        "Perth Pet Vet",
        "Lathlain Veterinary Clinic",
        "Little Pet Vet",
        "St Francis Vet Hospital"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "Ascot Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Perth Cat Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine",
        "Pawssum mobile vets Perth",
        "Victoria Park Veterinary Clinic",
        "Perth Pet Vet",
        "Lathlain Veterinary Clinic",
        "Little Pet Vet",
        "St Francis Vet Hospital"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "My Best Friend Veterinary Centre",
        "Ascot Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Perth Cat Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Perth Vet Emergency Yokine",
        "Pawssum mobile vets Perth",
        "Victoria Park Veterinary Clinic",
        "Perth Pet Vet",
        "Lathlain Veterinary Clinic",
        "Little Pet Vet",
        "St Francis Vet Hospital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ratemyvet.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "ratemyvet.com.au"
      ],
      "source_classes": [
        {
          "domain": "ratemyvet.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-veterinarian-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A5",
      "prompt": "recommend a good vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "Swan Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Perth Pet Vet",
        "Ark Angel Vet",
        "Perth Vet Emergency Yokine",
        "EVH Emergency Vet Hospital",
        "Little Pet Vet",
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Perth Vet Emergency Cannington",
        "Pawssum mobile vets Perth",
        "Drovers Vet Hospital"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "Swan Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Perth Pet Vet",
        "Ark Angel Vet",
        "Perth Vet Emergency Yokine",
        "EVH Emergency Vet Hospital",
        "Little Pet Vet",
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Perth Vet Emergency Cannington",
        "Pawssum mobile vets Perth",
        "Drovers Vet Hospital"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "Swan Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Perth Pet Vet",
        "Ark Angel Vet",
        "Perth Vet Emergency Yokine",
        "EVH Emergency Vet Hospital",
        "Little Pet Vet",
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Perth Vet Emergency Cannington",
        "Pawssum mobile vets Perth",
        "Drovers Vet Hospital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ratemyvet.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "ratemyvet.com.au"
      ],
      "source_classes": [
        {
          "domain": "ratemyvet.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-veterinarian-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A5",
      "prompt": "recommend a good vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Vetwest Animal Hospitals South Perth",
        "Cannington Veterinary Hospital",
        "Western Australian Veterinary Emergency and Specialty"
      ],
      "brands_recommended": [
        "Vetwest Animal Hospitals South Perth",
        "Cannington Veterinary Hospital",
        "Western Australian Veterinary Emergency and Specialty"
      ],
      "brand_order": [
        "Vetwest Animal Hospitals South Perth",
        "Cannington Veterinary Hospital",
        "Western Australian Veterinary Emergency and Specialty"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-veterinarian-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A5",
      "prompt": "recommend a good vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-veterinarian-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-a5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-A5",
      "prompt": "recommend a good vet in Perth",
      "query_class": "recommendation",
      "buyer_stage": "consideration",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Offers modern diagnostics including digital x-ray",
        "Provides general veterinary care"
      ],
      "brands_recommended": [
        "Offers modern diagnostics including digital x-ray",
        "Provides general veterinary care"
      ],
      "brand_order": [
        "Offers modern diagnostics including digital x-ray",
        "Provides general veterinary care"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-veterinarian-A5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b1-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B1",
      "prompt": "emergency vet Perth open 24 hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Perth Vet Emergency Cannington",
        "Balcatta Vet24",
        "EVH Emergency Vet Hospital",
        "Western Australian Veterinary Emergency and Specialty (WAVES)",
        "The Animal Hospital At Murdoch University",
        "Baldivis Vet Hospital",
        "THE PLEROMA VETERINARY",
        "Animal Referral & Emergency Network"
      ],
      "brands_recommended": [
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Perth Vet Emergency Cannington",
        "Balcatta Vet24",
        "EVH Emergency Vet Hospital",
        "Western Australian Veterinary Emergency and Specialty (WAVES)",
        "The Animal Hospital At Murdoch University",
        "Baldivis Vet Hospital",
        "THE PLEROMA VETERINARY",
        "Animal Referral & Emergency Network"
      ],
      "brand_order": [
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Perth Vet Emergency Cannington",
        "Balcatta Vet24",
        "EVH Emergency Vet Hospital",
        "Western Australian Veterinary Emergency and Specialty (WAVES)",
        "The Animal Hospital At Murdoch University",
        "Baldivis Vet Hospital",
        "THE PLEROMA VETERINARY",
        "Animal Referral & Emergency Network"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaZk5uTnpOSFIyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0emJEQTJlWE14GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmQydHFaR1prGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzViQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM1pqZ3hPR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpZemFtNW9PV3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREYzVhR04zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmNqVndjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzM01taDNNWFptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMmJIcHViRGgyGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-veterinarian-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b1-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B1",
      "prompt": "emergency vet Perth open 24 hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Vet Emergency Cannington",
        "EVH Emergency Vet Hospital",
        "Balcatta Vet24",
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Perth Vet Emergency Yokine",
        "Emergency Vet Hospital",
        "24-Hour Emergency Vet Clinics in Perth"
      ],
      "brands_recommended": [
        "Perth Vet Emergency Cannington",
        "EVH Emergency Vet Hospital",
        "Balcatta Vet24",
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Perth Vet Emergency Yokine",
        "Emergency Vet Hospital",
        "24-Hour Emergency Vet Clinics in Perth"
      ],
      "brand_order": [
        "Perth Vet Emergency Cannington",
        "EVH Emergency Vet Hospital",
        "Balcatta Vet24",
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Perth Vet Emergency Yokine",
        "Emergency Vet Hospital",
        "24-Hour Emergency Vet Clinics in Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmQydHFaR1prGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM1pqZ3hPR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzViQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaZk5uTnpOSFIyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0emJEQTJlWE14GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-veterinarian-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b1-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B1",
      "prompt": "emergency vet Perth open 24 hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Perth Vet Emergency Cannington",
        "Balcatta Vet24",
        "EVH Emergency Vet Hospital",
        "Western Australian Veterinary Emergency and Specialty (WAVES)",
        "The Animal Hospital At Murdoch University",
        "Baldivis Vet Hospital",
        "THE PLEROMA VETERINARY",
        "Animal Referral & Emergency Network",
        "Perth Vet Emergency Yokine"
      ],
      "brands_recommended": [
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Perth Vet Emergency Cannington",
        "Balcatta Vet24",
        "EVH Emergency Vet Hospital",
        "Western Australian Veterinary Emergency and Specialty (WAVES)",
        "The Animal Hospital At Murdoch University",
        "Baldivis Vet Hospital",
        "THE PLEROMA VETERINARY",
        "Animal Referral & Emergency Network",
        "Perth Vet Emergency Yokine"
      ],
      "brand_order": [
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Perth Vet Emergency Cannington",
        "Balcatta Vet24",
        "EVH Emergency Vet Hospital",
        "Western Australian Veterinary Emergency and Specialty (WAVES)",
        "The Animal Hospital At Murdoch University",
        "Baldivis Vet Hospital",
        "THE PLEROMA VETERINARY",
        "Animal Referral & Emergency Network",
        "Perth Vet Emergency Yokine"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhaZk5uTnpOSFIyGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVc0emJEQTJlWE14GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmQydHFaR1prGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzViQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM1pqZ3hPR3QwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpZemFtNW9PV3cYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREYzVhR04zGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdoNmNqVndjZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdzM01taDNNWFptGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhrMmJIcHViRGgyGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-veterinarian-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b1-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B1",
      "prompt": "emergency vet Perth open 24 hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-veterinarian-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b1-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B1",
      "prompt": "emergency vet Perth open 24 hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:08",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-veterinarian-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b1-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B1",
      "prompt": "emergency vet Perth open 24 hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-veterinarian-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b1-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B1",
      "prompt": "emergency vet Perth open 24 hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "EVH Emergency Vet Hospital",
        "WAVES",
        "Port City Emergency Vets",
        "Perth Vet Emergency Yokine",
        "24-hour emergency vets",
        "Western Australian Veterinary Emergency and Specialty"
      ],
      "brands_recommended": [
        "EVH Emergency Vet Hospital",
        "WAVES",
        "Port City Emergency Vets",
        "Perth Vet Emergency Yokine",
        "24-hour emergency vets",
        "Western Australian Veterinary Emergency and Specialty"
      ],
      "brand_order": [
        "EVH Emergency Vet Hospital",
        "WAVES",
        "Port City Emergency Vets",
        "Perth Vet Emergency Yokine",
        "24-hour emergency vets",
        "Western Australian Veterinary Emergency and Specialty"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://wavets.com.au/?utm_source=chatgpt.com",
        "https://emergencyvethospital.com.au/emergency-vet-hospital-perth/?utm_source=chatgpt.com",
        "https://www.portcityemergencyvets.com/?utm_source=chatgpt.com",
        "https://petguides.au/emergency-vet/perth/?utm_source=chatgpt.com",
        "https://www.baldivisvet.com.au/emergency-vet/?utm_source=chatgpt.com",
        "https://vetsopennow.com/emergency-vet/australia/western-australia/?utm_source=chatgpt.com",
        "https://maps.apple.com/place?_ext=CjEKBAgEEBYKBAgFEAMKBAgGEHcKBAgKEAAKBAhSEAEKBAhVEA8KBAhZEAIKBQikARABEiYpL76yOobmP8Axhb0Er331XEA5MxNngjnkP8BBMZDsCSv2XEBQAw%3D%3D&_provider=9902&address=3%2F162+Wanneroo+Road%2C+Yokine+WA+6060%2C+Australia&coordinate=-31.895994%2C115.841087&map=explore&name=Perth+Vet+Emergency&place-id=IEC35E0E74FC2CC70&utm_source=chatgpt.com",
        "https://maps.apple.com/place?place-id=IEC35E0E74FC2CC70&utm_source=chatgpt.com",
        "https://emergencyvethospital.com.au/contact/?utm_source=chatgpt.com",
        "https://emergencyvethospital.com.au/about/?utm_source=chatgpt.com",
        "https://vet24.com.au/emergency/?utm_source=chatgpt.com",
        "https://pve.net.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wavets.com.au",
        "emergencyvethospital.com.au",
        "portcityemergencyvets.com",
        "petguides.au",
        "baldivisvet.com.au",
        "vetsopennow.com",
        "maps.apple.com",
        "vet24.com.au",
        "pve.net.au"
      ],
      "source_classes": [
        {
          "domain": "wavets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "emergencyvethospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "portcityemergencyvets.com",
          "class": "brand-source"
        },
        {
          "domain": "petguides.au",
          "class": "brand-source"
        },
        {
          "domain": "baldivisvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vetsopennow.com",
          "class": "third-party"
        },
        {
          "domain": "maps.apple.com",
          "class": "third-party"
        },
        {
          "domain": "vet24.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pve.net.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-veterinarian-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b1-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B1",
      "prompt": "emergency vet Perth open 24 hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Emergency Vet Hospital",
        "Perth Vet Emergency Yokine",
        "WAVES",
        "Port City Emergency Vets",
        "Balcatta Vet24",
        "The Animal Hospital At Murdoch University"
      ],
      "brands_recommended": [
        "Emergency Vet Hospital",
        "Perth Vet Emergency Yokine",
        "WAVES",
        "Port City Emergency Vets",
        "Balcatta Vet24",
        "The Animal Hospital At Murdoch University"
      ],
      "brand_order": [
        "Emergency Vet Hospital",
        "Perth Vet Emergency Yokine",
        "WAVES",
        "Port City Emergency Vets",
        "Balcatta Vet24",
        "The Animal Hospital At Murdoch University"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://emergencyvethospital.com.au/contact/?utm_source=chatgpt.com",
        "https://wavets.com.au/?utm_source=chatgpt.com",
        "https://portcityemergencyvets.squarespace.com/?utm_source=chatgpt.com",
        "https://vet24.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "emergencyvethospital.com.au",
        "wavets.com.au",
        "portcityemergencyvets.squarespace.com",
        "vet24.com.au"
      ],
      "source_classes": [
        {
          "domain": "emergencyvethospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wavets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "portcityemergencyvets.squarespace.com",
          "class": "third-party"
        },
        {
          "domain": "vet24.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-veterinarian-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b1-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B1",
      "prompt": "emergency vet Perth open 24 hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Vet Emergency Yokine",
        "Emergency Vet Hospital",
        "Balcatta Vet24",
        "WAVES",
        "Port City Emergency Vets",
        "The Animal Hospital At Murdoch University",
        "24-hour emergency vets in Perth",
        "Western Australian Veterinary Emergency and Specialty"
      ],
      "brands_recommended": [
        "Perth Vet Emergency Yokine",
        "Emergency Vet Hospital",
        "Balcatta Vet24",
        "WAVES",
        "Port City Emergency Vets",
        "The Animal Hospital At Murdoch University",
        "24-hour emergency vets in Perth",
        "Western Australian Veterinary Emergency and Specialty"
      ],
      "brand_order": [
        "Perth Vet Emergency Yokine",
        "Emergency Vet Hospital",
        "Balcatta Vet24",
        "WAVES",
        "Port City Emergency Vets",
        "The Animal Hospital At Murdoch University",
        "24-hour emergency vets in Perth",
        "Western Australian Veterinary Emergency and Specialty"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://en.wikipedia.org/wiki/St_John_of_God_Murdoch_Hospital?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "en.wikipedia.org"
      ],
      "source_classes": [
        {
          "domain": "en.wikipedia.org",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-veterinarian-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b1-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B1",
      "prompt": "emergency vet Perth open 24 hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Port City Emergency Vets",
        "Perth Vet Emergency Cannington",
        "Animal Centre for Emergency and Specialties",
        "EVH Emergency Vet Hospital"
      ],
      "brands_recommended": [
        "Port City Emergency Vets",
        "Perth Vet Emergency Cannington",
        "Animal Centre for Emergency and Specialties",
        "EVH Emergency Vet Hospital"
      ],
      "brand_order": [
        "Port City Emergency Vets",
        "Perth Vet Emergency Cannington",
        "Animal Centre for Emergency and Specialties",
        "EVH Emergency Vet Hospital"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-veterinarian-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b1-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B1",
      "prompt": "emergency vet Perth open 24 hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Perth Vet Emergency Cannington",
        "EVH Emergency Vet Hospital"
      ],
      "brands_recommended": [
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Perth Vet Emergency Cannington",
        "EVH Emergency Vet Hospital"
      ],
      "brand_order": [
        "Port City Emergency Vets",
        "Animal Centre for Emergency and Specialties",
        "Perth Vet Emergency Cannington",
        "EVH Emergency Vet Hospital"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-veterinarian-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b1-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B1",
      "prompt": "emergency vet Perth open 24 hours",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Port City Emergency Vets",
        "Perth Vet Emergency Cannington",
        "Animal Centre for Emergency and Specialties",
        "EVH Emergency Vet Hospital"
      ],
      "brands_recommended": [
        "Port City Emergency Vets",
        "Perth Vet Emergency Cannington",
        "Animal Centre for Emergency and Specialties",
        "EVH Emergency Vet Hospital"
      ],
      "brand_order": [
        "Port City Emergency Vets",
        "Perth Vet Emergency Cannington",
        "Animal Centre for Emergency and Specialties",
        "EVH Emergency Vet Hospital"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-veterinarian-B1.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b2-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B2",
      "prompt": "best cat only vet clinic in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Cat Hospital",
        "Pawssum mobile vets Perth",
        "The Unusual Pet Vets Osborne Park",
        "Vetwest Animal Hospitals South Perth",
        "The Pet Practice Veterinary Clinic",
        "Central Pets Vets Dispensary",
        "My Best Friend Veterinary Centre",
        "Farewell My Friend",
        "North Perth Veterinary Centre",
        "Little Pet Vet",
        "Animal Happiness Manning Vet",
        "The Fish Vet",
        "Vets 2 Pets- Perth Mobile Vet",
        "The Floreat Vet",
        "Your Pets Vet - Inglewood",
        "Belmont Avenue Veterinary Hospital",
        "Ascot Veterinary Hospital",
        "Animalius",
        "Perth Pet Vet",
        "Furbaby Retreat Luxury Cat Hotel"
      ],
      "brands_recommended": [
        "Perth Cat Hospital",
        "Pawssum mobile vets Perth",
        "The Unusual Pet Vets Osborne Park",
        "Vetwest Animal Hospitals South Perth",
        "The Pet Practice Veterinary Clinic",
        "Central Pets Vets Dispensary",
        "My Best Friend Veterinary Centre",
        "Farewell My Friend",
        "North Perth Veterinary Centre",
        "Little Pet Vet",
        "Animal Happiness Manning Vet",
        "The Fish Vet",
        "Vets 2 Pets- Perth Mobile Vet",
        "The Floreat Vet",
        "Your Pets Vet - Inglewood",
        "Belmont Avenue Veterinary Hospital",
        "Ascot Veterinary Hospital",
        "Animalius",
        "Perth Pet Vet",
        "Furbaby Retreat Luxury Cat Hotel"
      ],
      "brand_order": [
        "Perth Cat Hospital",
        "Pawssum mobile vets Perth",
        "The Unusual Pet Vets Osborne Park",
        "Vetwest Animal Hospitals South Perth",
        "The Pet Practice Veterinary Clinic",
        "Central Pets Vets Dispensary",
        "My Best Friend Veterinary Centre",
        "Farewell My Friend",
        "North Perth Veterinary Centre",
        "Little Pet Vet",
        "Animal Happiness Manning Vet",
        "The Fish Vet",
        "Vets 2 Pets- Perth Mobile Vet",
        "The Floreat Vet",
        "Your Pets Vet - Inglewood",
        "Belmont Avenue Veterinary Hospital",
        "Ascot Veterinary Hospital",
        "Animalius",
        "Perth Pet Vet",
        "Furbaby Retreat Luxury Cat Hotel"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4eU1tNHpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdWQyWnJOemRrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwbWJuQmtaMlp1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFek56VnNOVFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxZmRuWXdZakYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM00yUnFjV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmRHTmthbmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMGFHMDFPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNGF6bDBkdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnNU1XcHNhMlJ1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeWNUQjVZak4wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdad09HdG5kak55GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-veterinarian-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b2-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B2",
      "prompt": "best cat only vet clinic in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Cat Hospital"
      ],
      "brands_recommended": [
        "Perth Cat Hospital"
      ],
      "brand_order": [
        "Perth Cat Hospital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-veterinarian-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b2-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B2",
      "prompt": "best cat only vet clinic in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Cat Hospital"
      ],
      "brands_recommended": [
        "Perth Cat Hospital"
      ],
      "brand_order": [
        "Perth Cat Hospital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthcathospital.com.au/",
        "https://perthisok.com/lifestyle/perth-cat-hospital-west-leederville/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo"
      ],
      "cited_domains": [
        "perthcathospital.com.au",
        "perthisok.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "perthcathospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthisok.com",
          "class": "third-party"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-veterinarian-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b2-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B2",
      "prompt": "best cat only vet clinic in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthcathospital.com.au/",
        "https://www.facebook.com/perthcathospital/",
        "https://www.reddit.com/r/perth/comments/1sb38oy/vet_that_is_specialised_in_cats/"
      ],
      "cited_domains": [
        "perthcathospital.com.au",
        "facebook.com",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "perthcathospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-veterinarian-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b2-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B2",
      "prompt": "best cat only vet clinic in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthcathospital.com.au/",
        "https://www.instagram.com/perthcatvets/",
        "https://www.reddit.com/r/perth/comments/1sb38oy/vet_that_is_specialised_in_cats/",
        "https://perthisok.com/lifestyle/perth-cat-hospital-west-leederville/"
      ],
      "cited_domains": [
        "perthcathospital.com.au",
        "instagram.com",
        "reddit.com",
        "perthisok.com"
      ],
      "source_classes": [
        {
          "domain": "perthcathospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "instagram.com",
          "class": "ugc"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthisok.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-veterinarian-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b2-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B2",
      "prompt": "best cat only vet clinic in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthcathospital.com.au/",
        "https://www.facebook.com/perthcathospital/",
        "https://www.reddit.com/r/perth/comments/1sb38oy/vet_that_is_specialised_in_cats/",
        "https://perthisok.com/lifestyle/perth-cat-hospital-west-leederville/"
      ],
      "cited_domains": [
        "perthcathospital.com.au",
        "facebook.com",
        "reddit.com",
        "perthisok.com"
      ],
      "source_classes": [
        {
          "domain": "perthcathospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "facebook.com",
          "class": "ugc"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "perthisok.com",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-veterinarian-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b2-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B2",
      "prompt": "best cat only vet clinic in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Cat Hospital",
        "Gold Standard ISFM Cat Friendly Clinic"
      ],
      "brands_recommended": [
        "Perth Cat Hospital",
        "Gold Standard ISFM Cat Friendly Clinic"
      ],
      "brand_order": [
        "Perth Cat Hospital",
        "Gold Standard ISFM Cat Friendly Clinic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthcathospital.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthcathospital.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthcathospital.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-veterinarian-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b2-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B2",
      "prompt": "best cat only vet clinic in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Cat Hospital",
        "North Perth Veterinary Centre",
        "Grantham Street Veterinary Clinic",
        "Vetwest Animal Hospitals South Perth",
        "Warwick Veterinary Hospital",
        "Perth Pet Vet",
        "St Francis Vet Hospital",
        "Perth Cat Hospital in West Leederville"
      ],
      "brands_recommended": [
        "Perth Cat Hospital",
        "North Perth Veterinary Centre",
        "Grantham Street Veterinary Clinic",
        "Vetwest Animal Hospitals South Perth",
        "Warwick Veterinary Hospital",
        "Perth Pet Vet",
        "St Francis Vet Hospital"
      ],
      "brand_order": [
        "Perth Cat Hospital",
        "North Perth Veterinary Centre",
        "Grantham Street Veterinary Clinic",
        "Vetwest Animal Hospitals South Perth",
        "Warwick Veterinary Hospital",
        "Perth Pet Vet",
        "St Francis Vet Hospital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthcathospital.com.au/?utm_source=chatgpt.com",
        "https://www.perthcathospital.com.au/about-us-cat-only/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthcathospital.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthcathospital.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-veterinarian-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b2-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B2",
      "prompt": "best cat only vet clinic in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Cat Hospital",
        "Cat-only hospital and waiting area",
        "Gold Standard ISFM Cat Friendly Clinic"
      ],
      "brands_recommended": [
        "Perth Cat Hospital",
        "Cat-only hospital and waiting area",
        "Gold Standard ISFM Cat Friendly Clinic"
      ],
      "brand_order": [
        "Perth Cat Hospital",
        "Cat-only hospital and waiting area",
        "Gold Standard ISFM Cat Friendly Clinic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthcathospital.com.au/?utm_source=chatgpt.com",
        "https://www.perthcathospital.com.au/appointments/?utm_source=chatgpt.com",
        "https://www.perthcathospital.com.au/about-us-cat-only/?utm_source=chatgpt.com",
        "https://www.perthcathospital.com.au/our-vets/?utm_source=chatgpt.com",
        "https://www.perthcathospital.com.au/doctors/dr-martine-van-boeijen/?utm_source=chatgpt.com",
        "https://www.perthcathospital.com.au/doctors/dr-amelia-yu/?utm_source=chatgpt.com",
        "https://www.baldivisvet.com.au/adult-cats/?utm_source=chatgpt.com",
        "https://perfectpets.com.au/profile/vet-services/west-leederville-wa-1155?utm_source=chatgpt.com",
        "https://pve.net.au/perth-vet-emergency-achieves-gold-standard-in-cat-friendly-clinic-care-a-triumph-for-feline-care/?utm_source=chatgpt.com",
        "https://www.linkedin.com/company/perth-cat-hospital?utm_source=chatgpt.com",
        "https://cherrycourtvet.com.au/feline_friendly.html?utm_source=chatgpt.com",
        "https://www.doubleviewvet.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "perthcathospital.com.au",
        "baldivisvet.com.au",
        "perfectpets.com.au",
        "pve.net.au",
        "linkedin.com",
        "cherrycourtvet.com.au",
        "doubleviewvet.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthcathospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "baldivisvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perfectpets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pve.net.au",
          "class": "brand-source"
        },
        {
          "domain": "linkedin.com",
          "class": "ugc"
        },
        {
          "domain": "cherrycourtvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "doubleviewvet.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-veterinarian-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b2-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B2",
      "prompt": "best cat only vet clinic in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-veterinarian-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b2-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B2",
      "prompt": "best cat only vet clinic in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Cat Hospital"
      ],
      "brands_recommended": [
        "Perth Cat Hospital"
      ],
      "brand_order": [
        "Perth Cat Hospital"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-veterinarian-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b2-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B2",
      "prompt": "best cat only vet clinic in Perth",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-veterinarian-B2.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b3-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B3",
      "prompt": "affordable vet Perth desexing and vaccinations",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "My Best Friend Veterinary Centre",
        "Your Pets Vet - Inglewood",
        "Balcatta Vet24"
      ],
      "brands_recommended": [
        "My Best Friend Veterinary Centre",
        "Your Pets Vet - Inglewood",
        "Balcatta Vet24"
      ],
      "brand_order": [
        "My Best Friend Veterinary Centre",
        "Your Pets Vet - Inglewood",
        "Balcatta Vet24"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzViQRgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-veterinarian-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b3-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B3",
      "prompt": "affordable vet Perth desexing and vaccinations",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "My Best Friend Veterinary Centre",
        "Your Pets Vet - Inglewood",
        "Balcatta Vet24",
        "Perth Pet Vet",
        "Victoria Park Veterinary Clinic",
        "Subiaco Veterinary Hospital",
        "Vets 2 Pets- Perth Mobile Vet",
        "Little Pet Vet",
        "Lathlain Veterinary Clinic",
        "Morley Vetcentre",
        "Bedford-Dianella Vet Centre",
        "Wembley Veterinary Hospital",
        "Millpoint Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Vetwest Animal Hospitals South Perth",
        "North Perth Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Ascot Veterinary Hospital",
        "Perth Cat Hospital",
        "St Francis Vet Hospital",
        "Hanly Veterinary Clinic & Hospital",
        "Hanly Vet"
      ],
      "brands_recommended": [
        "My Best Friend Veterinary Centre",
        "Your Pets Vet - Inglewood",
        "Balcatta Vet24",
        "Perth Pet Vet",
        "Victoria Park Veterinary Clinic",
        "Subiaco Veterinary Hospital",
        "Vets 2 Pets- Perth Mobile Vet",
        "Little Pet Vet",
        "Lathlain Veterinary Clinic",
        "Morley Vetcentre",
        "Bedford-Dianella Vet Centre",
        "Wembley Veterinary Hospital",
        "Millpoint Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Vetwest Animal Hospitals South Perth",
        "North Perth Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Ascot Veterinary Hospital",
        "Perth Cat Hospital",
        "St Francis Vet Hospital",
        "Hanly Veterinary Clinic & Hospital",
        "Hanly Vet"
      ],
      "brand_order": [
        "My Best Friend Veterinary Centre",
        "Your Pets Vet - Inglewood",
        "Balcatta Vet24",
        "Perth Pet Vet",
        "Victoria Park Veterinary Clinic",
        "Subiaco Veterinary Hospital",
        "Vets 2 Pets- Perth Mobile Vet",
        "Little Pet Vet",
        "Lathlain Veterinary Clinic",
        "Morley Vetcentre",
        "Bedford-Dianella Vet Centre",
        "Wembley Veterinary Hospital",
        "Millpoint Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Vetwest Animal Hospitals South Perth",
        "North Perth Veterinary Centre",
        "The Unusual Pet Vets Osborne Park",
        "Ascot Veterinary Hospital",
        "Perth Cat Hospital",
        "St Francis Vet Hospital",
        "Hanly Veterinary Clinic & Hospital",
        "Hanly Vet"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONk1EYzViQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeWNUQjVZak4wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZeE9EVXdlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE0zUnFZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxZmRuWXdZakYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RacWVYWnVkbk0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdzd05IWTBOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodE1ISTVadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4NE9HNXllZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhNMlpHTmZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4eU1tNHpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZGw5emQyWTJadxgK"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-veterinarian-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b3-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B3",
      "prompt": "affordable vet Perth desexing and vaccinations",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Cat Haven"
      ],
      "brands_recommended": [
        "Cat Haven"
      ],
      "brand_order": [
        "Cat Haven"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMloyZzNjRGR0GAo",
        "https://ap-booking.vetstoria.com/booking/5f5b5a28b6e49?r=8",
        "https://ap-booking.vetstoria.com/booking/5f5b5ac0e15b7?r=8",
        "https://app.cw.vet/hosted/au/pvwavictoriapark?src=google"
      ],
      "cited_domains": [
        "google.com",
        "ap-booking.vetstoria.com",
        "app.cw.vet"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        },
        {
          "domain": "ap-booking.vetstoria.com",
          "class": "third-party"
        },
        {
          "domain": "app.cw.vet",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-veterinarian-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b3-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B3",
      "prompt": "affordable vet Perth desexing and vaccinations",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-veterinarian-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b3-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B3",
      "prompt": "affordable vet Perth desexing and vaccinations",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Hanly Vet",
        "WA Pet Project",
        "Financial Hardship & Subsidized Programs"
      ],
      "brands_recommended": [
        "Hanly Vet",
        "WA Pet Project",
        "Financial Hardship & Subsidized Programs"
      ],
      "brand_order": [
        "Hanly Vet",
        "WA Pet Project",
        "Financial Hardship & Subsidized Programs"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wapetproject.com.au/spay-it-forward/",
        "https://www.petrescue.com.au/library/articles/can-you-help-me-find-cheap-desexing-for-my-pet",
        "https://ascotvet.com.au/vaccination-schedules-for-dogs-in-perth-what-every-pet-owner-should-know/",
        "https://www.citybeachvet.com.au/dog-desexing/",
        "https://hanlyvet.com.au/",
        "https://ascotvet.com.au/",
        "https://ascotvet.com.au/veterinary-services/de-sexing/",
        "https://www.reddit.com/r/perth/comments/1g0nexj/affordable_costs_for_desexing_a_cat/",
        "https://www.reddit.com/r/perth/comments/ro4vgq/cheapish_vets/"
      ],
      "cited_domains": [
        "wapetproject.com.au",
        "petrescue.com.au",
        "ascotvet.com.au",
        "citybeachvet.com.au",
        "hanlyvet.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "wapetproject.com.au",
          "class": "brand-source"
        },
        {
          "domain": "petrescue.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ascotvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "citybeachvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hanlyvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-veterinarian-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b3-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B3",
      "prompt": "affordable vet Perth desexing and vaccinations",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "WA Pet Project",
        "City Beach Veterinarians"
      ],
      "brands_recommended": [
        "WA Pet Project",
        "City Beach Veterinarians"
      ],
      "brand_order": [
        "WA Pet Project",
        "City Beach Veterinarians"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wapetproject.com.au/spay-it-forward/",
        "https://ascotvet.com.au/vaccination-schedules-for-dogs-in-perth-what-every-pet-owner-should-know/",
        "https://www.citybeachvet.com.au/dog-desexing/",
        "https://events.humanitix.com/community-action-day-nollamara-2026?hxchl=int-gev",
        "https://events.humanitix.com/community-action-day-lockridge-2026?hxchl=int-gev"
      ],
      "cited_domains": [
        "wapetproject.com.au",
        "ascotvet.com.au",
        "citybeachvet.com.au",
        "events.humanitix.com"
      ],
      "source_classes": [
        {
          "domain": "wapetproject.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ascotvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "citybeachvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "events.humanitix.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-veterinarian-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b3-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B3",
      "prompt": "affordable vet Perth desexing and vaccinations",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Gwelup Veterinary Hospital",
        "Hanly Vet",
        "Waroona Vet Clinic",
        "AAPS Vet Clinic",
        "Hanly Veterinary Clinic, Maddington",
        "Waroona Veterinary Clinic"
      ],
      "brands_recommended": [
        "Gwelup Veterinary Hospital",
        "Hanly Vet",
        "Waroona Vet Clinic",
        "AAPS Vet Clinic",
        "Hanly Veterinary Clinic, Maddington",
        "Waroona Veterinary Clinic"
      ],
      "brand_order": [
        "Gwelup Veterinary Hospital",
        "Hanly Vet",
        "Waroona Vet Clinic",
        "AAPS Vet Clinic",
        "Hanly Veterinary Clinic, Maddington",
        "Waroona Veterinary Clinic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://aaps.org.au/wp-content/uploads/2026/05/AAPS-VET-CLINIC-PRICE-LIST.pdf?utm_source=chatgpt.com",
        "https://gwelupvets.com.au/prices?utm_source=chatgpt.com",
        "https://hanlyvet.com.au/desexing-price-guide/?utm_source=chatgpt.com",
        "https://www.waroonavet.com.au/pricelist?utm_source=chatgpt.com",
        "https://www.wa.gov.au/government/announcements/pet-sterilisation-funding-help-wa-dog-and-cat-owners?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "aaps.org.au",
        "gwelupvets.com.au",
        "hanlyvet.com.au",
        "waroonavet.com.au",
        "wa.gov.au"
      ],
      "source_classes": [
        {
          "domain": "aaps.org.au",
          "class": "third-party"
        },
        {
          "domain": "gwelupvets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hanlyvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "waroonavet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wa.gov.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-veterinarian-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b3-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B3",
      "prompt": "affordable vet Perth desexing and vaccinations",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Pet Vet",
        "Little Pet Vet",
        "Victoria Park Veterinary Clinic",
        "Hanly Vet",
        "Deep Wood Veterinary Hospital",
        "North Perth Veterinary Centre",
        "Paws and More Vet Centre",
        "Pawssum mobile vets Perth",
        "Swan Veterinary Hospital",
        "Wattle Grove Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Mosman Park Veterinary Hospital",
        "Animal Happiness Manning Vet",
        "AAPS Vet Clinic"
      ],
      "brands_recommended": [
        "Perth Pet Vet",
        "Little Pet Vet",
        "Victoria Park Veterinary Clinic",
        "Hanly Vet",
        "Deep Wood Veterinary Hospital",
        "North Perth Veterinary Centre",
        "Paws and More Vet Centre",
        "Pawssum mobile vets Perth",
        "Swan Veterinary Hospital",
        "Wattle Grove Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Mosman Park Veterinary Hospital",
        "Animal Happiness Manning Vet",
        "AAPS Vet Clinic"
      ],
      "brand_order": [
        "Perth Pet Vet",
        "Little Pet Vet",
        "Victoria Park Veterinary Clinic",
        "Hanly Vet",
        "Deep Wood Veterinary Hospital",
        "North Perth Veterinary Centre",
        "Paws and More Vet Centre",
        "Pawssum mobile vets Perth",
        "Swan Veterinary Hospital",
        "Wattle Grove Veterinary Hospital",
        "Vetwest Animal Hospitals South Perth",
        "Mosman Park Veterinary Hospital",
        "Animal Happiness Manning Vet",
        "AAPS Vet Clinic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://aaps.org.au/wp-content/uploads/2026/05/AAPS-VET-CLINIC-PRICE-LIST.pdf?utm_source=chatgpt.com",
        "https://petguides.au/guides/vet/perth/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "aaps.org.au",
        "petguides.au"
      ],
      "source_classes": [
        {
          "domain": "aaps.org.au",
          "class": "third-party"
        },
        {
          "domain": "petguides.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-veterinarian-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b3-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B3",
      "prompt": "affordable vet Perth desexing and vaccinations",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Hanly Vet",
        "Little Pet Vet",
        "Paws and More Vet Centre",
        "North Perth Veterinary Centre",
        "Little Pet Vet — Bentley",
        "AAPS Vet Clinic"
      ],
      "brands_recommended": [
        "Hanly Vet",
        "Little Pet Vet",
        "Paws and More Vet Centre",
        "North Perth Veterinary Centre",
        "Little Pet Vet — Bentley",
        "AAPS Vet Clinic"
      ],
      "brand_order": [
        "Hanly Vet",
        "Little Pet Vet",
        "Paws and More Vet Centre",
        "North Perth Veterinary Centre",
        "Little Pet Vet — Bentley",
        "AAPS Vet Clinic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://hanlyvet.com.au/desexing-price-guide/?utm_source=chatgpt.com",
        "https://aaps.org.au/wp-content/uploads/2026/05/AAPS-VET-CLINIC-PRICE-LIST.pdf?utm_source=chatgpt.com",
        "https://www.wa.gov.au/government/announcements/pet-sterilisation-funding-help-wa-dog-and-cat-owners?utm_source=chatgpt.com",
        "https://petguides.au/guides/vet/perth/?utm_source=chatgpt.com",
        "https://www.waroonavet.com.au/pricelist?utm_source=chatgpt.com",
        "https://canningtonvet.com.au/?utm_source=chatgpt.com",
        "https://gwelupvets.com.au/prices?utm_source=chatgpt.com",
        "https://www.yourpetsfriend.com.au/prices?utm_source=chatgpt.com",
        "https://perth.wa.gov.au/residents/pets-and-animals?utm_source=chatgpt.com",
        "https://mobilevetcareperth.com.au/pricing?utm_source=chatgpt.com",
        "https://thedunkeldvet.com/our-prices?utm_source=chatgpt.com",
        "https://www.kingsleyvet.com/vet-services/?utm_source=chatgpt.com",
        "https://www.fetchmobilevets.com.au/pricing?utm_source=chatgpt.com",
        "https://www.vetwest.com.au/best-for-pet/?utm_source=chatgpt.com",
        "https://www.vetwest.com.au/faq/?utm_source=chatgpt.com",
        "https://www.vetwest.com.au/services/desexing-pets/?utm_source=chatgpt.com",
        "https://www.vetwest.com.au/services/?utm_source=chatgpt.com",
        "https://www.vetwest.com.au/services/pet-adoption/?utm_source=chatgpt.com",
        "https://www.vetwest.com.au/locations/canning-vale-vet/?utm_source=chatgpt.com",
        "https://www.vetwest.com.au/services/cat-boarding/?utm_source=chatgpt.com",
        "https://www.vetwest.com.au/services/puppy-school/?utm_source=chatgpt.com",
        "https://www.vetwest.com.au/locations/whitfords-hillarys-vet/?utm_source=chatgpt.com",
        "https://www.vetwest.com.au/pet-library/caring-for-your-dog-vaccinations-worming-flea-heartworm-feeding/?utm_source=chatgpt.com",
        "https://www.vetwest.com.au/locations/clarkson-mindarie-vet/?utm_source=chatgpt.com",
        "https://www.vetwest.com.au/locations/carine-duncraig-vet/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "hanlyvet.com.au",
        "aaps.org.au",
        "wa.gov.au",
        "petguides.au",
        "waroonavet.com.au",
        "canningtonvet.com.au",
        "gwelupvets.com.au",
        "yourpetsfriend.com.au",
        "perth.wa.gov.au",
        "mobilevetcareperth.com.au",
        "thedunkeldvet.com",
        "kingsleyvet.com",
        "fetchmobilevets.com.au",
        "vetwest.com.au"
      ],
      "source_classes": [
        {
          "domain": "hanlyvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "aaps.org.au",
          "class": "third-party"
        },
        {
          "domain": "wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "petguides.au",
          "class": "brand-source"
        },
        {
          "domain": "waroonavet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "canningtonvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gwelupvets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "yourpetsfriend.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perth.wa.gov.au",
          "class": "third-party"
        },
        {
          "domain": "mobilevetcareperth.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thedunkeldvet.com",
          "class": "third-party"
        },
        {
          "domain": "kingsleyvet.com",
          "class": "third-party"
        },
        {
          "domain": "fetchmobilevets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vetwest.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-veterinarian-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b3-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B3",
      "prompt": "affordable vet Perth desexing and vaccinations",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://ndn.org.au/#:~:text=The%20National%20Desexing%20Network%20(NDN)%20is%20an,eligible%20for%20discounted%20desexing%20for%20your%20pet.",
        "https://www.arundelvet.com/ndn#:~:text=%E2%80%8B%20The%20NDN%20is%20an%20Australia-wide%20program,for%20more%20information.%20NDN%20Pricing.%20NDN%20Registration.",
        "https://ndn.org.au/desexing-directory/listing/cat-alliance-of-australia-inc/nearby#:~:text=0435%20817%200670435%20817%20067.%20https%3A%2F%2Fwww.wapetproject.com.au%2Fspay-it-forward%2F%20Please,card%20holders%20for%20cats%20and%20dogs%20o",
        "https://www.wapetproject.com.au/spay-it-forward/faqs/#:~:text=How%20much%20does%20it%20cost%3F%20To%20be,discount%20to%20successful%20Spay%20It%20Forward%20applicants.",
        "https://ndn.org.au/desexing-directory/listing/cat-alliance-of-australia-inc/nearby#:~:text=%24138.%20%24207.%20%24310.50.%20%24339.25.%20%24379.50.%20%24402.50.%20%24345.00.,desexing%20in%20all%20suburbs%20and%20some%20countr",
        "https://www.cathaven.com.au/pages/sterilising-and-microchipping-your-cat#:~:text=For%20help%20with%20subsidised%20sterilisations%20you%20can,you%2C%20please%20contact%20the%20National%20Desexing%20Network.",
        "https://www.cathaven.com.au/pages/sterilising-and-microchipping-your-cat#:~:text=For%20help%20with%20subsidised%20sterilisations%20you%20can,you%2C%20please%20contact%20the%20National%20Desexing%20Network.",
        "https://www.cathaven.com.au/pages/sterilising-and-microchipping-your-cat#:~:text=Cat%20Haven%20occasionally%20often%20offers%20discounted%20sterilisation,peak%20periods%20such%20as%20Kitten%20Season%20(summer).",
        "https://ndn.org.au/#:~:text=The%20National%20Desexing%20Network%20(NDN)%20is%20an,eligible%20for%20discounted%20desexing%20for%20your%20pet."
      ],
      "cited_domains": [
        "ndn.org.au",
        "arundelvet.com",
        "wapetproject.com.au",
        "cathaven.com.au"
      ],
      "source_classes": [
        {
          "domain": "ndn.org.au",
          "class": "third-party"
        },
        {
          "domain": "arundelvet.com",
          "class": "third-party"
        },
        {
          "domain": "wapetproject.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cathaven.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-veterinarian-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b3-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B3",
      "prompt": "affordable vet Perth desexing and vaccinations",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Local Veterinary Clinics Known for Value",
        "Financial Hardship & Subsidized Programs"
      ],
      "brands_recommended": [
        "Local Veterinary Clinics Known for Value",
        "Financial Hardship & Subsidized Programs"
      ],
      "brand_order": [
        "Local Veterinary Clinics Known for Value",
        "Financial Hardship & Subsidized Programs"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://pawsandmorevet.com.au/surgical-services/pet-desexing/#:~:text=Cat%20%26%20Dog%20Desexing%20Perth%20%E2%80%94%20Pet,keeps%20your%20treasured%20pet%20safe%20and%20comfortable.",
        "https://www.norandavet.com.au/#:~:text=Our%20dedicated%20team%20is%20always%20here%20for,you'll%20be%20fully%20supported%20with%20sound%20advice.",
        "https://www.belridgevet.com/price-list#:~:text=*%20Puppy%20-%202nd%20Vaccination.%202-4%20weeks,cat.%20is%20due%20for%20a%20Feline%20F6.",
        "https://www.wapetproject.com.au/spay-it-forward/#:~:text=WHAT%20IS%20THE%20SPAY%20IT%20FORWARD%20PROGRAM%3F,must%20be.%20A%20resident%20of%20Western%20Australia.",
        "https://www.petsofthehomeless.org.au/how-we-help/vet-care#:~:text=During%20times%20of%20hardship%2C%20the%20expense%20of,and%20behavioural%20benefits%20to%20our%20furry%20friends."
      ],
      "cited_domains": [
        "pawsandmorevet.com.au",
        "norandavet.com.au",
        "belridgevet.com",
        "wapetproject.com.au",
        "petsofthehomeless.org.au"
      ],
      "source_classes": [
        {
          "domain": "pawsandmorevet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "norandavet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "belridgevet.com",
          "class": "third-party"
        },
        {
          "domain": "wapetproject.com.au",
          "class": "brand-source"
        },
        {
          "domain": "petsofthehomeless.org.au",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-veterinarian-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b3-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B3",
      "prompt": "affordable vet Perth desexing and vaccinations",
      "query_class": "commercial",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://pawsandmorevet.com.au/surgical-services/pet-desexing/#:~:text=At%20Paws%20and%20More%20Vet%20Centre%2C%20we,or%20dog%20from%20being%20able%20to%20reproduce.",
        "https://successvet.com.au/",
        "https://www.norandavet.com.au/#:~:text=Our%20dedicated%20team%20is%20always%20here%20for,you'll%20be%20fully%20supported%20with%20sound%20advice.",
        "https://vet24.com.au/pet-owners/",
        "https://www.wapetproject.com.au/spay-it-forward/"
      ],
      "cited_domains": [
        "pawsandmorevet.com.au",
        "successvet.com.au",
        "norandavet.com.au",
        "vet24.com.au",
        "wapetproject.com.au"
      ],
      "source_classes": [
        {
          "domain": "pawsandmorevet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "successvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "norandavet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vet24.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wapetproject.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-veterinarian-B3.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b4-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B4",
      "prompt": "most caring vet clinic Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "My Best Friend Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Perth Cat Hospital",
        "Wembley Veterinary Hospital",
        "North Perth Veterinary Centre",
        "Vets 2 Pets- Perth Mobile Vet",
        "St Francis Vet Hospital",
        "Your Pets Vet - Inglewood",
        "Perth Vet Emergency Cannington",
        "Perth Vet Emergency Yokine",
        "Farewell My Friend",
        "The Unusual Pet Vets Osborne Park",
        "Animal Happiness Manning Vet",
        "Bedford-Dianella Vet Centre",
        "Belmont Avenue Veterinary Hospital",
        "Claremont Veterinary Hospital",
        "Ascot Veterinary Hospital",
        "Morley Vetcentre",
        "Maylands Vet",
        "Ark Angel Vet",
        "Vetwest Animal Hospitals South Perth",
        "Subiaco Veterinary Hospital",
        "The Pet Practice Veterinary Clinic",
        "Millpoint Veterinary Centre",
        "The Fish Vet",
        "Perth Vet Emergency"
      ],
      "brands_recommended": [
        "My Best Friend Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Perth Cat Hospital",
        "Wembley Veterinary Hospital",
        "North Perth Veterinary Centre",
        "Vets 2 Pets- Perth Mobile Vet",
        "St Francis Vet Hospital",
        "Your Pets Vet - Inglewood",
        "Perth Vet Emergency Cannington",
        "Perth Vet Emergency Yokine",
        "Farewell My Friend",
        "The Unusual Pet Vets Osborne Park",
        "Animal Happiness Manning Vet",
        "Bedford-Dianella Vet Centre",
        "Belmont Avenue Veterinary Hospital",
        "Claremont Veterinary Hospital",
        "Ascot Veterinary Hospital",
        "Morley Vetcentre",
        "Maylands Vet",
        "Ark Angel Vet",
        "Vetwest Animal Hospitals South Perth",
        "Subiaco Veterinary Hospital",
        "The Pet Practice Veterinary Clinic",
        "Millpoint Veterinary Centre",
        "The Fish Vet",
        "Perth Vet Emergency"
      ],
      "brand_order": [
        "My Best Friend Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Perth Cat Hospital",
        "Wembley Veterinary Hospital",
        "North Perth Veterinary Centre",
        "Vets 2 Pets- Perth Mobile Vet",
        "St Francis Vet Hospital",
        "Your Pets Vet - Inglewood",
        "Perth Vet Emergency Cannington",
        "Perth Vet Emergency Yokine",
        "Farewell My Friend",
        "The Unusual Pet Vets Osborne Park",
        "Animal Happiness Manning Vet",
        "Bedford-Dianella Vet Centre",
        "Belmont Avenue Veterinary Hospital",
        "Claremont Veterinary Hospital",
        "Ascot Veterinary Hospital",
        "Morley Vetcentre",
        "Maylands Vet",
        "Ark Angel Vet",
        "Vetwest Animal Hospitals South Perth",
        "Subiaco Veterinary Hospital",
        "The Pet Practice Veterinary Clinic",
        "Millpoint Veterinary Centre",
        "The Fish Vet",
        "Perth Vet Emergency"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4NE9HNXllZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhOMmQydHFaR1prGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpZemJXUmpkSG8YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFek56VnNOVFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM00yUnFjV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodE1ISTVadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdZNGF6bDBkdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1ab2F6ZDNhZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdzd05IWTBOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhocVoyMXpNWGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBd04yTmlhM1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4eU1tNHpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE0zUnFZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdOdWQyWnJOemRrGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhNMlpHTmZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmRHTmthbmhxGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-veterinarian-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b4-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B4",
      "prompt": "most caring vet clinic Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Pawssum mobile vets Perth",
        "My Best Friend Veterinary Centre",
        "North Perth Veterinary Centre",
        "St Francis Vet Hospital",
        "Your Pets Vet - Inglewood",
        "Perth Cat Hospital",
        "Ascot Veterinary Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Vetwest Animal Hospitals South Perth",
        "Farewell My Friend",
        "Vets 2 Pets- Perth Mobile Vet",
        "Little Pet Vet",
        "Animal Happiness Manning Vet",
        "Wembley Veterinary Hospital",
        "Subiaco Veterinary Hospital",
        "Millpoint Veterinary Centre",
        "Central Pets Vets Dispensary",
        "Ark Angel Vet",
        "Perth Pet Vet",
        "Perth Vet Emergency Yokine"
      ],
      "brands_recommended": [
        "Pawssum mobile vets Perth",
        "My Best Friend Veterinary Centre",
        "North Perth Veterinary Centre",
        "St Francis Vet Hospital",
        "Your Pets Vet - Inglewood",
        "Perth Cat Hospital",
        "Ascot Veterinary Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Vetwest Animal Hospitals South Perth",
        "Farewell My Friend",
        "Vets 2 Pets- Perth Mobile Vet",
        "Little Pet Vet",
        "Animal Happiness Manning Vet",
        "Wembley Veterinary Hospital",
        "Subiaco Veterinary Hospital",
        "Millpoint Veterinary Centre",
        "Central Pets Vets Dispensary",
        "Ark Angel Vet",
        "Perth Pet Vet",
        "Perth Vet Emergency Yokine"
      ],
      "brand_order": [
        "Pawssum mobile vets Perth",
        "My Best Friend Veterinary Centre",
        "North Perth Veterinary Centre",
        "St Francis Vet Hospital",
        "Your Pets Vet - Inglewood",
        "Perth Cat Hospital",
        "Ascot Veterinary Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Vetwest Animal Hospitals South Perth",
        "Farewell My Friend",
        "Vets 2 Pets- Perth Mobile Vet",
        "Little Pet Vet",
        "Animal Happiness Manning Vet",
        "Wembley Veterinary Hospital",
        "Subiaco Veterinary Hospital",
        "Millpoint Veterinary Centre",
        "Central Pets Vets Dispensary",
        "Ark Angel Vet",
        "Perth Pet Vet",
        "Perth Vet Emergency Yokine"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4eU1tNHpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFek56VnNOVFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxZmRuWXdZakYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM00yUnFjV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4NE9HNXllZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE0zUnFZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhNMlpHTmZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwbWJuQmtaMlp1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhBd04yTmlhM1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeWNUQjVZak4wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TWpZemJXUmpkSG8YCg"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-veterinarian-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b4-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B4",
      "prompt": "most caring vet clinic Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Pawssum mobile vets Perth",
        "My Best Friend Veterinary Centre",
        "St Francis Vet Hospital",
        "North Perth Veterinary Centre",
        "Your Pets Vet - Inglewood",
        "Perth Cat Hospital",
        "Ascot Veterinary Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Vetwest Animal Hospitals South Perth",
        "Farewell My Friend",
        "Vets 2 Pets- Perth Mobile Vet",
        "Little Pet Vet",
        "Animal Happiness Manning Vet",
        "Wembley Veterinary Hospital",
        "Subiaco Veterinary Hospital",
        "Millpoint Veterinary Centre",
        "Central Pets Vets Dispensary",
        "The Fish Vet",
        "My Corner Vet Nedlands",
        "Maylands Vet"
      ],
      "brands_recommended": [
        "Pawssum mobile vets Perth",
        "My Best Friend Veterinary Centre",
        "St Francis Vet Hospital",
        "North Perth Veterinary Centre",
        "Your Pets Vet - Inglewood",
        "Perth Cat Hospital",
        "Ascot Veterinary Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Vetwest Animal Hospitals South Perth",
        "Farewell My Friend",
        "Vets 2 Pets- Perth Mobile Vet",
        "Little Pet Vet",
        "Animal Happiness Manning Vet",
        "Wembley Veterinary Hospital",
        "Subiaco Veterinary Hospital",
        "Millpoint Veterinary Centre",
        "Central Pets Vets Dispensary",
        "The Fish Vet",
        "My Corner Vet Nedlands",
        "Maylands Vet"
      ],
      "brand_order": [
        "Pawssum mobile vets Perth",
        "My Best Friend Veterinary Centre",
        "St Francis Vet Hospital",
        "North Perth Veterinary Centre",
        "Your Pets Vet - Inglewood",
        "Perth Cat Hospital",
        "Ascot Veterinary Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Vetwest Animal Hospitals South Perth",
        "Farewell My Friend",
        "Vets 2 Pets- Perth Mobile Vet",
        "Little Pet Vet",
        "Animal Happiness Manning Vet",
        "Wembley Veterinary Hospital",
        "Subiaco Veterinary Hospital",
        "Millpoint Veterinary Centre",
        "Central Pets Vets Dispensary",
        "The Fish Vet",
        "My Corner Vet Nedlands",
        "Maylands Vet"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.reddit.com/r/perth/comments/y7qvx9/vet_recommendations/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4eU1tNHpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhFek56VnNOVFI2GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVcxZmRuWXdZakYwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM00yUnFjV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4NE9HNXllZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdONE0zUnFZdxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhNMlpHTmZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwbWJuQmtaMlp1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMmRHTmthbmhxGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhkcWJuWTFiRE0wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhocVoyMXpNWGMYCg"
      ],
      "cited_domains": [
        "reddit.com",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "reddit.com",
          "class": "ugc"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-veterinarian-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b4-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B4",
      "prompt": "most caring vet clinic Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-veterinarian-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b4-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B4",
      "prompt": "most caring vet clinic Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.perthcathospital.com.au/",
        "https://www.roleystoneanimalhospital.com.au/LatestNews.aspx",
        "https://www.productreview.com.au/c/veterinary-services",
        "https://www.reddit.com/r/perth/comments/p4p2ov/north_of_river_good_vet/"
      ],
      "cited_domains": [
        "perthcathospital.com.au",
        "roleystoneanimalhospital.com.au",
        "productreview.com.au",
        "reddit.com"
      ],
      "source_classes": [
        {
          "domain": "perthcathospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "roleystoneanimalhospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "reddit.com",
          "class": "ugc"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-veterinarian-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b4-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B4",
      "prompt": "most caring vet clinic Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "The Vet Connection"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "The Vet Connection"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "The Vet Connection"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.thevetconnection.com.au/testimonials/",
        "https://www.northperthvet.com.au/",
        "https://www.perthcathospital.com.au/",
        "https://perthpetvet.com.au/",
        "https://m.yelp.com/biz/perth-cat-hospital-west-leederville"
      ],
      "cited_domains": [
        "thevetconnection.com.au",
        "northperthvet.com.au",
        "perthcathospital.com.au",
        "perthpetvet.com.au",
        "m.yelp.com"
      ],
      "source_classes": [
        {
          "domain": "thevetconnection.com.au",
          "class": "brand-source"
        },
        {
          "domain": "northperthvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthcathospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthpetvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "m.yelp.com",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-veterinarian-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b4-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B4",
      "prompt": "most caring vet clinic Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "Animal Happiness Manning Vet",
        "Animalius",
        "Ascot Veterinary Hospital",
        "Perth Vet Care",
        "Perth Cat Hospital",
        "Hilton Vet Hospital"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "Animal Happiness Manning Vet",
        "Animalius",
        "Ascot Veterinary Hospital",
        "Perth Vet Care",
        "Perth Cat Hospital",
        "Hilton Vet Hospital"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "Animal Happiness Manning Vet",
        "Animalius",
        "Ascot Veterinary Hospital",
        "Perth Vet Care",
        "Perth Cat Hospital",
        "Hilton Vet Hospital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.productreview.com.au/listings/perth-vet-care?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-veterinarian-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b4-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B4",
      "prompt": "most caring vet clinic Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "My Best Friend Veterinary Centre",
        "North Perth Veterinary Centre",
        "Animal Happiness Manning Vet",
        "St Francis Vet Hospital",
        "Perth Pet Vet",
        "Perth Vet Care",
        "Perth Vet Emergency Yokine",
        "Vetwest Animal Hospitals South Perth",
        "Pawssum mobile vets Perth",
        "VET AT HOME",
        "Canning Vale Veterinary Hospital",
        "Perth Vet Emergency Cannington",
        "Pets at Peace Home Vet",
        "Perth Cat Hospital"
      ],
      "brands_recommended": [
        "My Best Friend Veterinary Centre",
        "North Perth Veterinary Centre",
        "Animal Happiness Manning Vet",
        "St Francis Vet Hospital",
        "Perth Pet Vet",
        "Perth Vet Care",
        "Perth Vet Emergency Yokine",
        "Vetwest Animal Hospitals South Perth",
        "Pawssum mobile vets Perth",
        "VET AT HOME",
        "Canning Vale Veterinary Hospital",
        "Perth Vet Emergency Cannington",
        "Pets at Peace Home Vet",
        "Perth Cat Hospital"
      ],
      "brand_order": [
        "My Best Friend Veterinary Centre",
        "North Perth Veterinary Centre",
        "Animal Happiness Manning Vet",
        "St Francis Vet Hospital",
        "Perth Pet Vet",
        "Perth Vet Care",
        "Perth Vet Emergency Yokine",
        "Vetwest Animal Hospitals South Perth",
        "Pawssum mobile vets Perth",
        "VET AT HOME",
        "Canning Vale Veterinary Hospital",
        "Perth Vet Emergency Cannington",
        "Pets at Peace Home Vet",
        "Perth Cat Hospital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.wordofmouth.com.au/wa/perth/vet?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/perth-vet-care?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/perth-vet-emergency?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "wordofmouth.com.au",
        "productreview.com.au"
      ],
      "source_classes": [
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-veterinarian-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b4-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B4",
      "prompt": "most caring vet clinic Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "St Francis Vet Hospital",
        "North Perth Veterinary Centre",
        "Perth Cat Hospital",
        "Little Pet Vet",
        "Your Pets Vet - Inglewood",
        "Perth Vet Care",
        "Perth Vet Emergency Yokine",
        "Perth Cat Hospital — West Leederville",
        "Little Pet Vet — Bentley",
        "Smaller clinic"
      ],
      "brands_recommended": [
        "St Francis Vet Hospital",
        "North Perth Veterinary Centre",
        "Perth Cat Hospital",
        "Little Pet Vet",
        "Your Pets Vet - Inglewood",
        "Perth Vet Care",
        "Perth Vet Emergency Yokine",
        "Perth Cat Hospital — West Leederville",
        "Little Pet Vet — Bentley",
        "Smaller clinic"
      ],
      "brand_order": [
        "St Francis Vet Hospital",
        "North Perth Veterinary Centre",
        "Perth Cat Hospital",
        "Little Pet Vet",
        "Your Pets Vet - Inglewood",
        "Perth Vet Care",
        "Perth Vet Emergency Yokine",
        "Perth Cat Hospital — West Leederville",
        "Little Pet Vet — Bentley",
        "Smaller clinic"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://yourpetsvet.com.au/?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/perth-vet-care?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/perth-vet-emergency?utm_source=chatgpt.com",
        "https://www.wordofmouth.com.au/wa/perth/vet?utm_source=chatgpt.com",
        "https://pve.net.au/?utm_source=chatgpt.com",
        "https://pethealthmap.com/en-AU/clinics/au-perth-op3j?utm_source=chatgpt.com",
        "https://pethealthmap.com/en-AU/clinics/au-perth-nlta?utm_source=chatgpt.com",
        "https://pethealthmap.com/en-AU/clinics/au-perth-e64k?utm_source=chatgpt.com",
        "https://thepet.community/businesses/willetton/vet/shelley-veterinary-clinic/?utm_source=chatgpt.com",
        "https://thepet.community/businesses/booragoon/vet/garden-cities-vet-clinic/?utm_source=chatgpt.com",
        "https://wanderlog.com/place/details/11425377/victoria-park-veterinary-clinic?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/veterinary-services?utm_source=chatgpt.com",
        "https://www.productreview.com.au/c/veterinary-services/l/western-australia_au?utm_source=chatgpt.com",
        "https://www.productreview.com.au/listings/dr-mac-mobile-vet?utm_source=chatgpt.com",
        "https://www.epsomavevet.com.au/?utm_source=chatgpt.com",
        "https://reviews.birdeye.com/govets-greenwood-168109357220468?utm_source=chatgpt.com",
        "https://birdeye.com/animal-happiness-manning-vet-166019864191453?utm_source=chatgpt.com",
        "https://perthvetcare.com.au/?utm_source=chatgpt.com",
        "https://www.top-rated.online/cities/Canning%2BVale/place/p/13619490/VET%2BAT%2BHOME?utm_source=chatgpt.com",
        "https://au.infovet.vet/en-au/i/61808-the-animal-hospital-at-murdoch-university/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "yourpetsvet.com.au",
        "productreview.com.au",
        "wordofmouth.com.au",
        "pve.net.au",
        "pethealthmap.com",
        "thepet.community",
        "wanderlog.com",
        "epsomavevet.com.au",
        "reviews.birdeye.com",
        "birdeye.com",
        "perthvetcare.com.au",
        "top-rated.online",
        "au.infovet.vet"
      ],
      "source_classes": [
        {
          "domain": "yourpetsvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "productreview.com.au",
          "class": "directory"
        },
        {
          "domain": "wordofmouth.com.au",
          "class": "directory"
        },
        {
          "domain": "pve.net.au",
          "class": "brand-source"
        },
        {
          "domain": "pethealthmap.com",
          "class": "third-party"
        },
        {
          "domain": "thepet.community",
          "class": "third-party"
        },
        {
          "domain": "wanderlog.com",
          "class": "third-party"
        },
        {
          "domain": "epsomavevet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "reviews.birdeye.com",
          "class": "directory"
        },
        {
          "domain": "birdeye.com",
          "class": "directory"
        },
        {
          "domain": "perthvetcare.com.au",
          "class": "brand-source"
        },
        {
          "domain": "top-rated.online",
          "class": "third-party"
        },
        {
          "domain": "au.infovet.vet",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-veterinarian-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b4-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B4",
      "prompt": "most caring vet clinic Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "My Best Friend Veterinary Centre",
        "Subiaco Veterinary Hospital",
        "Perth Vet Emergency Yokine"
      ],
      "brands_recommended": [
        "My Best Friend Veterinary Centre",
        "Subiaco Veterinary Hospital",
        "Perth Vet Emergency Yokine"
      ],
      "brand_order": [
        "My Best Friend Veterinary Centre",
        "Subiaco Veterinary Hospital",
        "Perth Vet Emergency Yokine"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-veterinarian-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b4-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B4",
      "prompt": "most caring vet clinic Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Perth Veterinary Specialists",
        "Dedicated In-Home End-of-Life Care Services"
      ],
      "brands_recommended": [
        "Perth Veterinary Specialists",
        "Dedicated In-Home End-of-Life Care Services"
      ],
      "brand_order": [
        "Perth Veterinary Specialists",
        "Dedicated In-Home End-of-Life Care Services"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-veterinarian-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b4-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B4",
      "prompt": "most caring vet clinic Perth reviews",
      "query_class": "trust-validation",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://perthpetvet.com.au/#:~:text=I%20find%20Perth%20Pet%20Vet%20is%20a,Dr%20Nima%20every%20time%20we%20go%20here.",
        "https://perthpetvet.com.au/#:~:text=I%20find%20Perth%20Pet%20Vet%20is%20a,Dr%20Nima%20every%20time%20we%20go%20here.",
        "https://perthpetvet.com.au/#:~:text=Recently%20my%20beloved%20guinea%20pig%20went%20under,of%20my%20little%20love%20bird's%20bleeding%20claws.",
        "https://www.thevetconnection.com.au/testimonials/#:~:text=Amanda%20Crabb.%20Via%20Facebook.%20Very%20professional.%20I,and%20somehow%20don't%20ever%20stress%20him%20out.",
        "https://www.thevetconnection.com.au/testimonials/#:~:text=These%20guys%20really%20care.%20They%20answer%20all,Connected.%2023%20May%20St%2C%20East%20Fremantle%2C%20Perth.",
        "https://oconnorvet.com.au/#:~:text=Address.%205%2F364%20South%20St%2C%20O'Connor%20WA%206163.,for%20years%20and%20wouldn't%20go%20anywhere%20else.",
        "https://oconnorvet.com.au/#:~:text=Our%20dedicated%20veterinary%20team%20is%20not%20only,your%20pet%20gets%20the%20best%20possible%20care.",
        "https://oconnorvet.com.au/#:~:text=The%20staff%20are%20amazing%20they%20always%20take,our%20nervous%20dog.%22%20D%20G.%20Pet%20Owner.",
        "https://pawsandmorevet.com.au/",
        "https://www.compassionatepaws.com.au/#:~:text=Compassionate%20Paws%20-%20Veterinarian%20-%20Peaceful%20Home%20Euthanasia%20-%20Perth%20-%20Australia.",
        "https://wavets.com.au/#:~:text=Western%20Australian%20Veterinary%20Emergency%20%26%20Specialty.%20WAVES,of%20your%20family%20to%20receive%20in%20hospital."
      ],
      "cited_domains": [
        "perthpetvet.com.au",
        "thevetconnection.com.au",
        "oconnorvet.com.au",
        "pawsandmorevet.com.au",
        "compassionatepaws.com.au",
        "wavets.com.au"
      ],
      "source_classes": [
        {
          "domain": "perthpetvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thevetconnection.com.au",
          "class": "brand-source"
        },
        {
          "domain": "oconnorvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pawsandmorevet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "compassionatepaws.com.au",
          "class": "brand-source"
        },
        {
          "domain": "wavets.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-veterinarian-B4.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b5-ai-mode-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B5",
      "prompt": "vet Perth for an elderly dog with arthritis",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-08",
      "observation_time": "17:10",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Epsom Avenue Veterinary Clinic",
        "Pawssum mobile vets Perth",
        "PAW OsteoAdvanced Chews 300g",
        "Hill's Prescription Diet j/d Joint Care Dry Dog Food"
      ],
      "brands_recommended": [
        "Epsom Avenue Veterinary Clinic",
        "Pawssum mobile vets Perth",
        "PAW OsteoAdvanced Chews 300g",
        "Hill's Prescription Diet j/d Joint Care Dry Dog Food"
      ],
      "brand_order": [
        "Epsom Avenue Veterinary Clinic",
        "Pawssum mobile vets Perth",
        "PAW OsteoAdvanced Chews 300g",
        "Hill's Prescription Diet j/d Joint Care Dry Dog Food"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSM01uSnhibkUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:18442352921772256655,catalogid:1893477033478712223,gpcid:11950069688545297509,mid:576462723101253073&ibp=oshop",
        "https://www.google.com/search?q=product&prds=pvt:hg,productid:6284795680356693593,catalogid:1568324145900594937,gpcid:13589730764811891819,mid:576462875009466024&ibp=oshop"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_mode__paiss26-veterinarian-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b5-ai-mode-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B5",
      "prompt": "vet Perth for an elderly dog with arthritis",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Epsom Avenue Veterinary Clinic",
        "My Best Friend Veterinary Centre",
        "Vetwest Animal Hospitals South Perth",
        "Your Pets Vet - Inglewood",
        "North Perth Veterinary Centre",
        "Ascot Veterinary Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Morley Vetcentre",
        "Maylands Vet",
        "Perth Pet Vet",
        "Bedford-Dianella Vet Centre",
        "St Francis Vet Hospital",
        "Millpoint Veterinary Centre",
        "Lathlain Veterinary Clinic",
        "Vets 2 Pets- Perth Mobile Vet",
        "Animal Happiness Manning Vet",
        "Pawssum mobile vets Perth",
        "Central Pets Vets Dispensary",
        "Greencross Vets Bedford",
        "Perth Cat Hospital"
      ],
      "brands_recommended": [
        "Epsom Avenue Veterinary Clinic",
        "My Best Friend Veterinary Centre",
        "Vetwest Animal Hospitals South Perth",
        "Your Pets Vet - Inglewood",
        "North Perth Veterinary Centre",
        "Ascot Veterinary Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Morley Vetcentre",
        "Maylands Vet",
        "Perth Pet Vet",
        "Bedford-Dianella Vet Centre",
        "St Francis Vet Hospital",
        "Millpoint Veterinary Centre",
        "Lathlain Veterinary Clinic",
        "Vets 2 Pets- Perth Mobile Vet",
        "Animal Happiness Manning Vet",
        "Pawssum mobile vets Perth",
        "Central Pets Vets Dispensary",
        "Greencross Vets Bedford",
        "Perth Cat Hospital"
      ],
      "brand_order": [
        "Epsom Avenue Veterinary Clinic",
        "My Best Friend Veterinary Centre",
        "Vetwest Animal Hospitals South Perth",
        "Your Pets Vet - Inglewood",
        "North Perth Veterinary Centre",
        "Ascot Veterinary Hospital",
        "The Unusual Pet Vets Osborne Park",
        "Morley Vetcentre",
        "Maylands Vet",
        "Perth Pet Vet",
        "Bedford-Dianella Vet Centre",
        "St Francis Vet Hospital",
        "Millpoint Veterinary Centre",
        "Lathlain Veterinary Clinic",
        "Vets 2 Pets- Perth Mobile Vet",
        "Animal Happiness Manning Vet",
        "Pawssum mobile vets Perth",
        "Central Pets Vets Dispensary",
        "Greencross Vets Bedford",
        "Perth Cat Hospital"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSM01uSnhibkUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4eU1tNHpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdzd05IWTBOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhocVoyMXpNWGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdNeWNUQjVZak4wGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodE1ISTVadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhNMlpHTmZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y1RacWVYWnVkbk0YCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM00yUnFjV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwbWJuQmtaMlp1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodU4zUm1NURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_mode__paiss26-veterinarian-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b5-ai-mode-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B5",
      "prompt": "vet Perth for an elderly dog with arthritis",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-mode",
      "model_or_surface": "google-ai-mode",
      "observation_date": "2026-09-10",
      "observation_time": "16:39",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Epsom Avenue Veterinary Clinic",
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth"
      ],
      "brands_recommended": [
        "Epsom Avenue Veterinary Clinic",
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth"
      ],
      "brand_order": [
        "Epsom Avenue Veterinary Clinic",
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSM01uSnhibkUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo"
      ],
      "cited_domains": [
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_mode__paiss26-veterinarian-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b5-ai-overview-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B5",
      "prompt": "vet Perth for an elderly dog with arthritis",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-08",
      "observation_time": "17:08",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://hiltonvethospital.com.au/",
        "https://ascotvet.com.au/arthritis-in-cats-and-dogs/",
        "https://www.bedfordvet.com.au/arthritis/",
        "https://www.akcchf.org/educational-resources/library/articles/relieving-pain-restoring-joy-a-new-approach-to-canine-osteoarthritis/"
      ],
      "cited_domains": [
        "hiltonvethospital.com.au",
        "ascotvet.com.au",
        "bedfordvet.com.au",
        "akcchf.org"
      ],
      "source_classes": [
        {
          "domain": "hiltonvethospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ascotvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bedfordvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "akcchf.org",
          "class": "third-party"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/ai_overview__paiss26-veterinarian-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b5-ai-overview-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B5",
      "prompt": "vet Perth for an elderly dog with arthritis",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-09",
      "observation_time": "13:09",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.moorabbinvet.com.au/articles/arthritis-and-your-senior-dog/",
        "https://www.cronullavetclinic.com.au/joint-care-for-canine-and-feline-senior-citizens/",
        "https://www.bedfordvet.com.au/arthritis/",
        "https://ascotvet.com.au/arthritis-in-cats-and-dogs/",
        "https://www.pawssum.com.au/arthritis-management/",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVd4MGEyWnVhREJvGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdvemFHZHlOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4eU1tNHpNQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdadVkzSTFNZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4Y0hSM01uSnhibkUYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJMk1HeGZPVE5yGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW0wNGVYZGtkM0kYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZG1odWRqRnpOURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TVhocVoyMXpNWGMYCg",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdzd05IWTBOQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEd4NE9HNXllZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdRNFpuTmZlQRgK",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodE1ISTVadxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKM00yUnFjV1JtGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdaMGFHMDFPURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdnM05YcDNjVzEwGAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhNMlpHTmZlZxgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVhwbWJuQmtaMlp1GAo",
        "https://www.google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEdodU4zUm1NURgK",
        "https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNWJYaDBjR1p3GAo"
      ],
      "cited_domains": [
        "moorabbinvet.com.au",
        "cronullavetclinic.com.au",
        "bedfordvet.com.au",
        "ascotvet.com.au",
        "pawssum.com.au",
        "google.com"
      ],
      "source_classes": [
        {
          "domain": "moorabbinvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "cronullavetclinic.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bedfordvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "ascotvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pawssum.com.au",
          "class": "brand-source"
        },
        {
          "domain": "google.com",
          "class": "platform-owned"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/ai_overview__paiss26-veterinarian-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b5-ai-overview-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B5",
      "prompt": "vet Perth for an elderly dog with arthritis",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "google-ai-overviews",
      "model_or_surface": "google-ai-overviews",
      "observation_date": "2026-09-10",
      "observation_time": "16:37",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Pawssum mobile vets Perth",
        "Medidog",
        "Common Arthritis Treatments in Perth Vets"
      ],
      "brands_recommended": [
        "Pawssum mobile vets Perth",
        "Medidog",
        "Common Arthritis Treatments in Perth Vets"
      ],
      "brand_order": [
        "Pawssum mobile vets Perth",
        "Medidog",
        "Common Arthritis Treatments in Perth Vets"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://ascotvet.com.au/arthritis-in-cats-and-dogs/",
        "https://www.greencrossvets.com.au/pet-library/articles-of-interest/arthritis-in-pets/",
        "https://hiltonvethospital.com.au/arthritis-in-senior-pets/",
        "https://www.medidog.com.au/pages/senior-dog-pram-hire-perth",
        "https://www.pawssum.com.au/arthritis-management/",
        "https://gordonvet.com.au/geriatric-care/",
        "https://www.bedfordvet.com.au/arthritis/"
      ],
      "cited_domains": [
        "ascotvet.com.au",
        "greencrossvets.com.au",
        "hiltonvethospital.com.au",
        "medidog.com.au",
        "pawssum.com.au",
        "gordonvet.com.au",
        "bedfordvet.com.au"
      ],
      "source_classes": [
        {
          "domain": "ascotvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "greencrossvets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hiltonvethospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "medidog.com.au",
          "class": "brand-source"
        },
        {
          "domain": "pawssum.com.au",
          "class": "brand-source"
        },
        {
          "domain": "gordonvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "bedfordvet.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/ai_overview__paiss26-veterinarian-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b5-chatgpt-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B5",
      "prompt": "vet Perth for an elderly dog with arthritis",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "gpt-5-6",
      "observation_date": "2026-09-08",
      "observation_time": "17:11",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [
        "Epsom Avenue Veterinary Clinic",
        "Vets 2 Pets- Perth Mobile Vet",
        "Veterinary Rehabilitation Services",
        "Kenwick Veterinary Hospital & Rehabilitation Centre",
        "Animalius",
        "Fetch Mobile Vets",
        "XCura Mobile Vet",
        "Your Pet's Friend",
        "Pawssum mobile vets Perth",
        "Epsom Ave Vet arthritis information"
      ],
      "brands_recommended": [
        "Epsom Avenue Veterinary Clinic",
        "Vets 2 Pets- Perth Mobile Vet",
        "Veterinary Rehabilitation Services",
        "Kenwick Veterinary Hospital & Rehabilitation Centre",
        "Animalius",
        "Fetch Mobile Vets",
        "XCura Mobile Vet",
        "Your Pet's Friend",
        "Pawssum mobile vets Perth",
        "Epsom Ave Vet arthritis information"
      ],
      "brand_order": [
        "Epsom Avenue Veterinary Clinic",
        "Vets 2 Pets- Perth Mobile Vet",
        "Veterinary Rehabilitation Services",
        "Kenwick Veterinary Hospital & Rehabilitation Centre",
        "Animalius",
        "Fetch Mobile Vets",
        "XCura Mobile Vet",
        "Your Pet's Friend",
        "Pawssum mobile vets Perth",
        "Epsom Ave Vet arthritis information"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.epsomavevet.com.au/services/for-dog-owners/arthritis-treatment/?utm_source=chatgpt.com",
        "https://vets2pets.com.au/?utm_source=chatgpt.com",
        "https://restyourpaws.com.au/palliative-care-perth/?utm_source=chatgpt.com",
        "https://www.vetvisits.com.au/?utm_source=chatgpt.com",
        "https://www.vetvisits.com.au/services-pricing/?utm_source=chatgpt.com",
        "https://www.epsomavevet.com.au/?utm_source=chatgpt.com",
        "https://www.epsomavevet.com.au/services/for-dog-owners/?utm_source=chatgpt.com",
        "https://www.littlepawsmobilevet.com/?utm_source=chatgpt.com",
        "https://swanbournevet.com/senior-pet-care/?utm_source=chatgpt.com",
        "https://kwinanavet.com.au/?utm_source=chatgpt.com",
        "https://arkangelvet.com.au/our-services/?utm_source=chatgpt.com",
        "https://www.marmionvetcentre.com.au/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "epsomavevet.com.au",
        "vets2pets.com.au",
        "restyourpaws.com.au",
        "vetvisits.com.au",
        "littlepawsmobilevet.com",
        "swanbournevet.com",
        "kwinanavet.com.au",
        "arkangelvet.com.au",
        "marmionvetcentre.com.au"
      ],
      "source_classes": [
        {
          "domain": "epsomavevet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vets2pets.com.au",
          "class": "brand-source"
        },
        {
          "domain": "restyourpaws.com.au",
          "class": "brand-source"
        },
        {
          "domain": "vetvisits.com.au",
          "class": "brand-source"
        },
        {
          "domain": "littlepawsmobilevet.com",
          "class": "third-party"
        },
        {
          "domain": "swanbournevet.com",
          "class": "brand-source"
        },
        {
          "domain": "kwinanavet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "arkangelvet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "marmionvetcentre.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave1/chatgpt_scraper__paiss26-veterinarian-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b5-chatgpt-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B5",
      "prompt": "vet Perth for an elderly dog with arthritis",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-09",
      "observation_time": "13:10",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Epsom Ave Vet arthritis information",
        "Hilton Vet Hospital",
        "Swanbourne Vet",
        "Epsom Avenue Veterinary Clinic, Ascot",
        "Hilton Vet Hospital, Hilton",
        "Swanbourne Veterinary Centre, Swanbourne",
        "Pawssum's mobile vet service"
      ],
      "brands_recommended": [
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Epsom Ave Vet arthritis information",
        "Hilton Vet Hospital",
        "Swanbourne Vet",
        "Epsom Avenue Veterinary Clinic, Ascot",
        "Hilton Vet Hospital, Hilton",
        "Swanbourne Veterinary Centre, Swanbourne",
        "Pawssum's mobile vet service"
      ],
      "brand_order": [
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Epsom Ave Vet arthritis information",
        "Hilton Vet Hospital",
        "Swanbourne Vet",
        "Epsom Avenue Veterinary Clinic, Ascot",
        "Hilton Vet Hospital, Hilton",
        "Swanbourne Veterinary Centre, Swanbourne",
        "Pawssum's mobile vet service"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.epsomavevet.com.au/services/for-dog-owners/arthritis-treatment/?utm_source=chatgpt.com",
        "https://www.epsomavevet.com.au/services/for-dog-owners/?utm_source=chatgpt.com",
        "https://hiltonvethospital.com.au/?utm_source=chatgpt.com",
        "https://hiltonvethospital.com.au/senior-pet-care/?utm_source=chatgpt.com",
        "https://swanbournevet.com/senior-pet-care/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "epsomavevet.com.au",
        "hiltonvethospital.com.au",
        "swanbournevet.com"
      ],
      "source_classes": [
        {
          "domain": "epsomavevet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "hiltonvethospital.com.au",
          "class": "brand-source"
        },
        {
          "domain": "swanbournevet.com",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave2/chatgpt_scraper__paiss26-veterinarian-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b5-chatgpt-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B5",
      "prompt": "vet Perth for an elderly dog with arthritis",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "chatgpt",
      "model_or_surface": "chatgpt",
      "observation_date": "2026-09-10",
      "observation_time": "16:40",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Veterinary Rehabilitation Services",
        "Kenwick Veterinary Hospital & Rehabilitation Centre",
        "Vetwest Animal Hospitals South Perth",
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Epsom Ave Vet arthritis information",
        "Animal Happiness Manning Vet",
        "Perth Pet Vet",
        "Wattle Grove Veterinary Hospital",
        "Perth Vet Emergency Yokine",
        "Sorrento Animal Hospital",
        "VET AT HOME",
        "Epsom Avenue Veterinary Clinic in Ascot"
      ],
      "brands_recommended": [
        "Veterinary Rehabilitation Services",
        "Kenwick Veterinary Hospital & Rehabilitation Centre",
        "Vetwest Animal Hospitals South Perth",
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Epsom Ave Vet arthritis information",
        "Animal Happiness Manning Vet",
        "Perth Pet Vet",
        "Wattle Grove Veterinary Hospital",
        "Perth Vet Emergency Yokine",
        "Sorrento Animal Hospital",
        "VET AT HOME",
        "Epsom Avenue Veterinary Clinic in Ascot"
      ],
      "brand_order": [
        "Veterinary Rehabilitation Services",
        "Kenwick Veterinary Hospital & Rehabilitation Centre",
        "Vetwest Animal Hospitals South Perth",
        "North Perth Veterinary Centre",
        "Pawssum mobile vets Perth",
        "Epsom Ave Vet arthritis information",
        "Animal Happiness Manning Vet",
        "Perth Pet Vet",
        "Wattle Grove Veterinary Hospital",
        "Perth Vet Emergency Yokine",
        "Sorrento Animal Hospital",
        "VET AT HOME",
        "Epsom Avenue Veterinary Clinic in Ascot"
      ],
      "citations_present": true,
      "cited_urls": [
        "https://www.epsomavevet.com.au/services/for-dog-owners/arthritis-treatment/?utm_source=chatgpt.com",
        "https://luliluwellness.com/canine-hydrotherapy-perth/?utm_source=chatgpt.com",
        "https://www.k9swim.com.au/services/hydrotherapy-centre/?utm_source=chatgpt.com"
      ],
      "cited_domains": [
        "epsomavevet.com.au",
        "luliluwellness.com",
        "k9swim.com.au"
      ],
      "source_classes": [
        {
          "domain": "epsomavevet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "luliluwellness.com",
          "class": "third-party"
        },
        {
          "domain": "k9swim.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "ChatGPT LLM Scraper supports country-level targeting only; Perth intent carried in the prompt text",
      "source_capture": "production/raw/wave3/chatgpt_scraper__paiss26-veterinarian-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b5-gemini-scraper-20260908-r01",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B5",
      "prompt": "vet Perth for an elderly dog with arthritis",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-08",
      "observation_time": "17:13",
      "timezone": "Australia/Perth",
      "run_number": 1,
      "session_profile": "api",
      "brands_mentioned": [],
      "brands_recommended": [],
      "brand_order": [],
      "citations_present": true,
      "cited_urls": [
        "https://www.epsomavevet.com.au/services/for-dog-owners/geriatric-care/#:~:text=Geriatric%20care%20may%20include%3A%20*%20Six-monthly%20veterinary,*%20Dental%20care.%20*%20Ongoing%20pain%20management.",
        "https://www.thevetconnection.com.au/services/consultations/#:~:text=Quality%20Pet%20Consultations%20Perth%20%7C%20The%20Vet,needs%20will%20change%20as%20the%20years%20progress.",
        "https://perthpetvet.com.au/#:~:text=I%20find%20Perth%20Pet%20Vet%20is%20a,Dr%20Nima%20every%20time%20we%20go%20here."
      ],
      "cited_domains": [
        "epsomavevet.com.au",
        "thevetconnection.com.au",
        "perthpetvet.com.au"
      ],
      "source_classes": [
        {
          "domain": "epsomavevet.com.au",
          "class": "brand-source"
        },
        {
          "domain": "thevetconnection.com.au",
          "class": "brand-source"
        },
        {
          "domain": "perthpetvet.com.au",
          "class": "brand-source"
        }
      ],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave1/gemini_scraper__paiss26-veterinarian-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b5-gemini-scraper-20260909-r02",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B5",
      "prompt": "vet Perth for an elderly dog with arthritis",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-09",
      "observation_time": "13:11",
      "timezone": "Australia/Perth",
      "run_number": 2,
      "session_profile": "api",
      "brands_mentioned": [
        "Epsom Avenue Veterinary Clinic",
        "Vogue Vets and Wellness Centre",
        "Hilton Vet Hospital"
      ],
      "brands_recommended": [
        "Epsom Avenue Veterinary Clinic",
        "Vogue Vets and Wellness Centre",
        "Hilton Vet Hospital"
      ],
      "brand_order": [
        "Epsom Avenue Veterinary Clinic",
        "Vogue Vets and Wellness Centre",
        "Hilton Vet Hospital"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave2/gemini_scraper__paiss26-veterinarian-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    },
    {
      "observation_id": "veterinarian-b5-gemini-scraper-20260910-r03",
      "research_project": "perth-ai-search-study-2026",
      "prompt_id": "paiss26-veterinarian-B5",
      "prompt": "vet Perth for an elderly dog with arthritis",
      "query_class": "local",
      "buyer_stage": "decision",
      "industry": "Veterinarian",
      "location": "Perth, Western Australia, Australia",
      "platform": "gemini",
      "model_or_surface": "3.5 Flash-Lite",
      "observation_date": "2026-09-10",
      "observation_time": "16:41",
      "timezone": "Australia/Perth",
      "run_number": 3,
      "session_profile": "api",
      "brands_mentioned": [
        "Specialized Veterinary Clinics",
        "Mobile Veterinary Care"
      ],
      "brands_recommended": [
        "Specialized Veterinary Clinics",
        "Mobile Veterinary Care"
      ],
      "brand_order": [
        "Specialized Veterinary Clinics",
        "Mobile Veterinary Care"
      ],
      "citations_present": false,
      "cited_urls": [],
      "cited_domains": [],
      "source_classes": [],
      "region_or_session_notes": "Perth, Western Australia targeted at the API",
      "source_capture": "production/raw/wave3/gemini_scraper__paiss26-veterinarian-B5.json",
      "methodology_version": "2.0",
      "evidence_type": "observed"
    }
  ]
}