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AI Visibility Scorecard
MLectio: The next generation of evals for reasoning models
mlectio.com · Education
Borderline visible. AI bots can crawl MLectio: The next generation of evals for reasoning models, 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
#682,893 of 860,518 in Education for AI visibility
3.6
/10
AEO Score
About MLectio: The next generation of evals for reasoning models
from our crawl and measurement
MLectio: The next generation of evals for reasoning models. describes itself simply: "MLectio buys university courses and exams, clears the rights, and turns them into the held-out evals AI labs measure against, authors funded, provenance documented." When AI engines look at it, they find little to work with. It scores 3.4 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
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
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
7
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 3.6/10, MLectio: The next generation of evals for reasoning models is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MLectio: The next generation of evals for reasoning models
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mlectio
Cite this score: Engagemii (2026). "AEO Score for MLectio: The next generation of evals for reasoning models." Retrieved from https://engagemii.com/aeo/brands/mlectio
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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