Making your company readable by AI. Outside, and in. 
Is an LCP above 2 seconds “disqualifying for ChatGPT”?
A precise rule circulates: beyond 2 seconds of loading, ChatGPT would eliminate you. We looked for the evidence: vendor documentation, a measured terrain, sources and dates. · AI search
The house journal
Dated answers, not opinion posts.
Each entry answers a real question, naming its sources and its date. Two registers: AI search optimisation, and the Operational Method in SMEs.
What is an AI visibility figure worth now that the IAB has published its standard?
Since 3 August 2026 the IAB separates decision-grade measurement from directional noise. What the standard requires, where the French market stands, and what we still lack. · AI search
GEO, AEO, LLMO: What Means What, and Which Concerns You?
SEO, AEO, GEO, LLMO: what each acronym really refers to, and which concerns an SME that wants to know whether its pages appear in AI answers. · AI search
What does Google really require to be cited by AI in 2026?
Google does not promise any AI citation. Here is what its guidelines really let you control before publication, without selling certainty. · AI search
Why do the answer engines prefer a page of situations to a generic FAQ?
Answer engines prefer a page of situations because it sets out the whole problem. Not the series of pieces to glue back together. · AI search
How can you connect your company to an entity that ChatGPT, Claude and Gemini recognize?
To connect your company to an entity that ChatGPT, Claude and Gemini recognize, its public identity must be made resolvable. · AI search
Why does publishing all of your prices help you to be cited by AI systems?
Publishing all of your prices helps you to be cited. Why? Because a public price gives the answer engine clear information: an amount, an offer, a… · AI search
My site has already been optimized: should everything be redone for answer engines?
No. A site that has already been worked on often keeps a useful part of its foundation. But visibility with answer engines requires separating two things... · AI search
How can you make a catalog of hundreds of products readable by ChatGPT and answer engines?
Make it readable by replacing the large block of product sheets with clear, stable, linked pages. A clear address for each product. · AI search
How can you leave a closed website platform without losing your AI visibility?
You leave a closed platform without losing your AI visibility by treating the exit as a migration of evidence. · AI search
Why does publishing a versioned and dated price list help AI cite you?
Because it gives AI a published price. The price is stable. The price is verifiable. AI can attribute it without turning a private estimate into a public fact. · AI search
Can you do AI SEO when you already have a webmaster?
Yes. You can do AI SEO with a webmaster already in place. On one condition: separate three subjects. Keep the site standing. · AI search
Is a multilingual site better cited by AI systems, and what does it really cost?
Yes, a multilingual site can be better cited by AI systems. On one condition: each language must become useful proof for the target market, not a copy... · AI search
Where to start with AI in an SME: first workflow
Start using AI in an SME with one real workflow: scope its data, retain human decision-making and observe it in use before deciding what comes next. · The Operational Method
What ‘cited 1 in 3’ means in an AI citation report
Read an AI citation result as a fraction, not a score. See how the question set changes its meaning and how being cited differs from being recommended. · AI search
Structured data that helps B2B SMEs get cited
See which structured data helps a B2B SME become identifiable, connect offers to evidence and support citation by answer engines before marking up every page. · AI search
Do ChatGPT, Claude or Gemini cite your company?
Test whether ChatGPT, Claude and Gemini cite your company using client questions across several engines, then assess each citation and its evidence. · AI search
Why AI cites your competitor and not you
Your competitor may leave clearer public evidence: offers, reviews, mentions and structured data. See what answer engines find there, and not on your site. · AI search
Why scores out of 100 mismeasure AI visibility
A score out of 100 gives false precision. AI citation measurement separates presence, role, mention quality and sources within real business scenarios. · AI search
→ Measure what the engines answer about your company: the Diagnostic and the monthly programmes.
→ Transform a process inside your business: the Operational Method.