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How often do ChatGPT and Claude name collision repair shops in West Palm Beach?
We asked “collision repair in West Palm Beach” 30 times across ChatGPT and Claude and checked 38 local collision repair shops with their own websites.
31/100average AI Recommendation Score
11 of 38collision repair shops named at least once
55%have no business details for machines (structured data) on their home page
32%show no opening hours on their home page
5%block at least one AI crawler
Named most often
- 1Fantastic Finishes28 of 30 answers
- 2Andy's Auto Body & Paint25 of 30 answers
- 3Crash Champions West Palm Congress18 of 30 answers
- 4Napleton Collision Center18 of 30 answers
- 5Greg's Body and Paint17 of 30 answers
What the named ones have in common
- 18% of the collision repair shops we checked don't name West Palm Beach 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. 38 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.