AI VISIBILITY SCOREAS OF 2026-08-01 · ENGAGEMII INDEX
6.7/ 10

1.7 since Jun 2026

#33,463 OF 922,632 IN EDUCATION

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

Marginal Revolution University

Marginal Revolution University

Unclaimed

mru.org · Education

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

AI engines read this profile 11 times

Meta AI · ChatGPT · Claude · Apple Intelligence

#33,463 of 922,632 in Education for AI visibility

7

AEO Visibility

i

Visible · 6.7/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

8

AI Adoption

i

Basic · 8/100

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About Marginal Revolution University

from our crawl and measurement

Marginal Revolution University is a business whose own site puts it this way: "Learn economics on your time. MRU provides over 900 free videos, taught by top economists." Its AI visibility score is 6.6 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, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity. What holds it back is structured data describing the business and credibility markers like credentials or reviews.

Off the page, other sites link to it and it comes up on Reddit. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and nobody is discussing it where AI engines look. None of that can be fixed on the page: it has to be earned.

It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2012.

Industry · Education
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

2

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

8

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 Authority

4

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

1

Press and news coverage.

Community

0

No community discussion yet.

Social Mentions

5

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 6.7/10, Marginal Revolution University has a working base to build on - fixable, and the signals above are where to start.

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Picked for Marginal Revolution University: 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/mru-org

Cite this score: Engagemii (2026). "AEO Score for Marginal Revolution University." Retrieved from https://engagemii.com/aeo/brands/mru-org

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

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