{
  "dataset": "AutoTest Google visibility and ChatGPT referral URL overlap",
  "version": "2026-09-09-r2-timezone-corrected",
  "correction_note": "The earlier draft compared a UTC+7 cutoff with GSC date labels. This version converts the GSC Pacific Time date range to shared UTC boundaries and supersedes the 356-pageview/155-path draft figures.",
  "gsc_export": {
    "property": "autotest.asia",
    "property_type": "not supplied in owner export",
    "search_type": "not supplied in owner export",
    "country_filter": "not supplied; country table is included in the private owner export but this URL join uses the Pages table without a stated country filter",
    "device_filter": "not supplied",
    "exported_recorded_at": "2026-09-06T22:15:00+07:00",
    "date_labels_timezone": "America/Los_Angeles",
    "date_labels_inclusive": {
      "start": "2026-08-03",
      "end": "2026-09-04"
    },
    "shared_utc_window": {
      "start_inclusive": "2026-08-03T07:00:00.000Z",
      "end_exclusive": "2026-09-05T07:00:00.000Z"
    },
    "page_rows": 164,
    "page_table_clicks": 27,
    "page_table_impressions": 2553,
    "aggregation_caveat": "Use the daily table as the property-level trend source of truth. Preserve page/query/country dimensions as exported; dimension totals may differ because of Search Console aggregation and privacy behavior."
  },
  "chatgpt_log": {
    "shared_utc_window": {
      "start_inclusive": "2026-08-03T07:00:00.000Z",
      "end_exclusive": "2026-09-05T07:00:00.000Z"
    },
    "timezone_equivalent": {
      "start": "2026-08-03 14:00:00 UTC+7",
      "end_exclusive": "2026-09-05 14:00:00 UTC+7"
    },
    "deduplicated_pageviews": 340,
    "landing_paths": 144,
    "definition": "Explicit ChatGPT/OpenAI source marker; crawler user agents excluded; beacon/nginx cross-pipeline duplicates folded within 120 seconds."
  },
  "url_normalization": [
    "parse against https://autotest.asia",
    "keep pathname only",
    "remove query and fragment",
    "remove trailing slash except root"
  ],
  "summary": {
    "paths_present_in_both_sources": 44,
    "overlap_as_pct_of_gsc_rows": 26.8,
    "chatgpt_paths_absent_from_gsc_page_export": 100,
    "gsc_clicked_paths": 18,
    "gsc_clicked_paths_with_chatgpt_referral": 7,
    "gsc_paths_with_at_least_10_impressions": 75,
    "gsc_paths_with_at_least_10_impressions_and_chatgpt_referral": 25,
    "gsc_paths_with_average_position_20_or_better": 34,
    "gsc_top_20_paths_with_chatgpt_referral": 5,
    "spearman_average_position_vs_chatgpt_pageviews": 0.13,
    "pearson_gsc_impressions_vs_chatgpt_pageviews": 0.02
  },
  "matrices": [
    {
      "google_signal": "at least one GSC click",
      "both": 7,
      "google_only": 11,
      "chatgpt_below_google_threshold": 37,
      "neither": 109
    },
    {
      "google_signal": "at least 10 GSC impressions",
      "both": 25,
      "google_only": 50,
      "chatgpt_below_google_threshold": 19,
      "neither": 70
    },
    {
      "google_signal": "average position 20 or better",
      "both": 5,
      "google_only": 29,
      "chatgpt_below_google_threshold": 39,
      "neither": 91
    }
  ],
  "gsc_164_url_rows": [
    {
      "pathname": "/",
      "gsc_clicks": 4,
      "gsc_impressions": 79,
      "gsc_ctr": 0.0506,
      "gsc_average_position": 17.25,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/vietnam",
      "gsc_clicks": 3,
      "gsc_impressions": 32,
      "gsc_ctr": 0.09380000000000001,
      "gsc_average_position": 3.88,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/corrections",
      "gsc_clicks": 2,
      "gsc_impressions": 40,
      "gsc_ctr": 0.05,
      "gsc_average_position": 4.08,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/vietnam/cars",
      "gsc_clicks": 2,
      "gsc_impressions": 34,
      "gsc_ctr": 0.0588,
      "gsc_average_position": 8.65,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/vietnam/ev",
      "gsc_clicks": 2,
      "gsc_impressions": 29,
      "gsc_ctr": 0.069,
      "gsc_average_position": 10.07,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/vietnam/used-cars/mazda-cx-5-cu-co-nen-mua-khong",
      "gsc_clicks": 2,
      "gsc_impressions": 10,
      "gsc_ctr": 0.2,
      "gsc_average_position": 107.7,
      "chatgpt_referral_pageviews": 1,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/thailand/cars/toyota-camry",
      "gsc_clicks": 1,
      "gsc_impressions": 107,
      "gsc_ctr": 0.009300000000000001,
      "gsc_average_position": 65.55,
      "chatgpt_referral_pageviews": 2,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/thailand",
      "gsc_clicks": 1,
      "gsc_impressions": 57,
      "gsc_ctr": 0.0175,
      "gsc_average_position": 15.96,
      "chatgpt_referral_pageviews": 1,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/authors",
      "gsc_clicks": 1,
      "gsc_impressions": 40,
      "gsc_ctr": 0.025,
      "gsc_average_position": 4.65,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/used-cars/mazda-2",
      "gsc_clicks": 1,
      "gsc_impressions": 26,
      "gsc_ctr": 0.0385,
      "gsc_average_position": 41.04,
      "chatgpt_referral_pageviews": 2,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/thailand/reviews/review-mitsubishi-mirage",
      "gsc_clicks": 1,
      "gsc_impressions": 18,
      "gsc_ctr": 0.0556,
      "gsc_average_position": 28.89,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/vietnam/cars/mitsubishi-attrage",
      "gsc_clicks": 1,
      "gsc_impressions": 16,
      "gsc_ctr": 0.0625,
      "gsc_average_position": 32.94,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/guides/thailand-brands-guide",
      "gsc_clicks": 1,
      "gsc_impressions": 14,
      "gsc_ctr": 0.07139999999999999,
      "gsc_average_position": 27.64,
      "chatgpt_referral_pageviews": 5,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/thailand/cars/byd-dolphin",
      "gsc_clicks": 1,
      "gsc_impressions": 14,
      "gsc_ctr": 0.07139999999999999,
      "gsc_average_position": 31.71,
      "chatgpt_referral_pageviews": 4,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/thailand/reviews/byd-atto-3-vs-mgs5-ev",
      "gsc_clicks": 1,
      "gsc_impressions": 13,
      "gsc_ctr": 0.07690000000000001,
      "gsc_average_position": 38.85,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/reviews/review-byd-seagull",
      "gsc_clicks": 1,
      "gsc_impressions": 9,
      "gsc_ctr": 0.11109999999999999,
      "gsc_average_position": 9,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/used-cars/honda-city",
      "gsc_clicks": 1,
      "gsc_impressions": 8,
      "gsc_ctr": 0.125,
      "gsc_average_position": 30.12,
      "chatgpt_referral_pageviews": 5,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/thailand/guides/first-car-th",
      "gsc_clicks": 1,
      "gsc_impressions": 5,
      "gsc_ctr": 0.2,
      "gsc_average_position": 28.2,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/used-cars/toyota-corolla-cross",
      "gsc_clicks": 0,
      "gsc_impressions": 350,
      "gsc_ctr": 0,
      "gsc_average_position": 53.72,
      "chatgpt_referral_pageviews": 2,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/thailand/cars/honda-hr-v-ehev",
      "gsc_clicks": 0,
      "gsc_impressions": 80,
      "gsc_ctr": 0,
      "gsc_average_position": 70.58,
      "chatgpt_referral_pageviews": 1,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/thailand/tools/car-loan-calculator",
      "gsc_clicks": 0,
      "gsc_impressions": 75,
      "gsc_ctr": 0,
      "gsc_average_position": 73.93,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/cars/toyota-corollacross",
      "gsc_clicks": 0,
      "gsc_impressions": 54,
      "gsc_ctr": 0,
      "gsc_average_position": 68.46,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/reviews",
      "gsc_clicks": 0,
      "gsc_impressions": 50,
      "gsc_ctr": 0,
      "gsc_average_position": 24.52,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/cars/tesla-model-3",
      "gsc_clicks": 0,
      "gsc_impressions": 41,
      "gsc_ctr": 0,
      "gsc_average_position": 69,
      "chatgpt_referral_pageviews": 1,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/thailand/cars/mazda-2-hatchback",
      "gsc_clicks": 0,
      "gsc_impressions": 38,
      "gsc_ctr": 0,
      "gsc_average_position": 48.05,
      "chatgpt_referral_pageviews": 1,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/thailand/ev",
      "gsc_clicks": 0,
      "gsc_impressions": 37,
      "gsc_ctr": 0,
      "gsc_average_position": 9.89,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/cars/nissan-kicks-e-power",
      "gsc_clicks": 0,
      "gsc_impressions": 37,
      "gsc_ctr": 0,
      "gsc_average_position": 66.27,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/cars/byd-atto-3",
      "gsc_clicks": 0,
      "gsc_impressions": 36,
      "gsc_ctr": 0,
      "gsc_average_position": 67.97,
      "chatgpt_referral_pageviews": 1,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/thailand/tools",
      "gsc_clicks": 0,
      "gsc_impressions": 30,
      "gsc_ctr": 0,
      "gsc_average_position": 18.9,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/editorial-policy",
      "gsc_clicks": 0,
      "gsc_impressions": 26,
      "gsc_ctr": 0,
      "gsc_average_position": 10.23,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/used-cars",
      "gsc_clicks": 0,
      "gsc_impressions": 25,
      "gsc_ctr": 0,
      "gsc_average_position": 13,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/motorbikes",
      "gsc_clicks": 0,
      "gsc_impressions": 24,
      "gsc_ctr": 0,
      "gsc_average_position": 12.21,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/vietnam/motorbikes",
      "gsc_clicks": 0,
      "gsc_impressions": 23,
      "gsc_ctr": 0,
      "gsc_average_position": 20.83,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/cars/toyota-fortuner_grsport",
      "gsc_clicks": 0,
      "gsc_impressions": 23,
      "gsc_ctr": 0,
      "gsc_average_position": 43.43,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/reviews/toyota-hilux-revo-vs-isuzu-d-max",
      "gsc_clicks": 0,
      "gsc_impressions": 23,
      "gsc_ctr": 0,
      "gsc_average_position": 68.83,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/vietnam/tools",
      "gsc_clicks": 0,
      "gsc_impressions": 22,
      "gsc_ctr": 0,
      "gsc_average_position": 10.95,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/vietnam/dealers",
      "gsc_clicks": 0,
      "gsc_impressions": 22,
      "gsc_ctr": 0,
      "gsc_average_position": 20,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/cars/mitsubishi-mirage",
      "gsc_clicks": 0,
      "gsc_impressions": 22,
      "gsc_ctr": 0,
      "gsc_average_position": 40.55,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/guides",
      "gsc_clicks": 0,
      "gsc_impressions": 20,
      "gsc_ctr": 0,
      "gsc_average_position": 8.2,
      "chatgpt_referral_pageviews": 2,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/thailand/cars/suzuki-swift",
      "gsc_clicks": 0,
      "gsc_impressions": 20,
      "gsc_ctr": 0,
      "gsc_average_position": 16.55,
      "chatgpt_referral_pageviews": 1,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/thailand/cars/toyota-fortuner_legender",
      "gsc_clicks": 0,
      "gsc_impressions": 20,
      "gsc_ctr": 0,
      "gsc_average_position": 50.8,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/vietnam/guides",
      "gsc_clicks": 0,
      "gsc_impressions": 19,
      "gsc_ctr": 0,
      "gsc_average_position": 11.68,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/cars/hyundai-ioniq-5-n-line",
      "gsc_clicks": 0,
      "gsc_impressions": 19,
      "gsc_ctr": 0,
      "gsc_average_position": 61.84,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/vietnam/reviews",
      "gsc_clicks": 0,
      "gsc_impressions": 18,
      "gsc_ctr": 0,
      "gsc_average_position": 11.67,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/reviews/isuzu-mu-x-vs-toyota-fortuner",
      "gsc_clicks": 0,
      "gsc_impressions": 18,
      "gsc_ctr": 0,
      "gsc_average_position": 38.56,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/tools/ev-charging-cost",
      "gsc_clicks": 0,
      "gsc_impressions": 17,
      "gsc_ctr": 0,
      "gsc_average_position": 28.06,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/reviews/mitsubishi-xforce-hev-vs-yaris-cross-hev",
      "gsc_clicks": 0,
      "gsc_impressions": 17,
      "gsc_ctr": 0,
      "gsc_average_position": 69.35,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/vietnam/used-cars",
      "gsc_clicks": 0,
      "gsc_impressions": 16,
      "gsc_ctr": 0,
      "gsc_average_position": 12.75,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/guides/byd-sealion-6-worth-it",
      "gsc_clicks": 0,
      "gsc_impressions": 16,
      "gsc_ctr": 0,
      "gsc_average_position": 27,
      "chatgpt_referral_pageviews": 1,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/vietnam/guides/le-phi-truoc-ba-o-to-2026",
      "gsc_clicks": 0,
      "gsc_impressions": 16,
      "gsc_ctr": 0,
      "gsc_average_position": 76.94,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/dealers",
      "gsc_clicks": 0,
      "gsc_impressions": 15,
      "gsc_ctr": 0,
      "gsc_average_position": 9.2,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/guides/used-car-inspection-checklist",
      "gsc_clicks": 0,
      "gsc_impressions": 15,
      "gsc_ctr": 0,
      "gsc_average_position": 22.87,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/guides/car-flooded-what-to-do",
      "gsc_clicks": 0,
      "gsc_impressions": 15,
      "gsc_ctr": 0,
      "gsc_average_position": 24.73,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/reviews/tesla-model-y-vs-byd-sealion-7",
      "gsc_clicks": 0,
      "gsc_impressions": 15,
      "gsc_ctr": 0,
      "gsc_average_position": 67.27,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/reviews/honda-city-vs-toyota-yaris-ativ",
      "gsc_clicks": 0,
      "gsc_impressions": 15,
      "gsc_ctr": 0,
      "gsc_average_position": 69,
      "chatgpt_referral_pageviews": 5,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/thailand/cars/isuzu-mu-x",
      "gsc_clicks": 0,
      "gsc_impressions": 14,
      "gsc_ctr": 0,
      "gsc_average_position": 14.71,
      "chatgpt_referral_pageviews": 1,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/thailand/used-cars/ford-ranger",
      "gsc_clicks": 0,
      "gsc_impressions": 14,
      "gsc_ctr": 0,
      "gsc_average_position": 19.36,
      "chatgpt_referral_pageviews": 1,
      "has_chatgpt_referral": true
    },
    {
      "pathname": "/thailand/used-cars/toyota-fortuner",
      "gsc_clicks": 0,
      "gsc_impressions": 14,
      "gsc_ctr": 0,
      "gsc_average_position": 31,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/reviews/toyota-camry-hev-vs-honda-accord-ehev",
      "gsc_clicks": 0,
      "gsc_impressions": 14,
      "gsc_ctr": 0,
      "gsc_average_position": 51.36,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/reviews/toyota-veloz-vs-honda-br-v",
      "gsc_clicks": 0,
      "gsc_impressions": 14,
      "gsc_ctr": 0,
      "gsc_average_position": 57.71,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/reviews/byd-sealion-6-vs-corolla-cross-hev",
      "gsc_clicks": 0,
      "gsc_impressions": 14,
      "gsc_ctr": 0,
      "gsc_average_position": 65.36,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/reviews/nissan-almera-vs-honda-city",
      "gsc_clicks": 0,
      "gsc_impressions": 14,
      "gsc_ctr": 0,
      "gsc_average_position": 72.57,
      "chatgpt_referral_pageviews": 0,
      "has_chatgpt_referral": false
    },
    {
      "pathname": "/thailand/tools/running-cost-calculator",
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