{
 "slug": "atlanta-hvac",
 "url": "https://namebeam.ai/atlanta-hvac",
 "prompt_verbatim": "Who is the best HVAC company in Atlanta to replace my air conditioner?",
 "market": "Atlanta GA",
 "niche": "hvac repair and replacement",
 "window": [
  "2026-08-09",
  "2026-10-19"
 ],
 "generated": "2026-10-20",
 "repo": "https://github.com/mrcrtr1979-droid/namebeam-visibility-index/tree/main/corpus/e1",
 "note": "businesses_named lists classified business names found in the verbatim answer (names seen in at least 2 answers of this prompt were classified). Raw rows are in the repo file named in \"file\"; sha256 is of that file.",
 "name_forms": {
  "1. PV Heating, Cooling & Insulation": {
   "1. PV Heating, Cooling & Insulation": 2
  },
  "5. Casteel Heating, Cooling, Plumbing, and Electrical": {
   "5. Casteel Heating, Cooling, Plumbing, and Electrical": 2
  },
  "ARS": {
   "ARS": 2
  },
  "American Standard": {
   "American Standard": 2
  },
  "Anchor Heating & Air Conditioning": {
   "Anchor Heating & Air Conditioning": 2
  },
  "Bardi Heating, Cooling & Plumbing": {
   "Bardi": 3,
   "Bardi Heating, Cooling & Plumbing": 2
  },
  "Bell Mechanical": {
   "Bell Mechanical": 4
  },
  "Benjamin Franklin": {
   "Benjamin Franklin": 9
  },
  "Carrier": {
   "Carrier": 4
  },
  "Carter and Sons HVAC": {
   "Carter and Sons HVAC": 2
  },
  "Casteel Heating, Cooling, Plumbing & Electrical": {
   "Casteel Heating, Cooling, Plumbing & Electrical": 12
  },
  "Central Heating and Air Conditioning": {
   "Central Heating and Air Conditioning": 1
  },
  "Certifications": {
   "Certifications": 2
  },
  "Comfort Atlanta Heating & Air": {
   "Comfort Atlanta Heating & Air": 2
  },
  "Coolray": {
   "Coolray": 51
  },
  "Coolray Heating & Air": {
   "Coolray Heating & Air": 4
  },
  "Coolray Heating & Air Conditioning": {
   "Coolray Heating & Air Conditioning": 2
  },
  "Coolray Heating, Cooling, Plumbing & Electrical": {
   "Coolray Heating, Cooling, Plumbing & Electrical": 5
  },
  "Cunningham Associates": {
   "Cunningham Associates": 21,
   "Cunningham Associates Heating & AC": 9,
   "Cunningham Associates Heating & Air Conditioning": 3
  },
  "Empire HVAC": {
   "Empire HVAC": 6
  },
  "Estes Services": {
   "Estes Services": 34
  },
  "Federal Tax Credits": {
   "Federal Tax Credits": 3
  },
  "Georgia Conditioned Air Contractor License": {
   "Georgia Conditioned Air Contractor License": 2
  },
  "Georgia Power Rebates": {
   "Georgia Power Rebates": 4
  },
  "Hope Heating & AC Repair": {
   "Hope Heating & AC Repair": 13,
   "Hope Heating & Air": 3
  },
  "Indoor Experts": {
   "Indoor Experts": 3
  },
  "Insist on a \"Manual J\" Load Calculation": {
   "Insist on a \"Manual J\" Load Calculation": 2
  },
  "Known For": {
   "Known For": 3
  },
  "Known for": {
   "Known for": 3
  },
  "Lennox": {
   "Lennox": 2
  },
  "Moncrief Heating & Air Conditioning": {
   "Moncrief Heating & Air Conditioning": 16,
   "Moncrief Heating & Cooling": 7,
   "Moncrief Heating & Air": 5,
   "Moncrief": 5
  },
  "Mr. Plumber": {
   "Mr. Plumber": 2
  },
  "One Hour Heating": {
   "One Hour": 5,
   "One Hour Heating": 5
  },
  "Overview": {
   "Overview": 4
  },
  "PV Heating & Cooling": {
   "PV Heating & Cooling": 2,
   "PV Heating, Cooling & Plumbing": 8,
   "PV Heating & Air": 2
  },
  "PV Heating, Cooling & Insulation": {
   "PV Heating, Cooling & Insulation": 6
  },
  "Peachtree Service Experts": {
   "Peachtree Service Experts": 2
  },
  "Premier Comfort Services": {
   "Premier Comfort Services": 1
  },
  "R.S. Andrews": {
   "R.S. Andrews": 1
  },
  "Reliable Heating": {
   "Reliable Heating": 3
  },
  "Reliable Heating & Air": {
   "Reliable Heating & Air": 71
  },
  "Require a \"Manual J\" Load Calculation": {
   "Require a \"Manual J\" Load Calculation": 2
  },
  "Require a Load Calculation (Manual J": {
   "Require a Load Calculation (Manual J": 3
  },
  "Require a Manual J Load Calculation": {
   "Require a Manual J Load Calculation": 6
  },
  "Rescue Rooter": {
   "Rescue Rooter": 14
  },
  "TE Certified Electrical, Heating & Cooling": {
   "TE Certified Electrical, Heating & Cooling": 4
  },
  "The Air Company of Georgia": {
   "The Air Company": 6,
   "The Air Company of Georgia": 11,
   "The Air Company of GA": 2
  },
  "Trane": {
   "Trane": 3
  }
 },
 "rows": [
  {
   "check_id": "NB-CZ-API_2026-08-09_segment_hvac_atlanta_anthropic",
   "date": "2026-08-09",
   "engine": "anthropic",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-09_segment_hvac_atlanta_anthropic.json",
   "sha256": "4f9c923f6ddf7d1445e6780feb018d9599d387e9b497b31348a6899416e8145a",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-09_segment_hvac_atlanta_gemini",
   "date": "2026-08-09",
   "engine": "gemini",
   "channel": "api",
   "status": "FAILED",
   "file": "NB-CZ-API_2026-08-09_segment_hvac_atlanta_gemini.json",
   "sha256": "2884c90d739719af1c33bb230fd9bce951878eab52271d24024ac5f60e9b5980",
   "businesses_named": null
  },
  {
   "check_id": "NB-CZ-SERP_2026-08-09_segment_hvac_atlanta",
   "date": "2026-08-09",
   "engine": "google_serp",
   "channel": "serp",
   "status": "OK",
   "file": "NB-CZ-SERP_2026-08-09_segment_hvac_atlanta.json",
   "sha256": "bf80abff10764449dc1860c45ac99e0c31129a1e532b482b62fc8db121e57cd8",
   "businesses_named": null
  },
  {
   "check_id": "NB-CZ-API_2026-08-09_segment_hvac_atlanta_openai",
   "date": "2026-08-09",
   "engine": "openai",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-09_segment_hvac_atlanta_openai.json",
   "sha256": "3cec9a966729bb1b27d0d97475fd5ff0b9eb1dc87af54218a861a8e69525058c",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-09_segment_hvac_atlanta_perplexity",
   "date": "2026-08-09",
   "engine": "perplexity",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-09_segment_hvac_atlanta_perplexity.json",
   "sha256": "1ce78b35db93ac38f2747b0a4f75cea524de5083ef8a588b90eb29493b2e7c63",
   "businesses_named": [
    "Coolray",
    "Cunningham Associates",
    "Reliable Heating & Air"
   ]
  },
  {
   "check_id": "NB-CZ-API_2026-08-10_segment_hvac_atlanta_anthropic",
   "date": "2026-08-10",
   "engine": "anthropic",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-10_segment_hvac_atlanta_anthropic.json",
   "sha256": "ce0fe300f5d2ce9bc5fe3f95f6bcc1852962566d246c0513c383ec41631b57f2",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-10_segment_hvac_atlanta_gemini",
   "date": "2026-08-10",
   "engine": "gemini",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-10_segment_hvac_atlanta_gemini.json",
   "sha256": "2833dded411affb9825c58918e0d7eb875d83c78ab27d3f5e693e8ccd1087b0f",
   "businesses_named": [
    "Estes Services",
    "Federal Tax Credits",
    "Georgia Power Rebates",
    "Moncrief Heating & Air Conditioning",
    "PV Heating, Cooling & Insulation",
    "Reliable Heating & Air",
    "Require a \"Manual J\" Load Calculation"
   ]
  },
  {
   "check_id": "NB-CZ-SERP_2026-08-10_segment_hvac_atlanta",
   "date": "2026-08-10",
   "engine": "google_serp",
   "channel": "serp",
   "status": "OK",
   "file": "NB-CZ-SERP_2026-08-10_segment_hvac_atlanta.json",
   "sha256": "2100c590c56e64524b7cf53a9ec61c233ea064d494915b0ad5f99a08aaa414c0",
   "businesses_named": null
  },
  {
   "check_id": "NB-CZ-API_2026-08-10_segment_hvac_atlanta_openai",
   "date": "2026-08-10",
   "engine": "openai",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-10_segment_hvac_atlanta_openai.json",
   "sha256": "4322d0552ad76a29f637c195269909ca94fbab1ea7dcacf7ec75de405cefa6b7",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-10_segment_hvac_atlanta_perplexity",
   "date": "2026-08-10",
   "engine": "perplexity",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-10_segment_hvac_atlanta_perplexity.json",
   "sha256": "3391c572402ff684de73136da8a1b6663dfee8a704b90619d5ce8747ae944ba7",
   "businesses_named": [
    "Coolray",
    "Empire HVAC",
    "Moncrief Heating & Air Conditioning",
    "Reliable Heating & Air"
   ]
  },
  {
   "check_id": "NB-CZ-API_2026-08-11_segment_hvac_atlanta_anthropic",
   "date": "2026-08-11",
   "engine": "anthropic",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-11_segment_hvac_atlanta_anthropic.json",
   "sha256": "fd3fbdd9c49381baf480def5eaea1a1b0816a6dc8e6e0ed110d6ff5d86b6f75e",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-11_segment_hvac_atlanta_gemini",
   "date": "2026-08-11",
   "engine": "gemini",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-11_segment_hvac_atlanta_gemini.json",
   "sha256": "bf4197584445e590a9fd29165fd86b3572b4dbfc29a463c756cc645715478132",
   "businesses_named": [
    "Casteel Heating, Cooling, Plumbing & Electrical",
    "Coolray Heating & Air",
    "Estes Services",
    "Overview",
    "PV Heating, Cooling & Insulation",
    "Reliable Heating & Air",
    "Require a Load Calculation (Manual J",
    "TE Certified Electrical, Heating & Cooling"
   ]
  },
  {
   "check_id": "NB-CZ-SERP_2026-08-11_segment_hvac_atlanta",
   "date": "2026-08-11",
   "engine": "google_serp",
   "channel": "serp",
   "status": "OK",
   "file": "NB-CZ-SERP_2026-08-11_segment_hvac_atlanta.json",
   "sha256": "cf468c3769ef85c1576c81ecc7e026782616ded374c567ce0cc8039ea3f72586",
   "businesses_named": null
  },
  {
   "check_id": "NB-CZ-API_2026-08-11_segment_hvac_atlanta_openai",
   "date": "2026-08-11",
   "engine": "openai",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-11_segment_hvac_atlanta_openai.json",
   "sha256": "86683a9e92fb7a0ec739f446573e8302c16d78b51c3ba17a6a0ee733442e65a0",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-11_segment_hvac_atlanta_perplexity",
   "date": "2026-08-11",
   "engine": "perplexity",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-11_segment_hvac_atlanta_perplexity.json",
   "sha256": "4badde1c08895fc032afa9aea73f433190ed229b9e609e5e46119da8eb17184c",
   "businesses_named": [
    "Coolray",
    "Moncrief Heating & Air Conditioning",
    "Reliable Heating & Air"
   ]
  },
  {
   "check_id": "NB-CZ-API_2026-08-12_segment_hvac_atlanta_anthropic",
   "date": "2026-08-12",
   "engine": "anthropic",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-12_segment_hvac_atlanta_anthropic.json",
   "sha256": "cf74fc32d7694252f86601a1d1f30b3c9a1b3d8f9b15d580ac783789a5f2418f",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-12_segment_hvac_atlanta_gemini",
   "date": "2026-08-12",
   "engine": "gemini",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-12_segment_hvac_atlanta_gemini.json",
   "sha256": "a9423b2477b10a36555289cc401bcc55249abc93b08e3d672ae63e916376578e",
   "businesses_named": [
    "1. PV Heating, Cooling & Insulation",
    "5. Casteel Heating, Cooling, Plumbing, and Electrical",
    "Georgia Power Rebates",
    "Insist on a \"Manual J\" Load Calculation"
   ]
  },
  {
   "check_id": "NB-CZ-SERP_2026-08-12_segment_hvac_atlanta",
   "date": "2026-08-12",
   "engine": "google_serp",
   "channel": "serp",
   "status": "OK",
   "file": "NB-CZ-SERP_2026-08-12_segment_hvac_atlanta.json",
   "sha256": "7520825defef15a657e13a8ca2129304abc4789d0bb13335d58ffdc74414a34c",
   "businesses_named": null
  },
  {
   "check_id": "NB-CZ-API_2026-08-12_segment_hvac_atlanta_openai",
   "date": "2026-08-12",
   "engine": "openai",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-12_segment_hvac_atlanta_openai.json",
   "sha256": "901ed950731f3d2e224d7e04eeb3dc27eaaa0f7f20d044286fd2e55f1850a001",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-12_segment_hvac_atlanta_perplexity",
   "date": "2026-08-12",
   "engine": "perplexity",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-12_segment_hvac_atlanta_perplexity.json",
   "sha256": "3fb3218c6aecfda133e54d19b3c61909a30c4e25d0fb4048a591bd3888d0fa0f",
   "businesses_named": [
    "Coolray",
    "Cunningham Associates",
    "Estes Services",
    "Moncrief Heating & Air Conditioning",
    "Reliable Heating & Air"
   ]
  },
  {
   "check_id": "NB-CZ-API_2026-08-13_segment_hvac_atlanta_anthropic",
   "date": "2026-08-13",
   "engine": "anthropic",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-13_segment_hvac_atlanta_anthropic.json",
   "sha256": "b2aec7c3a93b3e2e84d54a118610904f88e8b9300ea5b57524bdcc1aaf2e9505",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-13_segment_hvac_atlanta_gemini",
   "date": "2026-08-13",
   "engine": "gemini",
   "channel": "api",
   "status": "FAILED",
   "file": "NB-CZ-API_2026-08-13_segment_hvac_atlanta_gemini.json",
   "sha256": "dd5c405ef50363e95a8be90b4ab060fd43dfdb73577caba6e925caabb5608cc5",
   "businesses_named": null
  },
  {
   "check_id": "NB-CZ-SERP_2026-08-13_segment_hvac_atlanta",
   "date": "2026-08-13",
   "engine": "google_serp",
   "channel": "serp",
   "status": "OK",
   "file": "NB-CZ-SERP_2026-08-13_segment_hvac_atlanta.json",
   "sha256": "dd55d9586f4b0ca989b8cc3e81a137fed263dc84f940a4d360a9346d7abcbefc",
   "businesses_named": null
  },
  {
   "check_id": "NB-CZ-API_2026-08-13_segment_hvac_atlanta_openai",
   "date": "2026-08-13",
   "engine": "openai",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-13_segment_hvac_atlanta_openai.json",
   "sha256": "2d62052febbe138c3bc3daa5db36274da00399175229042cd0350b6d5b94af37",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-13_segment_hvac_atlanta_perplexity",
   "date": "2026-08-13",
   "engine": "perplexity",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-13_segment_hvac_atlanta_perplexity.json",
   "sha256": "bd0da88a22a7205004e663788d42dd3770f70486fe07cf07f3ec4888178e5ddd",
   "businesses_named": [
    "Coolray",
    "Cunningham Associates",
    "Moncrief Heating & Air Conditioning",
    "Reliable Heating & Air"
   ]
  },
  {
   "check_id": "NB-CZ-API_2026-08-14_segment_hvac_atlanta_anthropic",
   "date": "2026-08-14",
   "engine": "anthropic",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-14_segment_hvac_atlanta_anthropic.json",
   "sha256": "2ae0f79ead65cdea89bf9f375df6758d7346c78d5e56d6609229bef80051b09c",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-14_segment_hvac_atlanta_gemini",
   "date": "2026-08-14",
   "engine": "gemini",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-14_segment_hvac_atlanta_gemini.json",
   "sha256": "47d0046d2323fa1cd8d7cf0448940484bbf9390f894497abbad22c11789bad03",
   "businesses_named": [
    "Casteel Heating, Cooling, Plumbing & Electrical",
    "Coolray",
    "Estes Services",
    "Federal Tax Credits",
    "Georgia Power Rebates",
    "PV Heating, Cooling & Insulation",
    "Reliable Heating & Air"
   ]
  },
  {
   "check_id": "NB-CZ-SERP_2026-08-14_segment_hvac_atlanta",
   "date": "2026-08-14",
   "engine": "google_serp",
   "channel": "serp",
   "status": "OK",
   "file": "NB-CZ-SERP_2026-08-14_segment_hvac_atlanta.json",
   "sha256": "4b3794d59601fcd1b392d2033209f122da99f3178d1386d9eed2bf1486aca7a5",
   "businesses_named": null
  },
  {
   "check_id": "NB-CZ-API_2026-08-14_segment_hvac_atlanta_openai",
   "date": "2026-08-14",
   "engine": "openai",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-14_segment_hvac_atlanta_openai.json",
   "sha256": "038f9be6cf2f5ab1d63ce4aad6f4f13be047272d28f9af76644d13b53c921425",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-14_segment_hvac_atlanta_perplexity",
   "date": "2026-08-14",
   "engine": "perplexity",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-14_segment_hvac_atlanta_perplexity.json",
   "sha256": "ebe3adc8d9954ddcbe70ce8c4bd4fa8ee01ca2d0b0f7b7ccd5737e4cb9114817",
   "businesses_named": [
    "Carter and Sons HVAC",
    "Coolray",
    "Cunningham Associates",
    "Moncrief Heating & Air Conditioning",
    "Peachtree Service Experts",
    "Reliable Heating & Air"
   ]
  },
  {
   "check_id": "NB-CZ-API_2026-08-15_segment_hvac_atlanta_anthropic",
   "date": "2026-08-15",
   "engine": "anthropic",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-15_segment_hvac_atlanta_anthropic.json",
   "sha256": "7f7e2c83bc6b2f4c360713432d165553a1fade073fb6d3d89bfc132d4aa0df5d",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-15_segment_hvac_atlanta_gemini",
   "date": "2026-08-15",
   "engine": "gemini",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-15_segment_hvac_atlanta_gemini.json",
   "sha256": "dcc6cfa3ed239975dab65ec70f04a9d54c1958cdd3168758a0d51ecc481e751f",
   "businesses_named": [
    "Anchor Heating & Air Conditioning",
    "Casteel Heating, Cooling, Plumbing & Electrical",
    "Coolray Heating, Cooling, Plumbing & Electrical",
    "Estes Services",
    "Georgia Conditioned Air Contractor License",
    "Known for",
    "Moncrief Heating & Air Conditioning",
    "Reliable Heating & Air",
    "Require a Manual J Load Calculation"
   ]
  },
  {
   "check_id": "NB-CZ-SERP_2026-08-15_segment_hvac_atlanta",
   "date": "2026-08-15",
   "engine": "google_serp",
   "channel": "serp",
   "status": "OK",
   "file": "NB-CZ-SERP_2026-08-15_segment_hvac_atlanta.json",
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