{
 "slug": "does-chatgpt-recommend-local-businesses",
 "collected_on": "2026-10-07",
 "stats": {
  "picks": 250,
  "answers": 48,
  "questions": 12,
  "unique": 160,
  "top3": 57,
  "maps": 235,
  "real": 244,
  "real_no_listing": 9,
  "outside": 3,
  "failed": 2,
  "unresolved": 1,
  "ceiling": 141,
  "pack_named": 29,
  "pack_slots": 36,
  "first_top3": 17,
  "first_total": 48,
  "agree_pairs": 6,
  "pairs": 72,
  "all_four": 0,
  "stability": 79.1,
  "rerun_answers": 12,
  "phone_mismatch": 7,
  "flagged": 7,
  "cleared": 4,
  "handcheck": [
   48,
   50
  ],
  "first_pack_named": 14,
  "top3_pct": 22.8,
  "maps_pct": 94.0,
  "real_pct": 97.6,
  "ceiling_pct": 56.4,
  "per_answer_top3": 1.19,
  "first_top3_pct": 35.4,
  "agree_pct": 8.3
 },
 "surfaces": [
  {
   "id": "chatgpt",
   "label": "ChatGPT",
   "n": 58,
   "top3": 18,
   "top3_pct": 31.0,
   "ceiling_pct": 62.1,
   "maps_pct": 98.3,
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  },
  {
   "id": "perplexity",
   "label": "Perplexity",
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   "real_pct": 97.8,
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  },
  {
   "id": "claude",
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   "failed": 2
  },
  {
   "id": "gemini",
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   "real_pct": 100.0,
   "failed": 0
  }
 ],
 "trades": [
  {
   "id": "septic_tank_pumping_company",
   "label": "Septic pumping",
   "n": 39,
   "top3": 16,
   "top3_pct": 41.0
  },
  {
   "id": "garage_door_repair_company",
   "label": "Garage door repair",
   "n": 43,
   "top3": 14,
   "top3_pct": 32.6
  },
  {
   "id": "HVAC_repair_company",
   "label": "HVAC repair",
   "n": 44,
   "top3": 9,
   "top3_pct": 20.5
  },
  {
   "id": "junk_removal_company",
   "label": "Junk removal",
   "n": 46,
   "top3": 9,
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  },
  {
   "id": "emergency_plumber",
   "label": "Emergency plumber",
   "n": 41,
   "top3": 8,
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  },
  {
   "id": "roofing_company",
   "label": "Roofing",
   "n": 37,
   "top3": 1,
   "top3_pct": 2.7
  }
 ],
 "cat_counts": {
  "top3": 57,
  "maps": 178,
  "real": 9,
  "outside": 3,
  "failed": 2,
  "unresolved": 1
 }
}