AI Visibility Scorecard
MDA AUTO 34
mda-auto34.com · Education
Borderline visible. AI bots can crawl MDA AUTO 34, 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
#861,070 of 937,776 in Education for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
-
Network Authority
iNot connected yet
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
?
AI Adoption
iNone detected · -/100
About MDA AUTO 34
from our crawl and measurement
"MDA AUTO 34, Vente de véhicules, motos et conteneurs à Montpellier." That is how MDA AUTO 34 introduces itself. When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- MDA AUTO 34
- Website ·
- mda-auto34.com
- Industry ·
- Education
- Location ·
- Montpellier, 76
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Sep 3, 2026
- Verified connections ·
- None yet
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 3.5/10, MDA AUTO 34 is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Pourquoi choisir MDA AUTO 34 ?
Depuis plus de 12 ans à Montpellier, expertise et confiance au cœur de chaque transaction. Qualité garantie Chaque véhicule est inspecté, contrôlé et certifié avant livraison.
Is this your brand?
The exact fixes for MDA AUTO 34
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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 September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mda-auto34
Cite this score: Engagemii (2026). "AEO Score for MDA AUTO 34." Retrieved from https://engagemii.com/aeo/brands/mda-auto34
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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