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AI Visibility Scorecard

OER Commons

OER Commons

Unclaimed

oercommons.org · higher education

Somewhat visible. AI bots can read OER Commons, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 2 times

Claude · Apple Intelligence

#20,785 of 902,029 in Education for AI visibility

6.8

/10

AEO Score

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About OER Commons

from our crawl and measurement

OER Commons is a business whose own site puts it this way: "OER Commons is a dynamic digital library and network. Explore open education resources and join our network of educators dedicated to curriculum improvement." Its AI visibility score is 6.8 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on a clear heading structure. It is passable on a few credibility markers, basic crawler access and partial sitemap and link coverage. What holds it back is a clearly stated business identity and structured data describing the business.

Off the page, other sites link to it, the domain reads as established, it turns up in press coverage and it comes up on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business and nobody is discussing it where AI engines look.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri). The business dates to 2023.

Industry · higher education
Last scored · Aug 1, 2026
Employees · 1-10
Founded · 2023

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

6

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

10

Inbound links from other sites.

Domain Trust

5

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

7

Press and news coverage.

Community

0

No community discussion yet.

Reddit

7

Reddit mentions and discussion.

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 6.8/10, OER Commons has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for OER Commons

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for OER Commons: AEO & AI Search

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 August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/oercommons-org

Cite this score: Engagemii (2026). "AEO Score for OER Commons." Retrieved from https://engagemii.com/aeo/brands/oercommons-org

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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