AI Visibility Scorecard
InCommon
incommonfederation.org · Education
Somewhat visible. AI bots can read InCommon, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Claude · ChatGPT · Apple Intelligence · Meta AI
#41,260 of 937,437 in Education for AI visibility
98
AI Naming Predictability
iAI names companies like this · 98/100
6
AEO Visibility
iVisible · 6.3/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
14
AI Adoption
iBasic · 14/100
About InCommon
from our crawl and measurement
InCommon describes itself simply: "The InCommon Federation enables secure single sign-on access and connects over 1,000 institutions, companies, and federal agencies." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.4 out of 10, readable in places, missing in others.
Under the hood there is structured data on the page (WebPage, BreadcrumbList, WebSite) and a readable heading structure, but the score is capped by what is missing: 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
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Strong
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
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 6.3/10, InCommon has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What’s in it for You?
Federated Single Sign-On. One set of credentials to access 6,000+ services. Global Resource Access. Extended access to international resources and collaborations through eduGAIN. Enhanced Security & Privacy. Standardized authentication protects user data while ensuring authorized access. Institutional Control. Flexibility to determine trusted partners and shared user information. Connectors for Whatever You Have.
Questions about InCommon Federation?
Our team is here to provide guidance and help you navigate your options. Reach out to us directly! Contact Us
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/incommonfederation-org
Cite this score: Engagemii (2026). "AEO Score for InCommon." Retrieved from https://engagemii.com/aeo/brands/incommonfederation-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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