Finding 1
No business owns AI recommendations in any industry we tested
ChatGPT answers change from one neighborhood to the next. Across the 49 locations it named between 100 and 200 different businesses per industry (median 132). The most-named business in each industry appeared in at most 18 of 49 answers, and in a typical industry the leader showed up in only 9.
What it means: there is no single “AI ranking” to win. Visibility is earned neighborhood by neighborhood, which favors businesses with strong local signals in the places AI tools read.
- Restaurants200 top: 6/49
- CPAs182 top: 5/49
- Real estate agents157 top: 15/49
- Dentists156 top: 9/49
- Auto repair155 top: 8/49
- Roofers151 top: 6/49
- Therapists147 top: 5/49
- Electricians145 top: 7/49
- Law firms139 top: 3/49
- Landscapers132 top: 8/49
- Plumbers130 top: 13/49
- HVAC128 top: 9/49
- Coffee shops128 top: 10/49
- Car dealerships125 top: 14/49
- Financial advisors121 top: 18/49
- Chiropractors118 top: 5/49
- Custom home builders116 top: 16/49
- Personal injury110 top: 12/49
- Immigration lawyers100 top: 12/49