AI visibility score
4.2/ 10Fair
As of 2026-10-02 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Bee Driver

Bee Driver

Unclaimed

beedriver.fr

Borderline visible. AI bots can crawl Bee Driver, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

AI engines read this profile 1 times

Claude

<1

AI Naming Predictability

i

Rarely named · <1/100

Average 15

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4.2

AEO Visibility

i

Borderline · 4.2/10

Average 4.1

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses average 3. Claim your page and Engagemii is your first.

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55

Muse Index Score

i

AI agent readiness

Agent-ready · 55/100

Average 16

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0

AI Adoption

i

None detected · 0/100

Average 0

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About Bee Driver

from our crawl and measurement

Bee Driver is a Argenteuil, Val-d'Oise business whose own site puts it this way: "Auto-école privée nouvelle génération, siège à Argenteuil (Val-d'Oise): permis B boîte manuelle et automatique (B78), passerelle B78 vers B, moto A1/A2/A, permis poids lourd C, CE et D." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.

Our crawl found structured data on the page (Organization, WebSite, LocalBusiness), an llms.txt file for AI models and a sitemap.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Company ·
Bee Driver
Website ·
beedriver.fr
Location ·
Argenteuil, Val-D'Oise
Site status ·
Live (The website showed an active business site when last checked (Nov 1, 2026).)
Last scored ·
Oct 2, 2026

The 6 on-page signals AI reads

Strong · Good · Fair · Weak

Structured Data

Strong

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Strong

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Strong

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Strong

Sitemaps and entity links AI can follow.

The 6 off-page signals AI reads

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, Bee Driver is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

Bee Driver est-il un centre d'examen ?

Non. Bee Driver est une auto-école privée, ni un centre d'examen, ni une préfecture, ni un service de l'État. Nous ne pouvons pas joindre un inspecteur ni ton moniteur si tu es inscrit ailleurs. Pour une question sur un centre, chaque fiche de notre annuaire des centres d'examen t'indique qui contacter.

Combien de places d'examen Bee Driver a-t-il par mois ?

73 places d'examen par mois en moyenne sur les douze derniers mois, avec un record de 102 en septembre 2025. Nous publions le chiffre de chaque mois depuis notre agrément, sur la page des places d'examen en France.

Combien de temps pour obtenir le permis ?

La durée varie selon la formule choisie : Formule accélérée : 5 à 10 jours • Formule standard : 2 à 3 mois • Conduite accompagnée : 1 an minimum. Le délai dépend aussi de ta disponibilité et de ta progression.Voir plus sur formation

Quel est le taux de réussite de Bee Driver ?

Notre taux officiel 2025 affiche 45% (chiffre public), mais il est trompeur. Bee Driver dispose de tellement de places d'examen qu'on présente aussi des candidats formés ailleurs, souvent par d'autres auto-écoles, en moyenne avec 0 heure de formation chez nous, ce qui tire la moyenne officielle vers le bas.

Quel est le processus d'inscription ?

Le processus d'inscription se déroule en 4 étapes : 1. Remplis le formulaire en ligne • 2. Choisis ta formule • 3. Reçois ta confirmation par email ou WhatsApp.Voir plus sur inscription

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Picked for Bee Driver: How-To

How to Get Your Company Named by ChatGPT, Gemini, and Claude

When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.

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Source & Attribution

Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/beedriver-fr

Cite this score: Engagemii (2026). "AEO Score for Bee Driver." Retrieved from https://engagemii.com/aeo/brands/beedriver-fr

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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