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citability diagnostic

Can AI engines read your site?

The score is computed on your page, live, and shown before you give us a single e-mail address. It takes about a minute.

Run the diagnostic

Home page or service page. No account, no card, no e-mail.

what the diagnostic measures

Four dimensions, twenty findings, nothing assumed

Readable structure 25 points

Title, meta description, a single H1, heading hierarchy with no skipped level, canonical URL, XML sitemap, robots.txt. What every engine reads before deciding whether to keep the page.

Citability 25 points

JSON-LD structured data and markup validity, declared entity, question-and-answer passages, dated freshness, access granted to GPTBot, ClaudeBot, PerplexityBot, OAI-SearchBot and Google-Extended, presence of an llms.txt.

Accessibility 25 points

Text alternatives, form labels, link text that makes sense out of context, accessible names for buttons, frame titles, table headers, declared language. WCAG 2.1 AA and RGAA criteria that can be checked on the served code.

Technical health 25 points

HTTPS, redirect chain, document weight, compression, and performance measured through Google's PageSpeed Insights API — the same engine that feeds the Core Web Vitals signals.

Want to understand it first ? Our page on GEO explains how a model picks the sources it cites.

The diagnostic reads the code your server actually serves. It guesses nothing : every point gained or lost matches a finding you can verify yourself. Colour contrast and keyboard navigation are not measured automatically — they need a rendered page and a human test, and they are part of the full audit.

and then

What we do with the diagnostic

Instrumented diagnostic
Free
The score, the findings and the three priority actions, immediately, with nothing asked in return.
Full audit, GEO and accessibility
690 € excl. VAT
Every template on the site, the citation test across six generative engines, a reasoned accessibility audit and a 45 minute debrief. Delivered within 5 working days. See what the service covers →
Remediation
from 1 900 € excl. VAT
We implement the fixes instead of describing them to you : markup, structure, accessibility, configuration files. It is what this studio did first, and still does.
Monthly citability tracking
290 € excl. VAT / month
A record of the citations obtained on generative engines, the month's fixes and content decisions. No minimum term.
frequently asked

What we get asked most

Is the audit really free?

Yes, and without an e-mail. The score and the findings are computed on your page the moment you start the analysis, then displayed on screen. You only give us your details if you want the full report and the citation test on generative engines, which take human work.

What is GEO?

Generative Engine Optimization means making content selectable and citable by generative engines — ChatGPT, Claude, Perplexity, Gemini, Copilot — rather than only rankable by Google. The levers differ: declared entities, extractable passages, dated freshness, robots granted access.

Does GEO replace SEO?

No. A generative engine leans heavily on pages the classic index has already found and judged reliable. GEO adds a layer: it makes content liftable once it has been found. The two are worked together, and our diagnostic measures both.

Why does accessibility belong in a visibility audit?

Because the mechanisms overlap. A properly ranked heading, a described image, a labelled field, a declared language: these are the same signals that make a page intelligible to a screen reader and to a language model. In Europe, accessibility is also a legal obligation for a range of organisations.

What happens if my site blocks AI crawlers?

No citation is possible. Many sites block GPTBot, ClaudeBot or PerplexityBot without knowing it, inherited from a configuration or a plugin. The diagnostic reads your robots.txt and tells you which ones are shut out.

Do you analyse the whole site or a single page?

The free diagnostic covers the address you enter, plus the domain's configuration files — robots.txt, sitemap.xml, llms.txt. The full audit covers every template on the site and the citation test across engines.

contact

A platform, SaaS or AI project ?

Describe what you need. We turn an institutional requirement into a solution that is reliable, secure and built to last.

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