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AI Visibility Scorecard
Open Source Society University
ossu.dev · Technology
Somewhat visible. AI bots can read Open Source Society University, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#250,847 of 2,811,265 in Technology for AI visibility
6
/10
AEO Score
About Open Source Society University
from our crawl and measurement
Open Source Society University describes itself simply: "Empowering learners to master college curricula through free resources. Choose a major and start today!." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.0 out of 10, readable in places and missing in others.
On the page it is passable on basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business, a heading structure that lays out what it offers, a clearly stated business identity and credibility markers like credentials or reviews.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established, there is little discussion of it and it barely surfaces on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business and there is no press coverage to draw on.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 129 words.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
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
8
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
3
Forum and community discussion.
3
Reddit mentions and discussion.
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 6/10, Open Source Society University has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Open Source Society University
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/ossu-dev
Cite this score: Engagemii (2026). "AEO Score for Open Source Society University." Retrieved from https://engagemii.com/aeo/brands/ossu-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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