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AI Visibility Scorecard
mycodem.org · non-profit organization management
Borderline visible. AI bots can crawl COMITÉ POUR LE DÉVELOPPEMENT DE MUZAC, Inc., 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
Apple Intelligence
#377,976 of 624,462 in Nonprofits for AI visibility
4.5
/10
AEO Score
from our crawl and measurement
COMITÉ POUR LE DÉVELOPPEMENT DE MUZAC, Inc. is a business whose own site puts it this way: "Alienum phaedrum torquatos nec eu, vis detraxit periculis ex, nihil expetendis in mei." When AI engines look at it, they find little to work with. It scores 4.5 out of 10.
On its own pages the site does well on sitemaps and entity links AI can follow. It is passable on a workable page structure, a partly stated business identity and basic crawler access. What holds it back is credibility markers like credentials or reviews and structured data describing the business.
Off the page, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including Applebot (Siri). It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2012.
Higher is better · 0-10
Structured Data
1
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
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
5
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.
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 4.5/10, COMITÉ POUR LE DÉVELOPPEMENT DE MUZAC, Inc. is crawlable but under-signaled - fixable, and the signals above are where to start.
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Weekly ChatGPT & Claude citation tracking
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mycodem-org
Cite this score: Engagemii (2026). "AEO Score for COMITÉ POUR LE DÉVELOPPEMENT DE MUZAC, Inc.." Retrieved from https://engagemii.com/aeo/brands/mycodem-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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