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How often do ChatGPT and Claude name collision repair shops in Fort Lauderdale?
We asked “collision repair in Fort Lauderdale” 30 times across ChatGPT and Claude and checked 40 local collision repair shops with their own websites.
32/100average AI Recommendation Score
10 of 40collision repair shops named at least once
58%have no business details for machines (structured data) on their home page
35%show no opening hours on their home page
2%block at least one AI crawler
Named most often
- 1Fort Lauderdale Collision25 of 30 answers
- 2Body Craft USA17 of 30 answers
- 3Crash Champions Ft Lauderdale 8th17 of 30 answers
- 4Chrome Rose Automotive15 of 30 answers
- 5Rick Case Collision Center15 of 30 answers
What the named ones have in common
- 12% of the collision repair shops we checked don't name Fort Lauderdale 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. 40 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.