AI Visibility Scorecard
meddevdesign.mit.edu
meddevdesign.mit.edu · Healthcare
Somewhat visible. AI bots can read meddevdesign.mit.edu, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#137,933 of 921,522 in Healthcare for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About meddevdesign.mit.edu
from our crawl and measurement
MIT MEDICAL DEVICE DESIGN Engineering Solutions to Clinical Challenges describes itself simply: "We work together in small teams, following a 14-week, industry-modelled, design process, from problem definition, through building proof-of-concepts and evaluating their performance." Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
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
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
Good
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
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 5.6/10, meddevdesign.mit.edu has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for meddevdesign.mit.edu
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/meddevdesign-mit-edu
Cite this score: Engagemii (2026). "AEO Score for meddevdesign.mit.edu." Retrieved from https://engagemii.com/aeo/brands/meddevdesign-mit-edu
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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