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Waseit

Waseit study · US · collected 2026-09-13

Which auto repair shops do AI assistants recommend in Philadelphia?

We asked ChatGPT and Gemini 4 real buying questions about auto repair shops in Philadelphia - the way customers actually ask. 23 names came back for this trade in this city.

No name here is cited by more than one assistant: each of the 23 businesses found comes from a single engine. This is a field without consensus - being cited by one says nothing about the others.

The names the assistants cite most

  • 1.AAMCO Transmissions and Total Car Carecited 2 times · by ChatGPT
  • 2.Fairmount Auto Repaircited 2 times · by Gemini
  • 3.Davis Automotivecited 1 time · by ChatGPT
  • 4.M&M Automotivecited 1 time · by ChatGPT
  • 5.Dunphy Ford Service Centercited 1 time · by ChatGPT
  • 6.Dunbar’s Auto Bodycited 1 time · by ChatGPT
  • 7.Master Auto Carecited 1 time · by ChatGPT
  • 8.The Car Doctorcited 1 time · by ChatGPT

Counts are citations across our sampled answers for this trade and city, collected 2026-09-13 via the assistants' APIs. Answers vary between runs - across the whole study, assistants agreed with each other on only 3% of names. A snapshot, honestly labeled, not a permanent ranking.

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Auto repair shops in other cities

Other trades in Philadelphia

Full dataset and method: the 2026 US study (872 answers, 218 trade×city cells) · our methodology