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How ChatGPT picks who to recommend (and why most local businesses don't get named)
The five signals that determine who gets cited by ChatGPT, Perplexity, and AI Overviews — and why most local businesses miss all of them.
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Write-ups from the work: what we tried on client sites, what moved, and what we stopped doing. 35 notes so far, newest first.

Featured
The five signals that determine who gets cited by ChatGPT, Perplexity, and AI Overviews — and why most local businesses miss all of them.


































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Tell us the business and the city. We ask ChatGPT and Google what your clients ask, screenshot what comes back, and send it over. If your site is the problem, we will say so and show you why.