hello-formations.fr redirects to cdm-formations.fr. This page describes the site that domain now serves; the primary profile lives at cdm-formations.fr.
AI visibility score
3.1/ 10Weak

#873,199 of 937,379 in Education

As of 2026-10-02 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

CER Hello Formations AUTO MOTO CYCLO REMORQUE

CER Hello Formations AUTO MOTO CYCLO REMORQUE

Unclaimed

hello-formations.fr · Education

Borderline visible. AI bots can crawl CER Hello Formations AUTO MOTO CYCLO REMORQUE, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#873,199 of 937,379 in Education for AI visibility

3

AEO Visibility

i

Near-invisible · 3.1/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About CER Hello Formations AUTO MOTO CYCLO REMORQUE

from our crawl and measurement

"Accueil - L'auto-école CER Hello Formations et CHAMP DE MARS à NANTES, CARQUEFOU, au TEMPLE DE BRETAGNE, à SAUTRON et SAVENAY vous propose: 1 - les formations aux permis auto, avec trois." That is how Accueil introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.1 out of 10.

Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.

Industry · Education
Last scored · Oct 2, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Good

Clear headings and answer-style content.

Entity Clarity

Fair

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

Good

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

AI Discoverability

Fair

Sitemaps and entity links AI can follow.

Off-page authority

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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.1/10, CER Hello Formations AUTO MOTO CYCLO REMORQUE is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for CER Hello Formations AUTO MOTO CYCLO REMORQUE: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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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/hello-formations-fr

Cite this score: Engagemii (2026). "AEO Score for CER Hello Formations AUTO MOTO CYCLO REMORQUE." Retrieved from https://engagemii.com/aeo/brands/hello-formations-fr

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

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