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AI Visibility Scorecard

MNA GROUPE

MNA GROUPE

Unclaimed

mnagroupe.com · Other

Borderline visible. AI bots can crawl MNA GROUPE, 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

4.3

/10

AEO Score

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About MNA GROUPE

from our crawl and measurement

"Aller au contenu Audit NOS SERVICES AUDIT Audit des Systèmes d’InformationÉvaluez votre système informatique et identifiez et analysez les risques liés à votre environnement numérique." That is how Contact introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.

Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.

Industry · Other
Last scored · Aug 7, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

7

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

7

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 4.3/10, MNA GROUPE is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for MNA GROUPE

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for MNA GROUPE: 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 August 7, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/mnagroupe

Cite this score: Engagemii (2026). "AEO Score for MNA GROUPE." Retrieved from https://engagemii.com/aeo/brands/mnagroupe

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

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