For education
Applicants ask what it costs, who gets in and what happens afterwards. Most sites scatter those three facts or omit them.
The short answer
For education, AEO means publishing total cost, entry requirements and outcomes as plain, dated facts per programme. Answers are assembled from whichever source states the numbers most clearly, and that is often an aggregator, not the institution.
What ranked on 23 September 2026: Answers are assembled from aggregator sites and course directories, which restate institutional facts more plainly than the institutions do.
Last reviewed · 3 sources
The decision is high value and slow, made by someone comparing a few options on facts institutions publish inconsistently.
Claim and reality
Flip a card for what is actually true.
Claim
Fees are available on request.
Claim
Our prospectus covers all of this.
Claim
We publish outcomes in the annual report.
In order. Tick as you go, or copy the list.
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Questions
They state the facts plainly in one place. Publish the same facts at least as clearly.
Write the facts once, plainly, and both are served. Audience changes tone and channel, not whether the fee is on the page.
More so. Buyers compare several providers fast on price, duration and outcome.
Evidence, labelled
Each claim is labelled and sourced. Google rows speak only for Google.
Last reviewed · 3 sources
Education sits near the top of AI Overview coverage.
Hypothesis
Often repeated. The Conductor report I reviewed covers ten industries and does not break out education.
Source mix differs by engine.
Reported
YouTube led in AI Overviews. Wikipedia and Quora appeared more in AI Mode. Check which sources describe your programme.
Stated facts beat marketing language.
Hypothesis
Consistent with Google's non-commodity content advice. No controlled test for education found.
Go deeper
Next step
Send me your site and what you have tried. I will say which step comes first for you and which you can skip.