{
  "title": "ChatGPT local business recommendations across 40 US cities",
  "publisher": "SearchWrench — a service of HighRock Holdings LLC",
  "url": "https://searchwrench.com/research/chatgpt-local-business-study.html",
  "license": "CC BY 4.0 — https://creativecommons.org/licenses/by/4.0/",
  "published": "2026-09-01",
  "method": "One prompt per city and trade asking ChatGPT for the best local provider. Every business name returned was recorded and matched against a database of 312,000+ US local business records.",
  "caveats": [
    "The match rate is a floor, not a hallucination rate. A name we could not match may be a real company we simply do not hold.",
    "A small number of the strings ChatGPT returned are page titles rather than clean business names (for example \"Acts Of Service Plumbing | Emergency Plumber Tulsa\"). We have left them verbatim rather than tidy them, which very slightly inflates the distinct-company count.",
    "The most frequently repeated name in the set is a lead-generation referral network operating one city-specific website per market, not a single local business."
  ],
  "totals": {
    "questions": 200,
    "cities": 40,
    "trades": 5,
    "businessMentions": 1097,
    "distinctCompanies": 1076,
    "namesInMoreThanOneCity": 9,
    "averageNamedPerAnswer": 5.49,
    "matchedToLocalRecord": 493
  },
  "results": [
    {
      "city": "Nashville",
      "state": "TN",
      "trade": "plumber",
      "leadsWeHold": 1035,
      "named": [
        "PlumbingPro",
        "Smooth Sailing Plumbing",
        "Doctor Drips Plumbing",
        "Parthenon Plumbing, Heating, & AC Repair",
        "Hiller Plumbing, Heating, Cooling & Electrical",
        "Morton Plumbing, Heating & Cooling",
        "FiveStar Plumbing & AC"
      ],
      "namedCount": 7,
      "matchedLocal": [
        "Doctor Drips Plumbing",
        "Parthenon Plumbing, Heating, & AC Repair",
        "Hiller Plumbing, Heating, Cooling & Electrical",
        "Morton Plumbing, Heating & Cooling"
      ],
      "matchedCount": 4,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.452Z"
    },
    {
      "city": "Nashville",
      "state": "TN",
      "trade": "roofer",
      "leadsWeHold": 1035,
      "named": [
        "Mr. Roof Nashville",
        "Music City Roofers",
        "H E Parmer Co",
        "MidSouth Construction",
        "Nashville Roof"
      ],
      "namedCount": 5,
      "matchedLocal": [
        "Mr. Roof Nashville",
        "Music City Roofers",
        "MidSouth Construction",
        "Nashville Roof"
      ],
      "matchedCount": 4,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.455Z"
    },
    {
      "city": "Nashville",
      "state": "TN",
      "trade": "HVAC contractor",
      "leadsWeHold": 1035,
      "named": [
        "Premier Heating & Air",
        "Jewell Mechanical, LLC",
        "South Nashville Heating & Cooling",
        "Comfortzone Heating and Cooling",
        "M.J. Frick Co",
        "NK Mechanical",
        "Hicks HVAC Heating & Air Conditioning Services",
        "Music City HVAC"
      ],
      "namedCount": 8,
      "matchedLocal": [
        "Premier Heating & Air",
        "Jewell Mechanical, LLC"
      ],
      "matchedCount": 2,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.458Z"
    },
    {
      "city": "Nashville",
      "state": "TN",
      "trade": "electrician",
      "leadsWeHold": 1035,
      "named": [
        "Gervais Electric, Inc",
        "Amprite Electric Company",
        "Shane Electric LLC",
        "Bates Electric"
      ],
      "namedCount": 4,
      "matchedLocal": [
        "Gervais Electric, Inc",
        "Amprite Electric Company",
        "Bates Electric"
      ],
      "matchedCount": 3,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.459Z"
    },
    {
      "city": "Nashville",
      "state": "TN",
      "trade": "landscaper",
      "leadsWeHold": 1035,
      "named": [
        "Gardens of Babylon Landscapes",
        "Park View Lawn Care and Landscape",
        "LawnStarter Landscaping",
        "BIG Landscape",
        "Milosi Landscaping & Hardscapes",
        "Old South Landscaping",
        "ABM Landscaping LLC",
        "Bryan Lawn Care"
      ],
      "namedCount": 8,
      "matchedLocal": [
        "Gardens of Babylon Landscapes",
        "Park View Lawn Care and Landscape",
        "LawnStarter Landscaping"
      ],
      "matchedCount": 3,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.460Z"
    },
    {
      "city": "Kansas City",
      "state": "MO",
      "trade": "plumber",
      "leadsWeHold": 1016,
      "named": [
        "Andy’s Pipe Dream Plumbing",
        "Newcomer Plumbing of Kansas City",
        "Anthony Plumbing, Heating, Cooling & Electric",
        "Roto-Rooter Plumbing & Water Cleanup",
        "Superior Plumbing & Gas, LLC",
        "Crosby Plumbing",
        "Mac Wilson Plumbing",
        "Stine-Nichols Plumbing Inc"
      ],
      "namedCount": 8,
      "matchedLocal": [
        "Newcomer Plumbing of Kansas City",
        "Anthony Plumbing, Heating, Cooling & Electric",
        "Roto-Rooter Plumbing & Water Cleanup",
        "Mac Wilson Plumbing",
        "Stine-Nichols Plumbing Inc"
      ],
      "matchedCount": 5,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.461Z"
    },
    {
      "city": "Kansas City",
      "state": "MO",
      "trade": "roofer",
      "leadsWeHold": 1016,
      "named": [
        "Agape Grace Roofing",
        "Rooster Roofing KC",
        "Ryan Construction Systems",
        "Pyramid Roofing Company, Inc",
        "Whitney Roofing & Guttering",
        "Cloud9 Roofing LLC",
        "Above All Construction",
        "Brewster Roofing"
      ],
      "namedCount": 8,
      "matchedLocal": [
        "Cloud9 Roofing LLC",
        "Above All Construction"
      ],
      "matchedCount": 2,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.462Z"
    },
    {
      "city": "Kansas City",
      "state": "MO",
      "trade": "HVAC contractor",
      "leadsWeHold": 1016,
      "named": [
        "Myrick Mechanical, LLC",
        "Edwards McDowell Inc",
        "Vital Home Pros",
        "Aaron's Services, LLC",
        "McCarty Mechanical"
      ],
      "namedCount": 5,
      "matchedLocal": [],
      "matchedCount": 0,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.462Z"
    },
    {
      "city": "Kansas City",
      "state": "MO",
      "trade": "electrician",
      "leadsWeHold": 1016,
      "named": [
        "Current Solutions Electric",
        "Jeremy Electrical",
        "Pure Light Electric LLC",
        "Winslow Electric",
        "Ryan Electric"
      ],
      "namedCount": 5,
      "matchedLocal": [
        "Current Solutions Electric",
        "Jeremy Electrical",
        "Pure Light Electric LLC"
      ],
      "matchedCount": 3,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.463Z"
    },
    {
      "city": "Kansas City",
      "state": "MO",
      "trade": "landscaper",
      "leadsWeHold": 1016,
      "named": [
        "Sunflower Landscaping KC",
        "Volz Lawn & Landscape",
        "Blue Atlas Landscape LLC",
        "My Everything Exterior",
        "Williams Landscape & Garden"
      ],
      "namedCount": 5,
      "matchedLocal": [],
      "matchedCount": 0,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.464Z"
    },
    {
      "city": "Columbus",
      "state": "OH",
      "trade": "plumber",
      "leadsWeHold": 985,
      "named": [
        "TRANSIT & FLOW",
        "Allegiant Plumbing Services",
        "Eco Plumbers, Electricians, and HVAC Technicians"
      ],
      "namedCount": 3,
      "matchedLocal": [
        "TRANSIT & FLOW",
        "Eco Plumbers, Electricians, and HVAC Technicians"
      ],
      "matchedCount": 2,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.464Z"
    },
    {
      "city": "Columbus",
      "state": "OH",
      "trade": "roofer",
      "leadsWeHold": 985,
      "named": [
        "Ascent Roofing Solutions",
        "DTE Roofing",
        "Columbus Roofing Rescue – Columbus Roofing Company",
        "Brothers Roofing and Construction",
        "Able Roofing",
        "Supreme Roofing & Exterior"
      ],
      "namedCount": 6,
      "matchedLocal": [
        "Columbus Roofing Rescue – Columbus Roofing Company",
        "Able Roofing",
        "Supreme Roofing & Exterior"
      ],
      "matchedCount": 3,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.465Z"
    },
    {
      "city": "Columbus",
      "state": "OH",
      "trade": "HVAC contractor",
      "leadsWeHold": 985,
      "named": [
        "Fire & Ice Heating and Air Conditioning",
        "Custom Air Conditioning and Heating Co",
        "Sears Heating and Cooling",
        "Hetter Heating & Cooling",
        "Columbus Worthington Air",
        "CARE Heating and Cooling, Inc",
        "Logan Services A/C, Heat & Plumbing",
        "Classic Air"
      ],
      "namedCount": 8,
      "matchedLocal": [
        "Fire & Ice Heating and Air Conditioning",
        "Custom Air Conditioning and Heating Co",
        "Sears Heating and Cooling",
        "Hetter Heating & Cooling",
        "Columbus Worthington Air",
        "Logan Services A/C, Heat & Plumbing",
        "Classic Air"
      ],
      "matchedCount": 7,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.465Z"
    },
    {
      "city": "Columbus",
      "state": "OH",
      "trade": "electrician",
      "leadsWeHold": 985,
      "named": [
        "Elite Electric Services",
        "VSCOMPANY Electrical Service",
        "Buckeye Electric of Upper Arlington",
        "Electric Medic",
        "Five Star Columbus Electrical"
      ],
      "namedCount": 5,
      "matchedLocal": [
        "Buckeye Electric of Upper Arlington",
        "Electric Medic"
      ],
      "matchedCount": 2,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.466Z"
    },
    {
      "city": "Columbus",
      "state": "OH",
      "trade": "landscaper",
      "leadsWeHold": 985,
      "named": [
        "Virgin Landscape",
        "Dreamview Landscaping LLC",
        "Immaculate Image Landscape",
        "Peabody Landscape Group",
        "Pitzer's Landscaping"
      ],
      "namedCount": 5,
      "matchedLocal": [
        "Pitzer's Landscaping"
      ],
      "matchedCount": 1,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.467Z"
    },
    {
      "city": "Atlanta",
      "state": "GA",
      "trade": "plumber",
      "leadsWeHold": 943,
      "named": [
        "Atlantis Plumbing",
        "Fix & Flow Plumbing Co",
        "Morningside Plumbing",
        "Peach Plumbing & Drain Atlanta Plumber",
        "Plumbing Express - Atlanta Repipe Specialists"
      ],
      "namedCount": 5,
      "matchedLocal": [
        "Atlantis Plumbing",
        "Fix & Flow Plumbing Co",
        "Morningside Plumbing",
        "Plumbing Express - Atlanta Repipe Specialists"
      ],
      "matchedCount": 4,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.484Z"
    },
    {
      "city": "Atlanta",
      "state": "GA",
      "trade": "roofer",
      "leadsWeHold": 943,
      "named": [
        "Perimeter Roofing",
        "Atlanta Roofing Specialists",
        "Bell Roofing",
        "Georgia Roofing & Repair",
        "Dr Roof Atlanta",
        "Preferred Roofing & Exteriors, LLC"
      ],
      "namedCount": 6,
      "matchedLocal": [
        "Atlanta Roofing Specialists",
        "Bell Roofing",
        "Georgia Roofing & Repair",
        "Dr Roof Atlanta"
      ],
      "matchedCount": 4,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.485Z"
    },
    {
      "city": "Atlanta",
      "state": "GA",
      "trade": "HVAC contractor",
      "leadsWeHold": 943,
      "named": [
        "Estes Services",
        "PV Heating, Cooling & Plumbing",
        "RS Andrews",
        "The Air Company of GA",
        "Carter and Sons HVAC"
      ],
      "namedCount": 5,
      "matchedLocal": [
        "Estes Services",
        "PV Heating, Cooling & Plumbing",
        "The Air Company of GA"
      ],
      "matchedCount": 3,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.486Z"
    },
    {
      "city": "Atlanta",
      "state": "GA",
      "trade": "electrician",
      "leadsWeHold": 943,
      "named": [
        "Mr. Wise Electric",
        "McCauley Electrical Services",
        "Capital City Electrical Services, LLC",
        "Phillip's Electrical Services",
        "Tru Electric",
        "Mister Sparky"
      ],
      "namedCount": 6,
      "matchedLocal": [
        "Mr. Wise Electric"
      ],
      "matchedCount": 1,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.488Z"
    },
    {
      "city": "Atlanta",
      "state": "GA",
      "trade": "landscaper",
      "leadsWeHold": 943,
      "named": [
        "White Oak Landscape Company",
        "Southern Standard Landscaping",
        "Teamscapes Inc",
        "Wilson Bros. Landscape",
        "Reliable Landscaping Atlanta"
      ],
      "namedCount": 5,
      "matchedLocal": [
        "Wilson Bros. Landscape"
      ],
      "matchedCount": 1,
      "cached": true,
      "askedAt": "2026-09-01T14:44:22.490Z"
    },
    {
      "city": "Milwaukee",
      "state": "WI",
      "trade": "electrician",
      "leadsWeHold": 934,
      "named": [
        "Lehmann Electrical & Design",
        "Uihlein Electric",
        "Electric Services",
        "Current Electric",
        "Best Electric Service, Inc",
        "On Demand Electric"
      ],
      "namedCount": 6,
      "matchedLocal": [
        "Lehmann Electrical & Design",
        "Uihlein Electric",
        "Electric Services",
        "Current Electric",
        "Best Electric Service, Inc"
      ],
      "matchedCount": 5,
      "cached": false,
      "askedAt": "2026-09-01T14:44:26.587Z"
    },
    {
      "city": "Milwaukee",
      "state": "WI",
      "trade": "landscaper",
      "leadsWeHold": 934,
      "named": [
        "STS Lawn Care & Snow Removal LLC",
        "Diggin It, llc",
        "All-Care Service Corp",
        "J.R. Boehlke, Inc",
        "Two Brothers Lawn Care Inc",
        "Crawford Tree & Landscape Services, Inc",
        "Tri Stars Landscaping & Snow Services LLC",
        "Hoffman Landscape LLC"
      ],
      "namedCount": 8,
      "matchedLocal": [
        "J.R. Boehlke, Inc",
        "Crawford Tree & Landscape Services, Inc"
      ],
      "matchedCount": 2,
      "cached": false,
      "askedAt": "2026-09-01T14:44:27.211Z"
    },
    {
      "city": "Jacksonville",
      "state": "FL",
      "trade": "plumber",
      "leadsWeHold": 933,
      "named": [
        "David Gray Plumbing",
        "Roto-Rooter Plumbing & Water Cleanup",
        "Duck Duck Rooter Plumbing, Septic and Air Conditioning",
        "Kingdom Based Plumbing",
        "Turner Plumbing Co",
        "Betros Plumbing Contractors",
        "Totally Hooked Plumbing & Drains",
        "Harry Hayes Plumbing, Water Heater Repair & Drain Cleaning"
      ],
      "namedCount": 8,
      "matchedLocal": [
        "David Gray Plumbing",
        "Duck Duck Rooter Plumbing, Septic and Air Conditioning",
        "Turner Plumbing Co",
        "Totally Hooked Plumbing & Drains",
        "Harry Hayes Plumbing, Water Heater Repair & Drain Cleaning"
      ],
      "matchedCount": 5,
      "cached": false,
      "askedAt": "2026-09-01T14:44:27.301Z"
    },
    {
      "city": "Milwaukee",
      "state": "WI",
      "trade": "HVAC contractor",
      "leadsWeHold": 934,
      "named": [
        "Oasis Heating & Air Conditioning LLC",
        "Mr. Gimenez LLC",
        "Burkhardt Heating, Cooling, Plumbing & Electric",
        "Quality Heating, Cooling, Plumbing & Electric",
        "Mr. Holland's Home Services",
        "Milwaukee Heating & Cooling"
      ],
      "namedCount": 6,
      "matchedLocal": [
        "Oasis Heating & Air Conditioning LLC",
        "Burkhardt Heating, Cooling, Plumbing & Electric"
      ],
      "matchedCount": 2,
      "cached": false,
      "askedAt": "2026-09-01T14:44:28.005Z"
    },
    {
      "city": "Milwaukee",
      "state": "WI",
      "trade": "plumber",
      "leadsWeHold": 934,
      "named": [
        "Knight Plumbing & Drain Cleaning",
        "Mike Ingrilli Plumbing LLC",
        "Milwaukee Plumbing & Piping, Inc",
        "Faust Co. Inc"
      ],
      "namedCount": 4,
      "matchedLocal": [
        "Knight Plumbing & Drain Cleaning",
        "Milwaukee Plumbing & Piping, Inc",
        "Faust Co. Inc"
      ],
      "matchedCount": 3,
      "cached": false,
      "askedAt": "2026-09-01T14:44:28.235Z"
    },
    {
      "city": "Milwaukee",
      "state": "WI",
      "trade": "roofer",
      "leadsWeHold": 934,
      "named": [
        "Langer Roofing & Sheet Metal Inc",
        "Rescue My Roof",
        "Milwaukee Roofing",
        "Salazar Roofing",
        "Four Leaf Roofing & Windows",
        "Bubblegum Roofing",
        "Ridge Top Exteriors"
      ],
      "namedCount": 7,
      "matchedLocal": [
        "Milwaukee Roofing",
        "Bubblegum Roofing",
        "Ridge Top Exteriors"
      ],
      "matchedCount": 3,
      "cached": false,
      "askedAt": "2026-09-01T14:44:28.912Z"
    },
    {
      "city": "Jacksonville",
      "state": "FL",
      "trade": "HVAC contractor",
      "leadsWeHold": 933,
      "named": [
        "Tropic Aire Of North Florida",
        "Bold City Heating & Air",
        "Complete Air Systems",
        "Donovan Air, Electric & Plumbing",
        "Cool Connections Inc",
        "Elite AC",
        "Buehler Air Conditioning & Plumbing",
        "Mighty Air Inc"
      ],
      "namedCount": 8,
      "matchedLocal": [
        "Bold City Heating & Air",
        "Elite AC",
        "Mighty Air Inc"
      ],
      "matchedCount": 3,
      "cached": false,
      "askedAt": "2026-09-01T14:44:31.989Z"
    },
    {
      "city": "Jacksonville",
      "state": "FL",
      "trade": "roofer",
      "leadsWeHold": 933,
      "named": [
        "NEXGEN Roofing",
        "Burger Roofing Co",
        "Gimo's Roofing",
        "Jack C. Wilson Roofing Co",
        "Prime Roofing"
      ],
      "namedCount": 5,
      "matchedLocal": [
        "Jack C. Wilson Roofing Co"
      ],
      "matchedCount": 1,
      "cached": false,
      "askedAt": "2026-09-01T14:44:32.209Z"
    },
    {
      "city": "Phoenix",
      "state": "AZ",
      "trade": "roofer",
      "leadsWeHold": 930,
      "named": [
        "Arizona Roofers",
        "Mighty Dog Roofing of Southeast Valley Phoenix",
        "Lyons Roofing",
        "Overson Roofing"
      ],
      "namedCount": 4,
      "matchedLocal": [
        "Arizona Roofers",
        "Lyons Roofing"
      ],
      "matchedCount": 2,
      "cached": false,
      "askedAt": "2026-09-01T14:44:33.338Z"
    },
    {
      "city": "Phoenix",
      "state": "AZ",
      "trade": "plumber",
      "leadsWeHold": 930,
      "named": [
        "Benjamin Franklin Plumbing Phoenix",
        "The Aussie Plumber",
        "Somers Plumbers",
        "Wyman Plumbing & Mechanical",
        "Robins Plumbing, Inc",
        "Parker & Sons",
        "George Brazil Plumbing & Electrical"
      ],
      "namedCount": 7,
      "matchedLocal": [
        "The Aussie Plumber",
        "Somers Plumbers",
        "Wyman Plumbing & Mechanical",
        "Robins Plumbing, Inc",
        "Parker & Sons"
      ],
      "matchedCount": 5,
      "cached": false,
      "askedAt": "2026-09-01T14:44:35.123Z"
    },
    {
      "city": "Jacksonville",
      "state": "FL",
      "trade": "landscaper",
      "leadsWeHold": 933,
      "named": [
        "C & L Landscape",
        "Earth Works Jax Lawn Care and Landscaping",
        "McDaniel's Lawncare & Landscaping",
        "Beautiful Blooms Landscaping",
        "Serenoa Landscape Design",
        "Coconut Grove Landscape & Design",
        "NJ Service Group",
        "Mr. Green's Lawn Care"
      ],
      "namedCount": 8,
      "matchedLocal": [
        "C & L Landscape",
        "Earth Works Jax Lawn Care and Landscaping",
        "McDaniel's Lawncare & Landscaping",
        "Beautiful Blooms Landscaping",
        "Serenoa Landscape Design",
        "Coconut Grove Landscape & Design"
      ],
      "matchedCount": 6,
      "cached": false,
      "askedAt": "2026-09-01T14:44:35.136Z"
    },
    {
      "city": "Jacksonville",
      "state": "FL",
      "trade": "electrician",
      "leadsWeHold": 933,
      "named": [
        "American Electric",
        "Bolt Electric",
        "Hubbard Electrical Contracting, LLC"
      ],
      "namedCount": 3,
      "matchedLocal": [
        "American Electric",
        "Bolt Electric",
        "Hubbard Electrical Contracting, LLC"
      ],
      "matchedCount": 3,
      "cached": false,
      "askedAt": "2026-09-01T14:44:35.571Z"
    },
    {
      "city": "Phoenix",
      "state": "AZ",
      "trade": "landscaper",
      "leadsWeHold": 930,
      "named": [
        "Diamond Stone & Synthetic Grass",
        "AMS Landscaping",
        "Hawkeye Landscaping Inc",
        "GreenScape Pros",
        "Chop Chop Landscaping",
        "Evergreen Lawn & Landscape"
      ],
      "namedCount": 6,
      "matchedLocal": [
        "Diamond Stone & Synthetic Grass",
        "AMS Landscaping",
        "Hawkeye Landscaping Inc"
      ],
      "matchedCount": 3,
      "cached": false,
      "askedAt": "2026-09-01T14:44:38.469Z"
    },
    {
      "city": "Phoenix",
      "state": "AZ",
      "trade": "HVAC contractor",
      "leadsWeHold": 930,
      "named": [
        "Chas Roberts AC, Plumbing & Caring",
        "Parker & Sons",
        "Diamond AC & Heating",
        "NexHome Solutions",
        "Central Mechanical Services LLC",
        "Alien Air Conditioning & Heating"
      ],
      "namedCount": 6,
      "matchedLocal": [
        "Parker & Sons"
      ],
      "matchedCount": 1,
      "cached": false,
      "askedAt": "2026-09-01T14:44:39.007Z"
    },
    {
      "city": "Indianapolis",
      "state": "IN",
      "trade": "roofer",
      "leadsWeHold": 927,
      "named": [
        "SPG Roofing & Exteriors",
        "Stay Dry Roofing",
        "Bone Dry Roofing",
        "Integrity Roofing & Exteriors",
        "Cox Roofing"
      ],
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