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     "openai": [
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     "perplexity": []
    }
   },
   {
    "trade": "physio",
    "map_pack_business": "Specialist Physio Jonathan, Central Singapore",
    "named_by": [],
    "answers": {
     "openai": 0,
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    "runs": {
     "openai": [],
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   },
   {
    "trade": "physio",
    "map_pack_business": "City Osteopathy and Physiotherapy @ Bukit Timah",
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    "answers": {
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     "openai": [
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      10
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     "perplexity": []
    }
   },
   {
    "trade": "tuition",
    "map_pack_business": "New Dawn Learning Studio",
    "named_by": [],
    "answers": {
     "openai": 0,
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    },
    "runs": {
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   },
   {
    "trade": "tuition",
    "map_pack_business": "EduFirst Learning Centre (Ang Mo Kio AMK)",
    "named_by": [
     "openai",
     "perplexity"
    ],
    "answers": {
     "openai": 4,
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    "runs": {
     "openai": [
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     "perplexity": [
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    }
   },
   {
    "trade": "tuition",
    "map_pack_business": "Kiasu Maths and Science Tuition Centre (Ang Mo Kio AMK)",
    "named_by": [],
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     "openai": [],
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   },
   {
    "trade": "maid",
    "map_pack_business": "Ministry of Helpers",
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    "answers": {
     "openai": 1,
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    "runs": {
     "openai": [
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     "perplexity": []
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   },
   {
    "trade": "maid",
    "map_pack_business": "Universal Employment Agency Pte Ltd",
    "named_by": [
     "openai",
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    "answers": {
     "openai": 9,
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    "runs": {
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   },
   {
    "trade": "maid",
    "map_pack_business": "Best Home Employment Agency (Thomson)",
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    "answers": {
     "openai": 4,
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   },
   {
    "trade": "accounting",
    "map_pack_business": "AG Singapore",
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    "answers": {
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   },
   {
    "trade": "accounting",
    "map_pack_business": "Koh Mgmt",
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   {
    "trade": "accounting",
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   {
    "trade": "lawyer",
    "map_pack_business": "Tembusu Law LLC",
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   },
   {
    "trade": "lawyer",
    "map_pack_business": "PKWA Law Practice LLC",
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    "answers": {
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   },
   {
    "trade": "lawyer",
    "map_pack_business": "Regal Law LLC",
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   },
   {
    "trade": "car",
    "map_pack_business": "1 Car Service",
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     "openai",
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    "answers": {
     "openai": 10,
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   },
   {
    "trade": "car",
    "map_pack_business": "Carro Care (Sin Ming) - Workshop",
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    "answers": {
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   },
   {
    "trade": "car",
    "map_pack_business": "Garage R Performance Centre Pte Ltd",
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     "openai",
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    "answers": {
     "openai": 7,
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    "runs": {
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     "perplexity": [
      1,
      2,
      4,
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  ],
  "text_check": {
   "never_named": 12,
   "found_under_another_name": [
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     "name": "Ashford Dental Centre Thomson",
     "named_as": "Emergency Dental by Ashford Dental",
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      "openai"
     ],
     "answers": 2,
     "evidence": "Both answers cite emergencydental.sg, whose footer reads Ashford Dental Centre and whose address, 215 Upper Thomson Rd, Thomson Ridge, is Ashford Dental Centre Thomson's."
    },
    {
     "name": "Koh Mgmt",
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     "engines": [
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     "answers": 1,
     "evidence": "The answer cites shkoh.com.sg, Koh Management Pte Ltd. Ahrefs' 6 Sep 2026 capture titles the map-pack listing 'Koh Mgmt | Affordable Corporate Secretarial Services Singapore | GST Bookkeeping Accounting Services'."
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   ],
   "detail": [
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    },
    {
     "trade": "interior",
     "map_pack_business": "Homevera Interior Design Singapore",
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     "hits": []
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    {
     "trade": "interior",
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     "hits": []
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    {
     "trade": "interior",
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     "answers_searched": 100,
     "hits": []
    },
    {
     "trade": "movers",
     "map_pack_business": "LS House Movers Singapore",
     "pattern": "\\bls\\b|l\\.\\s*s\\.",
     "answers_searched": 100,
     "hits": []
    },
    {
     "trade": "physio",
     "map_pack_business": "Specialist Physio Jonathan, Central Singapore",
     "pattern": "jonathan|specialist\\s*physio",
     "answers_searched": 100,
     "hits": []
    },
    {
     "trade": "tuition",
     "map_pack_business": "New Dawn Learning Studio",
     "pattern": "new\\s*dawn",
     "answers_searched": 100,
     "hits": []
    },
    {
     "trade": "tuition",
     "map_pack_business": "Kiasu Maths and Science Tuition Centre (Ang Mo Kio AMK)",
     "pattern": "kiasu",
     "answers_searched": 100,
     "hits": []
    },
    {
     "trade": "accounting",
     "map_pack_business": "Koh Mgmt",
     "pattern": "\\bkoh\\b",
     "answers_searched": 100,
     "hits": [
      {
       "engine": "perplexity",
       "question_id": "accounting-T4",
       "run": 4,
       "text": "Koh",
       "context": "mall to medium businesses looking for a local firm[9] | | **Koh Management** | Pricing not shown in the snippet, but market"
      }
     ],
     "named_as": "Koh Management",
     "same_business": true,
     "evidence": "The answer cites shkoh.com.sg, Koh Management Pte Ltd. Ahrefs' 6 Sep 2026 capture titles the map-pack listing 'Koh Mgmt | Affordable Corporate Secretarial Services Singapore | GST Bookkeeping Accounting Services'."
    },
    {
     "trade": "accounting",
     "map_pack_business": "One Accounting Services Singapore",
     "pattern": "one\\s*accounting",
     "answers_searched": 100,
     "hits": []
    },
    {
     "trade": "lawyer",
     "map_pack_business": "Tembusu Law LLC",
     "pattern": "tembusu",
     "answers_searched": 100,
     "hits": []
    },
    {
     "trade": "lawyer",
     "map_pack_business": "Regal Law LLC",
     "pattern": "regal",
     "answers_searched": 100,
     "hits": []
    },
    {
     "trade": "car",
     "map_pack_business": "Carro Care (Sin Ming) - Workshop",
     "pattern": "carro",
     "answers_searched": 100,
     "hits": [
      {
       "engine": "openai",
       "question_id": "car-T1",
       "run": 2,
       "text": "Carro",
       "context": "g on your car: - **European cars:** **TEC AUTO Services**, Carros Centre — focuses on continental cars, diagnostics, servici"
      },
      {
       "engine": "openai",
       "question_id": "car-T2",
       "run": 2,
       "text": "Carro",
       "context": ", diagnostics, engine work and ECU tuning. It operates from Carros Centre. ([tecauto.co](https://tecauto.co/services/?utm_sou"
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      {
       "engine": "openai",
       "question_id": "car-T2",
       "run": 7,
       "text": "Carro",
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     ],
     "named_as": "Carros Centre",
     "same_business": false,
     "evidence": "Carros Centre is a building that TEC Auto Services operates from (NOTES.md, 5 Oct 2026)."
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   ]
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 },
 "example": {
  "engine": "openai",
  "question_id": "aircon-T1",
  "question": "Can you recommend a good aircon servicing company in Singapore?",
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    "as_written": "LM Brothers Aircond"
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    "as_written": "338 Aircon"
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    "name": "SoCool",
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    "name": "LM Brothers Aircond",
    "as_written": "LM Brothers Aircond"
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    "run": 5,
    "name": "Natural Cool",
    "as_written": "Natural Cool"
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    "run": 6,
    "name": "Cool Aircon",
    "as_written": "Cool Aircon"
   },
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    "run": 7,
    "name": "Lion City Aircon",
    "as_written": "Lion City Aircon"
   },
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    "run": 8,
    "name": "Lion City Aircon",
    "as_written": "Lion City Aircon"
   },
   {
    "run": 9,
    "name": "SoCool",
    "as_written": "SoCool Pte Ltd"
   },
   {
    "run": 10,
    "name": "338 Aircon",
    "as_written": "338 Aircon"
   }
  ],
  "different_first_picks": 6,
  "most_common_count": 2
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 "first_pick_share_by_trade": {
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    "aircon": {
     "median": 0.3,
     "questions": 5
    },
    "car": {
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     "questions": 5
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    "dental": {
     "median": 0.3,
     "questions": 5
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    "interior": {
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     "questions": 5
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    "lawyer": {
     "median": 0.625,
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    },
    "maid": {
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     "questions": 4
    },
    "movers": {
     "median": 0.6,
     "questions": 5
    },
    "physio": {
     "median": 0.5,
     "questions": 5
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    "tuition": {
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   }
  },
  "perplexity": {
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   "by_trade": {
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    "aircon": {
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     "questions": 5
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    "car": {
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    },
    "dental": {
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    "lawyer": {
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    "maid": {
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    "tuition": {
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 },
 "google_page_one_by_engine": {
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   2,
   3
  ],
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   "of": 338,
   "pct": 8.6,
   "by_trade": {
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    },
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    },
    "car": {
     "n": 4,
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     "pct": 10.0
    },
    "dental": {
     "n": 5,
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    },
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     "pct": 19.4
    },
    "tuition": {
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    }
   }
  },
  "perplexity": {
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   "by_trade": {
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    },
    "maid": {
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    "physio": {
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    },
    "tuition": {
     "n": 5,
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    }
   }
  }
 }
}