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AI Visibility Scorecard
Ma Biodesign
mabiodesign.com · Technology
At 2.8/10, Ma Biodesign is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,326,142 of 2,596,770 in Technology for AI visibility
2.8
/10
AEO Score
About Ma Biodesign
from our crawl and measurement
Ma Biodesign is a business whose own site puts it this way: "Who We AreWhat We DoSymposium 2023We are an interdisciplinary team of scientists and educators pioneering Biodesign education.Who we areWe are an interdisciplinary team of scientists and." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.
On the page itself the strengths are clear: a clear heading structure. It is passable on partial sitemap and link coverage. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews, the technical files AI engines look for, such as llms.txt or an open robots.txt and structured data describing the business.
Off the page, almost no other sites link to it, 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. Those are earned elsewhere on the web, not fixed on the site itself.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
4
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
4
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
0
No inbound links found yet.
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 2.8/10, Ma Biodesign is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Ma Biodesign
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mabiodesign
Cite this score: Engagemii (2026). "AEO Score for Ma Biodesign." Retrieved from https://engagemii.com/aeo/brands/mabiodesign
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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