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AI Visibility Scorecard
College Guild
collegeguild.org · Education
Somewhat visible. AI bots can read College Guild, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#181,862 of 876,934 in Education for AI visibility
5.6
/10
AEO Score
About College Guild
from our crawl and measurement
"Enroll in free prison correspondence courses mailed by College Guild, empowering incarcerated learners with meaningful education. Start today." That is how College Guild introduces itself. 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 structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
6
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
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
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.
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, College Guild has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for College Guild
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 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collegeguild-org
Cite this score: Engagemii (2026). "AEO Score for College Guild." Retrieved from https://engagemii.com/aeo/brands/collegeguild-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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