AI Visibility Scorecard
Edsource
edsource.org · Media & Entertainment
Somewhat visible. AI bots can read Edsource, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Meta AI · Claude · ChatGPT · Apple Intelligence
#63,161 of 1,966,627 in Media & Entertainment for AI visibility
6
AEO Visibility
iVisible · 6.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
?
AI Adoption
iNone detected · -/100
About Edsource
from our crawl and measurement
Edsource describes itself simply: "A nonprofit newsroom devoted to covering equity in education with in-depth analysis and data-driven journalism." Its AI visibility score is 6.3 out of 10: the engines can find it, but they do not have much to hold on to.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
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
Weak
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Good
Forum and community discussion.
Social Mentions
Good
Social discussion and mentions.
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 6.3/10, Edsource has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Edsource
Which AI engines already crawl you
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on May 13, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/edsource-org
Cite this score: Engagemii (2026). "AEO Score for Edsource." Retrieved from https://engagemii.com/aeo/brands/edsource-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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