{
 "study": "The Local Blind Spot",
 "collected": "2026-08-28",
 "question": "Do AI search-volume metrics see local commercial intent? Same query list sent to two DataForSEO endpoints and compared.",
 "endpoints": {
  "ai": "v3/ai_optimization/ai_keyword_data/keywords_search_volume/live",
  "google": "v3/keywords_data/google_ads/search_volume/live"
 },
 "nullNote": "google=null means the endpoint returned no data for that query, which is NOT the same as zero. Ratio figures use only rows where BOTH endpoints returned a number.",
 "location": "United States",
 "language": "en",
 "rows": [
  {
   "query": "dentist near me",
   "shape": "near_me",
   "category": "dentist",
   "city": null,
   "ai": 80,
   "google": 1830000
  },
  {
   "query": "best dentist",
   "shape": "generic",
   "category": "dentist",
   "city": null,
   "ai": 10770,
   "google": 8100
  },
  {
   "query": "gym near me",
   "shape": "near_me",
   "category": "gym",
   "city": null,
   "ai": 93,
   "google": 1830000
  },
  {
   "query": "best gym",
   "shape": "generic",
   "category": "gym",
   "city": null,
   "ai": 35344,
   "google": 5400
  },
  {
   "query": "plumber near me",
   "shape": "near_me",
   "category": "plumber",
   "city": null,
   "ai": 103,
   "google": 823000
  },
  {
   "query": "best plumber",
   "shape": "generic",
   "category": "plumber",
   "city": null,
   "ai": 2715,
   "google": 6600
  },
  {
   "query": "coffee shop near me",
   "shape": "near_me",
   "category": "coffee shop",
   "city": null,
   "ai": 1,
   "google": 9140000
  },
  {
   "query": "best coffee shop",
   "shape": "generic",
   "category": "coffee shop",
   "city": null,
   "ai": 7350,
   "google": 9900
  },
  {
   "query": "law firm near me",
   "shape": "near_me",
   "category": "law firm",
   "city": null,
   "ai": 0,
   "google": 49500
  },
  {
   "query": "best law firm",
   "shape": "generic",
   "category": "law firm",
   "city": null,
   "ai": 2986,
   "google": 2400
  },
  {
   "query": "hair salon near me",
   "shape": "near_me",
   "category": "hair salon",
   "city": null,
   "ai": 45,
   "google": 1500000
  },
  {
   "query": "best hair salon",
   "shape": "generic",
   "category": "hair salon",
   "city": null,
   "ai": 15188,
   "google": 6600
  },
  {
   "query": "roofer near me",
   "shape": "near_me",
   "category": "roofer",
   "city": null,
   "ai": 0,
   "google": 165000
  },
  {
   "query": "best roofer",
   "shape": "generic",
   "category": "roofer",
   "city": null,
   "ai": 423,
   "google": 320
  },
  {
   "query": "hvac repair near me",
   "shape": "near_me",
   "category": "hvac repair",
   "city": null,
   "ai": 0,
   "google": 49500
  },
  {
   "query": "best hvac repair",
   "shape": "generic",
   "category": "hvac repair",
   "city": null,
   "ai": 104,
   "google": 140
  },
  {
   "query": "wedding venue near me",
   "shape": "near_me",
   "category": "wedding venue",
   "city": null,
   "ai": 0,
   "google": 246000
  },
  {
   "query": "best wedding venue",
   "shape": "generic",
   "category": "wedding venue",
   "city": null,
   "ai": 608,
   "google": 1900
  },
  {
   "query": "personal trainer near me",
   "shape": "near_me",
   "category": "personal trainer",
   "city": null,
   "ai": 0,
   "google": 165000
  },
  {
   "query": "best personal trainer",
   "shape": "generic",
   "category": "personal trainer",
   "city": null,
   "ai": 504,
   "google": 480
  },
  {
   "query": "moving company near me",
   "shape": "near_me",
   "category": "moving company",
   "city": null,
   "ai": 0,
   "google": 90500
  },
  {
   "query": "best moving company",
   "shape": "generic",
   "category": "moving company",
   "city": null,
   "ai": 3762,
   "google": 8100
  },
  {
   "query": "tax accountant near me",
   "shape": "near_me",
   "category": "tax accountant",
   "city": null,
   "ai": 0,
   "google": 22200
  },
  {
   "query": "best tax accountant",
   "shape": "generic",
   "category": "tax accountant",
   "city": null,
   "ai": 137,
   "google": 140
  },
  {
   "query": "dentist in austin",
   "shape": "city",
   "category": "dentist",
   "city": "austin",
   "ai": 77,
   "google": 6600
  },
  {
   "query": "best dentist in austin",
   "shape": "best_city",
   "category": "dentist",
   "city": "austin",
   "ai": 9,
   "google": 880
  },
  {
   "query": "dentist in denver",
   "shape": "city",
   "category": "dentist",
   "city": "denver",
   "ai": 18,
   "google": null
  },
  {
   "query": "best dentist in denver",
   "shape": "best_city",
   "category": "dentist",
   "city": "denver",
   "ai": 9,
   "google": null
  },
  {
   "query": "dentist in portland",
   "shape": "city",
   "category": "dentist",
   "city": "portland",
   "ai": 14,
   "google": null
  },
  {
   "query": "best dentist in portland",
   "shape": "best_city",
   "category": "dentist",
   "city": "portland",
   "ai": 0,
   "google": null
  },
  {
   "query": "dentist in nashville",
   "shape": "city",
   "category": "dentist",
   "city": "nashville",
   "ai": 7,
   "google": null
  },
  {
   "query": "best dentist in nashville",
   "shape": "best_city",
   "category": "dentist",
   "city": "nashville",
   "ai": 1,
   "google": null
  },
  {
   "query": "dentist in columbus",
   "shape": "city",
   "category": "dentist",
   "city": "columbus",
   "ai": 67,
   "google": 590
  },
  {
   "query": "best dentist in columbus",
   "shape": "best_city",
   "category": "dentist",
   "city": "columbus",
   "ai": 10,
   "google": 260
  },
  {
   "query": "dentist in raleigh",
   "shape": "city",
   "category": "dentist",
   "city": "raleigh",
   "ai": 26,
   "google": null
  },
  {
   "query": "best dentist in raleigh",
   "shape": "best_city",
   "category": "dentist",
   "city": "raleigh",
   "ai": 4,
   "google": null
  },
  {
   "query": "dentist in tucson",
   "shape": "city",
   "category": "dentist",
   "city": "tucson",
   "ai": 112,
   "google": 3600
  },
  {
   "query": "best dentist in tucson",
   "shape": "best_city",
   "category": "dentist",
   "city": "tucson",
   "ai": 36,
   "google": 320
  },
  {
   "query": "dentist in boise",
   "shape": "city",
   "category": "dentist",
   "city": "boise",
   "ai": 12,
   "google": null
  },
  {
   "query": "best dentist in boise",
   "shape": "best_city",
   "category": "dentist",
   "city": "boise",
   "ai": 0,
   "google": null
  },
  {
   "query": "gym in austin",
   "shape": "city",
   "category": "gym",
   "city": "austin",
   "ai": 389,
   "google": 6600
  },
  {
   "query": "best gym in austin",
   "shape": "best_city",
   "category": "gym",
   "city": "austin",
   "ai": 98,
   "google": 260
  },
  {
   "query": "gym in denver",
   "shape": "city",
   "category": "gym",
   "city": "denver",
   "ai": 191,
   "google": 4400
  },
  {
   "query": "best gym in denver",
   "shape": "best_city",
   "category": "gym",
   "city": "denver",
   "ai": 57,
   "google": 880
  },
  {
   "query": "gym in portland",
   "shape": "city",
   "category": "gym",
   "city": "portland",
   "ai": 255,
   "google": 2900
  },
  {
   "query": "best gym in portland",
   "shape": "best_city",
   "category": "gym",
   "city": "portland",
   "ai": 83,
   "google": 590
  },
  {
   "query": "gym in nashville",
   "shape": "city",
   "category": "gym",
   "city": "nashville",
   "ai": 181,
   "google": 4400
  },
  {
   "query": "best gym in nashville",
   "shape": "best_city",
   "category": "gym",
   "city": "nashville",
   "ai": 80,
   "google": 880
  },
  {
   "query": "gym in columbus",
   "shape": "city",
   "category": "gym",
   "city": "columbus",
   "ai": 132,
   "google": 3600
  },
  {
   "query": "best gym in columbus",
   "shape": "best_city",
   "category": "gym",
   "city": "columbus",
   "ai": 70,
   "google": 720
  },
  {
   "query": "gym in raleigh",
   "shape": "city",
   "category": "gym",
   "city": "raleigh",
   "ai": 57,
   "google": 3600
  },
  {
   "query": "best gym in raleigh",
   "shape": "best_city",
   "category": "gym",
   "city": "raleigh",
   "ai": 16,
   "google": 480
  },
  {
   "query": "gym in tucson",
   "shape": "city",
   "category": "gym",
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   "ai": 139,
   "google": 3600
  },
  {
   "query": "best gym in tucson",
   "shape": "best_city",
   "category": "gym",
   "city": "tucson",
   "ai": 52,
   "google": 390
  },
  {
   "query": "gym in boise",
   "shape": "city",
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   "ai": 14,
   "google": 2900
  },
  {
   "query": "best gym in boise",
   "shape": "best_city",
   "category": "gym",
   "city": "boise",
   "ai": 0,
   "google": 140
  },
  {
   "query": "plumber in austin",
   "shape": "city",
   "category": "plumber",
   "city": "austin",
   "ai": 91,
   "google": 6600
  },
  {
   "query": "best plumber in austin",
   "shape": "best_city",
   "category": "plumber",
   "city": "austin",
   "ai": 0,
   "google": 390
  },
  {
   "query": "plumber in denver",
   "shape": "city",
   "category": "plumber",
   "city": "denver",
   "ai": 53,
   "google": 4400
  },
  {
   "query": "best plumber in denver",
   "shape": "best_city",
   "category": "plumber",
   "city": "denver",
   "ai": 0,
   "google": 260
  },
  {
   "query": "plumber in portland",
   "shape": "city",
   "category": "plumber",
   "city": "portland",
   "ai": 50,
   "google": 3600
  },
  {
   "query": "best plumber in portland",
   "shape": "best_city",
   "category": "plumber",
   "city": "portland",
   "ai": 0,
   "google": null
  },
  {
   "query": "plumber in nashville",
   "shape": "city",
   "category": "plumber",
   "city": "nashville",
   "ai": 40,
   "google": 3600
  },
  {
   "query": "best plumber in nashville",
   "shape": "best_city",
   "category": "plumber",
   "city": "nashville",
   "ai": 0,
   "google": 90
  },
  {
   "query": "plumber in columbus",
   "shape": "city",
   "category": "plumber",
   "city": "columbus",
   "ai": 15,
   "google": 3600
  },
  {
   "query": "best plumber in columbus",
   "shape": "best_city",
   "category": "plumber",
   "city": "columbus",
   "ai": 0,
   "google": null
  },
  {
   "query": "plumber in raleigh",
   "shape": "city",
   "category": "plumber",
   "city": "raleigh",
   "ai": 45,
   "google": 2400
  },
  {
   "query": "best plumber in raleigh",
   "shape": "best_city",
   "category": "plumber",
   "city": "raleigh",
   "ai": 0,
   "google": 30
  },
  {
   "query": "plumber in tucson",
   "shape": "city",
   "category": "plumber",
   "city": "tucson",
   "ai": 62,
   "google": 2900
  },
  {
   "query": "best plumber in tucson",
   "shape": "best_city",
   "category": "plumber",
   "city": "tucson",
   "ai": 0,
   "google": 260
  },
  {
   "query": "plumber in boise",
   "shape": "city",
   "category": "plumber",
   "city": "boise",
   "ai": 15,
   "google": 2400
  },
  {
   "query": "best plumber in boise",
   "shape": "best_city",
   "category": "plumber",
   "city": "boise",
   "ai": 0,
   "google": null
  },
  {
   "query": "coffee shop in austin",
   "shape": "city",
   "category": "coffee shop",
   "city": "austin",
   "ai": 235,
   "google": 2400
  },
  {
   "query": "best coffee shop in austin",
   "shape": "best_city",
   "category": "coffee shop",
   "city": "austin",
   "ai": 130,
   "google": 8100
  },
  {
   "query": "coffee shop in denver",
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   "category": "coffee shop",
   "city": "denver",
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   "google": 8100
  },
  {
   "query": "best coffee shop in denver",
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   "category": "coffee shop",
   "city": "denver",
   "ai": 152,
   "google": 5400
  },
  {
   "query": "coffee shop in portland",
   "shape": "city",
   "category": "coffee shop",
   "city": "portland",
   "ai": 223,
   "google": 6600
  },
  {
   "query": "best coffee shop in portland",
   "shape": "best_city",
   "category": "coffee shop",
   "city": "portland",
   "ai": 114,
   "google": 6600
  },
  {
   "query": "coffee shop in nashville",
   "shape": "city",
   "category": "coffee shop",
   "city": "nashville",
   "ai": 252,
   "google": 12100
  },
  {
   "query": "best coffee shop in nashville",
   "shape": "best_city",
   "category": "coffee shop",
   "city": "nashville",
   "ai": 33,
   "google": 5400
  },
  {
   "query": "coffee shop in columbus",
   "shape": "city",
   "category": "coffee shop",
   "city": "columbus",
   "ai": 102,
   "google": 8100
  },
  {
   "query": "best coffee shop in columbus",
   "shape": "best_city",
   "category": "coffee shop",
   "city": "columbus",
   "ai": 75,
   "google": 1600
  },
  {
   "query": "coffee shop in raleigh",
   "shape": "city",
   "category": "coffee shop",
   "city": "raleigh",
   "ai": 105,
   "google": 6600
  },
  {
   "query": "best coffee shop in raleigh",
   "shape": "best_city",
   "category": "coffee shop",
   "city": "raleigh",
   "ai": 62,
   "google": 2400
  },
  {
   "query": "coffee shop in tucson",
   "shape": "city",
   "category": "coffee shop",
   "city": "tucson",
   "ai": 37,
   "google": 4400
  },
  {
   "query": "best coffee shop in tucson",
   "shape": "best_city",
   "category": "coffee shop",
   "city": "tucson",
   "ai": 4,
   "google": 320
  },
  {
   "query": "coffee shop in boise",
   "shape": "city",
   "category": "coffee shop",
   "city": "boise",
   "ai": 101,
   "google": 590
  },
  {
   "query": "best coffee shop in boise",
   "shape": "best_city",
   "category": "coffee shop",
   "city": "boise",
   "ai": 55,
   "google": 90
  },
  {
   "query": "law firm in austin",
   "shape": "city",
   "category": "law firm",
   "city": "austin",
   "ai": 143,
   "google": 1000
  },
  {
   "query": "best law firm in austin",
   "shape": "best_city",
   "category": "law firm",
   "city": "austin",
   "ai": 1,
   "google": null
  },
  {
   "query": "law firm in denver",
   "shape": "city",
   "category": "law firm",
   "city": "denver",
   "ai": 135,
   "google": 880
  },
  {
   "query": "best law firm in denver",
   "shape": "best_city",
   "category": "law firm",
   "city": "denver",
   "ai": 60,
   "google": 10
  },
  {
   "query": "law firm in portland",
   "shape": "city",
   "category": "law firm",
   "city": "portland",
   "ai": 92,
   "google": null
  },
  {
   "query": "best law firm in portland",
   "shape": "best_city",
   "category": "law firm",
   "city": "portland",
   "ai": 0,
   "google": null
  },
  {
   "query": "law firm in nashville",
   "shape": "city",
   "category": "law firm",
   "city": "nashville",
   "ai": 66,
   "google": 880
  },
  {
   "query": "best law firm in nashville",
   "shape": "best_city",
   "category": "law firm",
   "city": "nashville",
   "ai": 0,
   "google": null
  },
  {
   "query": "law firm in columbus",
   "shape": "city",
   "category": "law firm",
   "city": "columbus",
   "ai": 52,
   "google": null
  },
  {
   "query": "best law firm in columbus",
   "shape": "best_city",
   "category": "law firm",
   "city": "columbus",
   "ai": 38,
   "google": null
  },
  {
   "query": "law firm in raleigh",
   "shape": "city",
   "category": "law firm",
   "city": "raleigh",
   "ai": 12,
   "google": null
  },
  {
   "query": "best law firm in raleigh",
   "shape": "best_city",
   "category": "law firm",
   "city": "raleigh",
   "ai": 1,
   "google": null
  },
  {
   "query": "law firm in tucson",
   "shape": "city",
   "category": "law firm",
   "city": "tucson",
   "ai": 0,
   "google": null
  },
  {
   "query": "best law firm in tucson",
   "shape": "best_city",
   "category": "law firm",
   "city": "tucson",
   "ai": 0,
   "google": null
  },
  {
   "query": "law firm in boise",
   "shape": "city",
   "category": "law firm",
   "city": "boise",
   "ai": 0,
   "google": 320
  },
  {
   "query": "best law firm in boise",
   "shape": "best_city",
   "category": "law firm",
   "city": "boise",
   "ai": 0,
   "google": null
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  {
   "query": "hair salon in austin",
   "shape": "city",
   "category": "hair salon",
   "city": "austin",
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   "google": 8100
  },
  {
   "query": "best hair salon in austin",
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   "category": "hair salon",
   "city": "austin",
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   "google": 1300
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  {
   "query": "hair salon in denver",
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   "google": 4400
  },
  {
   "query": "best hair salon in denver",
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   "category": "hair salon",
   "city": "denver",
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   "google": 1000
  },
  {
   "query": "hair salon in portland",
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  },
  {
   "query": "best hair salon in portland",
   "shape": "best_city",
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   "city": "portland",
   "ai": 4,
   "google": 1000
  },
  {
   "query": "hair salon in nashville",
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   "category": "hair salon",
   "city": "nashville",
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   "google": 4400
  },
  {
   "query": "best hair salon in nashville",
   "shape": "best_city",
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   "city": "nashville",
   "ai": 6,
   "google": 720
  },
  {
   "query": "hair salon in columbus",
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  },
  {
   "query": "best hair salon in columbus",
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  },
  {
   "query": "hair salon in raleigh",
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  },
  {
   "query": "best hair salon in raleigh",
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   "ai": 0,
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  },
  {
   "query": "hair salon in tucson",
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   "category": "hair salon",
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  },
  {
   "query": "best hair salon in tucson",
   "shape": "best_city",
   "category": "hair salon",
   "city": "tucson",
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  },
  {
   "query": "hair salon in boise",
   "shape": "city",
   "category": "hair salon",
   "city": "boise",
   "ai": 4,
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  },
  {
   "query": "best hair salon in boise",
   "shape": "best_city",
   "category": "hair salon",
   "city": "boise",
   "ai": 2,
   "google": 210
  }
 ]
}