Show me where the answer places you

I start with the category, not the homepage. I build a prompt set in French and English where needed, run repeated comparisons across answer surfaces, then count mentions, recommendations and first-position placements separately. After that I read the source trails and explain what seems to be moving the order.

I take on brand and category visibility questions where competitors matter: B2B services, specialist retail, industrial suppliers, professional services, software, and reputation-sensitive local or national brands. I work best when the client wants to understand why an answer names one company before another.

I usually reply within a few working days. If the request is clear, I answer with the next practical step: a short call, an audit scope, or a reason the work is not a fit.

I usually work from a short written brief, then a focused consultation or audit. Smaller reviews sit in the low four-figure range, while deeper competitive audits and advisory engagements run higher depending on the number of competitors, languages and prompt sets.

Yes. I test French and English separately because they do not behave like mirror versions of each other. A brand can look strong in one language and nearly absent in the other.

I decline mass prompt screenshots, fake review plans, reputation laundering, and generic content calendars. I also avoid promises of a fixed ranking inside any AI system. I explain the evidence, the order, and the repairs that can make a stronger position more likely.

I can begin with public evidence, competitor pages, prompt sets and search-visible material. Internal context helps later, especially for positioning and category language, but I do not need private dashboards to diagnose the public answer pattern.