AI Visibility Index
How often do ChatGPT and Claude name auto repair shops in Sarasota?
We asked “best mechanic in Sarasota” 30 times across ChatGPT and Claude and checked 48 local auto repair shops with their own websites.
32/100average AI Recommendation Score
22 of 48auto repair shops named at least once
40%have no business details for machines (structured data) on their home page
21%show no opening hours on their home page
4%block at least one AI crawler
Named most often
- 1Jesse's Garage European Auto Repair20 of 30 answers
- 2Sherman's Auto Repair20 of 30 answers
- 3Beiler's Auto Repair Inc.16 of 30 answers
- 4Dave's Auto Repair15 of 30 answers
- 5Renn Haus of Sarasota14 of 30 answers
What the named ones have in common
- 6% of the auto repair shops we checked don't name Sarasota on their home page, which makes it harder for an assistant to connect them to local questions.
- Your own Tailored Growth Report checks each of these for your business, with the evidence.
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Tested 2026-10-19. Answers change from run to run; these counts describe this test only, not a ranking. Businesses are named only when the assistants named them; we never single out a business for doing badly.