AI Visibility Scorecard
OEDB.org
hackcollege.com · Education
Somewhat visible. AI bots can read OEDB.org, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Claude · Apple Intelligence · Meta AI · ChatGPT
#91,866 of 937,395 in Education for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About OEDB.org
from our crawl and measurement
"Get the latest in online education. Find online courses and compare the top-ranked online bachelor's, master's, associate, and certificate programs." That is how OEDB.org introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.6 out of 10, readable in places, missing in others.
The site gets some of it right: it has structured data on the page (WebPage, ImageObject, BreadcrumbList), a readable heading structure. What holds it back is what is absent, including an llms.txt file, a sitemap.
AI crawlers have visited the site 4 times in our tracking, so the engines are already looking.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Fair
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 5.9/10, OEDB.org has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for OEDB.org
Which AI engines already crawl you
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for OEDB.org.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hackcollege
Cite this score: Engagemii (2026). "AEO Score for OEDB.org." Retrieved from https://engagemii.com/aeo/brands/hackcollege
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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