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Waseit

Waseit study · US · collected 2026-09-13

Which auto repair shops do AI assistants recommend in New York?

We asked ChatGPT and Gemini 4 real buying questions about auto repair shops in New York - 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.Gotham Auto Workscited 1 time · by ChatGPT
  • 2.Muffler Mancited 1 time · by ChatGPT
  • 3.B & R Auto Servicecited 1 time · by ChatGPT
  • 4.Brooklyn Automotivecited 1 time · by ChatGPT
  • 5.Joes Auto Repaircited 1 time · by ChatGPT
  • 6.Clinton Auto Repaircited 1 time · by ChatGPT
  • 7.L & L Auto Repaircited 1 time · by ChatGPT
  • 8.Park Avenue Auto Bodycited 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 New York

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