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Who does AI name? We will count it in public.

The first count looks at HVAC, roofing, dentists, and garage doors in 10 US cities. We will ask ChatGPT, Gemini, Perplexity, Claude, and Google’s AI many times. Then we will share who gets named, who never does, and how often the answer changes.

Where it stands

  • We plan to collect answers Oct 21 to Oct 25, 2026, Pacific time. The study comes after that.
  • Each report will show the questions, how many times we asked, the dates, which AI, and the raw answers.
  • It will not include a made-up rank, or a claim about one shop from a small sample.

Coming next

  • First public count

    HVAC, roofing, dentists, and garage doors in 10 US cities. We plan to collect answers Oct 21 to Oct 25, 2026. Then we will study them.

  • More trades

    A lighter look at 20 more trades, like pool service, chimney sweeps, septic, and holiday lights. That wave has not started.

  • Fake listings

    We may check if AI names fake listings. We will share that only if the answers support it.

The 10 cities

  • Houston, TX
  • Phoenix, AZ
  • Atlanta, GA
  • Tampa, FL
  • Denver, CO
  • Columbus, OH
  • Kansas City, MO
  • Sacramento, CA
  • Boise, ID
  • Albany, NY

How we check

Email me the first report

One email when it is out. Then a short note each week. We are not sending mail yet.

I am

One email when the first public report is out. Then a short note each week. We are not sending mail yet.

We use public info about the business, plus the email you type so we can reply. Privacy policy