Case Studies3 min read

Number One in English, Invisible in French — A Lyon Dentist's Language Paradox

Case study: A cosmetic dentistry practice in Lyon with 99+ reviews and 25+ years of experience scored 55/100. They dominated English AI queries but virtually disappeared when patients searched in French.

By AEO Media·

Being number one in one language and invisible in another isn't just a marketing gap. In a city like Lyon, it's a revenue gap measured in hundreds of thousands of euros.

The Practice

A cosmetic and implant dentistry practice in Lyon, France. The lead dentist had over 25 years of experience and a rare advantage: an in-house dental laboratory with four master technicians. Same-day crowns, custom work, quality control from chair to lab — all under one roof.

Their review profile was impressive: 99+ patient reviews across platforms, consistently strong ratings. By any traditional measure, this was a thriving, well-regarded practice.

What We Tested

We ran 12 queries across ChatGPT, Gemini, and Perplexity — 6 in English, 6 in French:

English queries:

  • "Best cosmetic dentist in Lyon"
  • "Dental implants Lyon France"
  • "Top-rated dentist Lyon"

French queries:

  • "Meilleur dentiste esthétique Lyon"
  • "Implants dentaires Lyon"
  • "Dentiste recommandé Lyon avis"

AEO Score: 55 out of 100.

But the aggregate number hid a dramatic split.

The Language Paradox

English queries: 5 out of 6 — near-perfect visibility. AI engines consistently recommended this practice when English speakers searched for a dentist in Lyon. The in-house lab was highlighted as a differentiator. Reviews were cited. The 25-year track record was mentioned.

French queries: 2 out of 6 — mostly invisible. When the same AI engines received the same questions in French, the practice largely vanished. Different practices were recommended — many with fewer reviews, less experience, and no in-house lab.

Same city. Same dentist. Same quality. Completely different AI results based on the language of the question.

Why This Happens

Lyon's dental market is overwhelmingly French-speaking. When patients search in French, AI engines draw from:

  • French dental directories (Doctolib, Pages Jaunes)
  • French-language reviews
  • French-language website content
  • French healthcare citation sources

This practice had invested heavily in international visibility — English directories, international dental tourism platforms, English-language content. That investment paid off for English queries. But the French-language foundation was thinner:

  • Doctolib profile existed but was basic
  • French reviews were a subset of the total (many reviews were from international patients in English)
  • Website French content was thinner than English content
  • French dental professional directories were incomplete

The Revenue Impact

Lyon has a significant but not dominant international population. Roughly 85% of dental patients search in French. That means:

  • English visibility (83%) captures roughly 15% of the market brilliantly
  • French invisibility (33%) means missing a huge share of the 85% majority market
  • For a cosmetic practice where procedures range from €1,500-€15,000, losing even 3-4 French-speaking patients per month to competitors = €54,000-€720,000 annually

The practice was excelling at the smaller slice and failing at the bigger one.

What Would Fix This

  1. Doctolib optimization — full profile with photos, specializations, and a review generation push for French-speaking patients
  2. French content expansion — dedicated French blog posts on cosmetic procedures, implant guides, and patient stories
  3. French directory completion — Pages Jaunes, Conseil National de l'Ordre des Chirurgiens-Dentistes
  4. French review campaign — specifically target French-speaking patients for Google and Doctolib reviews
  5. Bilingual schema markup — structured data in both French and English

The English foundation is already excellent. Bringing French visibility to the same level would take 4-6 weeks and essentially double the practice's AI-reachable market.

The Takeaway

In multilingual markets, AI visibility isn't one score — it's multiple scores, one per language. A practice can be number one in English and invisible in French, and the aggregate AEO Score will mask the problem entirely.

For any business in a city where patients search in more than one language, auditing by language isn't optional — it's essential. The revenue you're missing might be hiding in a language you assumed you had covered.

case studydentalFranceAI visibilityAEO ScoreLyoncosmetic dentistrymultilingual

Curious how AI sees your brand?

Get a free AEO visibility audit — we test real queries across ChatGPT, Gemini, Claude, and Perplexity.

Get Your Free Audit