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How often do ChatGPT and Claude name auto repair shops in West Palm Beach?
We asked “best mechanic in West Palm Beach” 30 times across ChatGPT and Claude and checked 49 local auto repair shops with their own websites.
32/100average AI Recommendation Score
19 of 49auto repair shops named at least once
43%have no business details for machines (structured data) on their home page
22%show no opening hours on their home page
2%block at least one AI crawler
Named most often
- 1Master Techs Auto Repair15 of 30 answers
- 2Angel's Auto Care Center15 of 30 answers
- 3JFM Motorcars14 of 30 answers
- 4Schumacher Volkswagen of West Palm Beach14 of 30 answers
- 5Schumacher Volvo Cars of the Palm Beaches13 of 30 answers
What the named ones have in common
- 12% of the auto 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. 49 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.