AI Visibility Scorecard
CollabEd
collabed.org · Nonprofits
Somewhat visible. AI bots can read CollabEd, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Meta AI · Claude
#126,688 of 826,530 in Nonprofits for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
60
Muse Index Score
iAI agent readiness
Agent-ready · 60/100
0
AI Adoption
iNone detected · 0/100
About CollabEd
from our crawl and measurement
"CollabED is a free 501(c)(3) nonprofit educator collaboration platform offering K-12 teachers professional development, peer mentorship, classroom resources, wellbeing support, and." That is how CollabEd introduces itself. Its AI visibility score is 5.5 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 (NGO, EducationalOrganization, FAQPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including Meta AI and ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 5.5/10, CollabEd has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Why CollabED?
Research consistently shows that when teachers have access to collaborative peer communities, instruction improves, burnout decreases, and educators stay in the profession longer. CollabED exists to make that kind of support free and accessible to every educator.
What Is CollabED?
CollabED is a free educator collaboration platform built by K-12 teachers for K-12 teachers. As a federally recognized 501(c)(3) nonprofit, we bring together community, professional development, mentorship, classroom resources, and wellbeing support in one place, at no cost, ever. There are no paywalls, no premium tiers, and no hidden fees.
Is this your brand?
The exact fixes for CollabEd
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 CollabEd.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collabed-org
Cite this score: Engagemii (2026). "AEO Score for CollabEd." Retrieved from https://engagemii.com/aeo/brands/collabed-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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