AI Visibility Scorecard
I4OA: Initiative for Open Abstracts
i4oa.org · Education
Somewhat visible. AI bots can read I4OA: Initiative for Open Abstracts, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 12 times
Meta AI · Claude · Apple Intelligence
#6,430 of 937,796 in Education for AI visibility
69
5
AEO Visibility
iBorderline · 5.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About I4OA: Initiative for Open Abstracts
from our crawl and measurement
"The Initiative for Open Abstracts (I4OA) is a collaboration between scholarly publishers, infrastructure organizations, librarians, researchers and other interested parties to advocate and." That is how I4OA: Initiative for Open Abstracts introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, visible credibility markers and sitemaps and entity links AI can follow. It is passable on basic crawler access. What holds it back is a clearly stated business identity and structured data describing the business.
Away from its own site, other sites link to it and AI engines recognise it as a distinct business. There is some, but not much, sign that the domain is only lightly established and it barely surfaces on Reddit. Beyond that, there is no press coverage to draw on and nobody is discussing it where AI engines look.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
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
Weak
Little domain authority yet.
Reference Presence
Strong
Recognized in AI knowledge graphs.
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 5.4/10, I4OA: Initiative for Open Abstracts has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Why does I4OA promote submission of abstracts specifically to Crossref?
While I4OA promotes the open availability of scholarly abstracts in general, it specifically recommends submission of abstracts to Crossref.
Is this your brand?
The exact fixes for I4OA: Initiative for Open Abstracts
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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/i4oa-org
Cite this score: Engagemii (2026). "AEO Score for I4OA: Initiative for Open Abstracts." Retrieved from https://engagemii.com/aeo/brands/i4oa-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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