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Waseit

Waseit study · US · collected 2026-09-13

Which HVAC contractors do AI assistants recommend in Miami?

We asked ChatGPT and Gemini 4 real buying questions about HVAC contractors in Miami - the way customers actually ask. 13 names came back for this trade in this city.

No name here is cited by more than one assistant: each of the 13 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.Air On Demandcited 2 times · by ChatGPT
  • 2.Cool Air USAcited 2 times · by ChatGPT
  • 3.Comfort Aircited 1 time · by ChatGPT
  • 4.Bakers Aircited 1 time · by ChatGPT
  • 5.A/C Repair Miamicited 1 time · by ChatGPT
  • 6.Enviro-Aircited 1 time · by ChatGPT
  • 7.Tropical Aircited 1 time · by ChatGPT
  • 8.M & M Air Conditioningcited 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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HVAC contractors in other cities

Other trades in Miami

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