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How often do ChatGPT and Claude name collision repair shops in Miami?
We asked “collision repair in Miami” 30 times across ChatGPT and Claude and checked 42 local collision repair shops with their own websites.
31/100average AI Recommendation Score
9 of 42collision repair shops named at least once
62%have no business details for machines (structured data) on their home page
24%show no opening hours on their home page
2%block at least one AI crawler
Named most often
- 1South FL Exotic Collision26 of 30 answers
- 2Moby Auto Collision Repair Center20 of 30 answers
- 3Precision Paint & Body Shop20 of 30 answers
- 4Crash Champions South Miami16 of 30 answers
- 5Collision Center of Miami-Dade16 of 30 answers
What the named ones have in common
- 7% of the collision repair shops we checked don't name Miami on their home page, which makes it harder for an assistant to connect them to local questions.
- Your free AI score checks each of these for your business, with the evidence.
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Tested 2026-10-25 on ChatGPT and Claude, through their official developer interfaces with web search on. 42 businesses, 30 recorded answers. 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. How we test. See something wrong? Tell us and we’ll check it and correct the page.