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How often do ChatGPT and Claude name transmission shops in West Palm Beach?
We asked “transmission repair in West Palm Beach” 30 times across ChatGPT and Claude and checked 20 local transmission shops with their own websites.
31/100average AI Recommendation Score
5 of 20transmission shops named at least once
70%have no business details for machines (structured data) on their home page
50%show no opening hours on their home page
5%block at least one AI crawler
Named most often
- 1Auto Trans M.D.28 of 30 answers
- 2Lake Worth Transmission Repair Shop20 of 30 answers
- 3Affordable Transmission17 of 30 answers
- 4AAMCO Transmissions & Total Car Care15 of 30 answers
- 5Precise Auto & Transmission Repair15 of 30 answers
What the named ones have in common
- 60% of the transmission 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. 20 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.