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AI Visibility Scorecard
MCDA
mcda.com · Technology
Borderline visible. AI bots can crawl MCDA, 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
#2,235,729 of 2,708,166 in Technology for AI visibility
3.4
/10
AEO Score
About MCDA
from our crawl and measurement
MCDA is a business whose own site puts it this way: "Méhari Côte d'Azur vous propose plus de 5000 références de pièces détachées Méhari, 2CV, Dyane, Ami et bien d'autres !." When AI engines look at it, they find little to work with. It scores 3.1 out of 10.
Our crawl found structured data on the page (Organization, WebPage, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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.
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 3.4/10, MCDA is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MCDA
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mcda
Cite this score: Engagemii (2026). "AEO Score for MCDA." Retrieved from https://engagemii.com/aeo/brands/mcda
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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