Stop Measuring AI Like Ranking
How to measure AI visibility for a business by tracking description accuracy, citation presence, source stability and service-boundary correctness.
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.
Becoming Easier to Cite Than Aggregators
Why AI cites a directory rather than your site, and how a French business page can become the clearer primary source for AI answers.
Doorway Pages Make AI Trust Less
Why local doorway pages can weaken AI trust, confuse service-area signals, and make a French business harder to cite accurately.
Thin Landing Pages Lose to Dense Sources
Why a thin SEO landing page is often ignored by AI systems, and what depth French SMB pages need to become usable sources.
Exact Match Domains Need Entity Clarity
Why exact-match domains are weaker than clear entity proof, and how keyword domains can stop looking generic to AI systems.
Reviews Cannot Replace Business Proof
Why Google reviews and AI answers do not work the same way, and which non-review signals help AI describe a French business accurately.
When AI Reads the Homepage Instead
Why ChatGPT may ignore a product page and summarize your homepage instead, even when the product page is the page that matters.
Service Areas AI Keeps Getting Wrong
Why ChatGPT can give the wrong service area even when Google Business Profile is correct, and how on-site location wording repairs it.
Backlinks Do Not Write the Citation Sentence
Why backlinks may help Google rankings but not ChatGPT citations, and which visible credibility signals make a business page usable.
The English Page Explains More Than French
Why a French page can lose AI visibility when its English version gives clearer service proof than the local page.
Headings AI Can Quote Without Repair
Why AI-ready H1 headings need liftable wording, and how French SMBs can write headings that carry service, place and proof clearly.
Why Meta Copy Stops at Google
Why meta title and description work for Google snippets but not AI answers, and what on-page proof helps a business get cited.