Field notes

How AI reads French pages

The blog follows the practical edge of AI answer visibility for French SMBs: why a ranked page is ignored, how aggregators become easier sources, where English summaries flatten French service detail, and what makes a sentence liftable. I publish one long field note each week, one shorter page-rewrite teardown every two weeks, and a monthly AI answer drift note comparing how the same business type is described across major answer engines.

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FAQ Schema Without Quotable Answers

Why FAQ schema can earn Google rich results while your AI answer stays weak, and how French SMBs should phrase answers models can quote.

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When Page One Still Leaves ChatGPT Empty

Why ChatGPT may ignore a French SMB site that ranks on Google, and which GEO signals help AI answers cite the business correctly.

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Keyword Pages That Say Almost Nothing

Why an over-optimized service page reads as vague to AI, and how French SMBs can replace keyword stuffing with factual service sentences.