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Waseit

Waseit study · US · collected 2026-09-13

Which auto repair shops do AI assistants recommend in Houston?

We asked ChatGPT and Gemini 4 real buying questions about auto repair shops in Houston - the way customers actually ask. 22 names came back for this trade in this city.

1 name is cited by more than one assistant, out of 22 found. And the leader takes only 13% of citations: the field is open, nobody has taken it.

The names the assistants cite most

  • 1.Christian Brothers Automotivecited 2 times · by Gemini, ChatGPT
  • 2.AAMCO Transmissions & Total Car Carecited 2 times · by ChatGPT
  • 3.Firestone Complete Auto Carecited 2 times · by ChatGPT
  • 4.The Car Doctorcited 2 times · by ChatGPT
  • 5.Toyo-Techcited 2 times · by Gemini
  • 6.Westside Auto Proscited 1 time · by ChatGPT
  • 7.Midascited 1 time · by ChatGPT
  • 8.Baker Nissancited 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 Houston

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