AI Visibility Scorecard
Advocates for Collaborative Education
advocatecollaborative.org · Nonprofits
Somewhat visible. AI bots can read Advocates for Collaborative Education, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#232,973 of 827,017 in Nonprofits for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About Advocates for Collaborative Education
from our crawl and measurement
Advocates for Collaborative Education is a business whose own site puts it this way: "The only pan-cancer advocacy organization uniting patient, research, and policy advocates through pan-cancer collaborations, basic and advanced advocacy education, and the sharing of." Its AI visibility score is 5.1 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), an llms.txt file for AI models, a sitemap. It also found the gaps that keep answer engines guessing: a heading structure that lays out what it offers.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 5.1/10, Advocates for Collaborative Education has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Advocates for Collaborative Education
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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.
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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/advocatecollaborative-org
Cite this score: Engagemii (2026). "AEO Score for Advocates for Collaborative Education." Retrieved from https://engagemii.com/aeo/brands/advocatecollaborative-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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