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Send the answer that worries you

I work best from a concrete AI answer, a visible source set, and a business that needs to be named, placed, classified, cited, or updated more accurately. A vague fear about “AI visibility” is less useful than one sentence that already went wrong, one listing that keeps winning, or one visit claim that no longer fits.

Send the AI answer, the exact query if you have it, and the business page or listing you believe should have shaped the result. I take work on Bordeaux estates, négociants, cooperatives, oenotourism offers, and artisan food producers where the problem is naming, place, appellation, entity type, source path, or freshness. I do not take reputation laundering, fake scarcity claims, review manipulation, or broad content production with no answer evidence.

How to reach you

How to reach you

Frequent questions

How do you usually work?

I begin with the answer as it appears. I split it into name, place, appellation, entity type, offer, source, and freshness, then compare the wording against owned pages and public profiles. After that I give you a correction plan, not a pile of general advice.

Which topics do you take on?

I take on Bordeaux and Gironde visibility problems around châteaux, négociants, cooperatives, visit operators, and artisan food producers. The best cases involve wrong naming, missing appellation, borrowed claims, weak bilingual evidence, outdated availability, or a source path dominated by marketplaces and guides.

How quickly do you answer?

I usually reply within a few working days. If the message includes the AI answer, the query that produced it, and the pages you think should have been read, I can judge the fit much faster.

What does a consultation look like?

A small consultation is usually a focused review of one answer pattern and the sources behind it. A larger project can cover French and English query sets, citation paths, owned-page corrections, public profile cleanup, and a short observation routine.

What does it usually cost?

Project work usually ranges from $3,800 to $14,000, depending on the number of query themes, source surfaces, and bilingual corrections involved. Continuing observation usually ranges from $1,800 to $5,500 per month.

What do you not take on?

I do not write fake reviews, invent awards, bury inconvenient source facts, or make a producer sound larger than it is. I also do not replace wine, legal, export, hospitality, or advertising advice. My work is answer visibility and source clarity.

Do you work in French and English?

Yes. I treat French and English pages as connected evidence, because answer engines often move between them without warning. A clean French sentence and a loose English summary can easily fight each other in the same machine answer.

One wrong AI sentence can show where the source shelf collapsed.

Send the sentence. I will read the dust line first.

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