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AI Visibility Scorecard
mepbuddy.com · Education
At 2.9/10, MEP Buddy — See who's on your rotation 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
#802,292 of 873,271 in Education for AI visibility
2.9
/10
AEO Score
from our crawl and measurement
MEP Buddy — See who's on your rotation describes itself simply: "Upload your Stanford MEP clerkship schedule, discover classmates on the same rotations, and connect with students who've been there before." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.6 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
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
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
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.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion 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 2.9/10, MEP Buddy — See who's on your rotation is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MEP Buddy — See who's on your rotation
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mepbuddy
Cite this score: Engagemii (2026). "AEO Score for MEP Buddy — See who's on your rotation." Retrieved from https://engagemii.com/aeo/brands/mepbuddy
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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