How do AI assistants decide which businesses to recommend?
Nobody outside the AI companies knows the exact rules, and they change. What is visible from the outside is consistent: assistants name businesses they can read about clearly, in sources they trust, that match the question asked.
What they can read
With web search on, an assistant fetches pages. If its crawler is blocked or your text needs JavaScript, it has nothing to read about you.
What other sources say
Answers often cite directories, review sites and “best of” lists. Being mentioned there, with correct details, gives assistants independent confirmation.
How well a page matches the question
A question like “emergency plumber open Sunday in Mesa” favors pages that say exactly that. General pages lose to specific ones.
Why it changes from run to run
The same question can produce different names each time. SparkToro found the same list of recommendations in under 1% of repeated runs (SparkToro). Measure rates over repeated runs, not single screenshots.
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Questions
Do reviews affect ChatGPT recommendations?
Review sites are among the sources AI answers cite for local businesses. Being listed with correct details and real reviews helps.
Is AI recommendation the same as Google ranking?
No. They overlap, because AI search uses web indexes, but an AI answer names only a few businesses and can change from run to run.