Send the AI answer that worries you

I begin with actual AI and ChatGPT search answers, then separate the claims into category, authority, location, source, and buyer-fit evidence. After that I trace the wording and public sources that may have produced the answer. The final output is usually a repair plan, not a pile of generic content advice.

I work with B2B service firms, industrial suppliers, clinics, laboratories, legal and accounting practices, specialist consultancies, and other professional firms in the Lyon metro. The best fit is a firm with real authority that is hard to read through consumer-style signals alone.

Yes. I read French and English pages as connected surfaces because answer engines often borrow certainty from one language and uncertainty from the other. If the English page says “consulting” and the French page says something narrower, that mismatch can shape the answer.

I usually reply within a few working days. If the message includes the prompt, the answer, and the pages involved, I can give a more precise first response. Thin messages take longer because the first task is simply reconstructing the case.

A consultation is usually a focused review of one firm, one service category, or one buyer question. Larger projects cover prompt sets, source comparison, bilingual category alignment, and authority-signal repair. Fees sit in a professional project range, with continuing observation priced separately.

I do not write fake reviews, invent credentials, bury negative evidence, or make a firm look more specialized than it is. I also do not treat consumer local-service tactics as a cure for B2B visibility unless that logic is directly causing the AI error.