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Written from a measurement machine.

Thousands of measured rank rows, verbatim AI answers, 49-point map scans, real review markets. We publish what the numbers show, with the denominators printed, because a claim you can't expand into its evidence is just an opinion.

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Featured · AI visibility · August 2026

Does ChatGPT recommend your business? We asked 750 times.

Over two weeks our panels asked ChatGPT, Gemini, and Google's AI Mode roughly 750 buyer-style questions about two ordinary local businesses and stored every answer word for word. One is winning and doesn't know it. The other is invisible while a rival owns the conversation.

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