Loading AEO Improvement…

AEO Improvement resource

Content Audit Checklist for Original Research and Evidence

Before publishing a research-led page, make the question, method and useful conclusion clear. A reader should be able to see what the evidence can support.

Updated October 20, 2026 · By AEO Improvement

Audit a fictional headline

Suppose a fictional software team times five onboarding walkthroughs with colleagues. "Users finish onboarding 40% faster" is too broad if there is no comparable baseline or customer sample. A more accurate heading is "What we learned from five internal onboarding walkthroughs." Describe the task, participants and observations before deciding what to change.

Complete the evidence record

Write the research question, source, sample or scope, collection period, method, comparison basis and limitations. For the fictional walkthrough, note whether everyone used the same account setup and whether the timer included help from a colleague. These conditions affect what the observation means.

Check the denominator and comparison

If you report a percentage, show the underlying counts and define the calculation. Keep collection methods and observation periods comparable. A change after a product edit is not automatically caused by the edit. When the baseline is missing, report what you observed rather than constructing one from memory.

Give the reader the useful result

A small study can still identify a practical issue. If several walkthroughs stalled at an unclear field, show the field and the proposed wording change, using authorized material. Explain why that change is worth testing. Do not turn the observation into a prediction about every user’s completion time.

Review the publishing details

Confirm permissions, factual authorship, the collection date, source links and the distinction between observed results and proposed actions. Keep private information out of screenshots and downloads. Add an update when the underlying evidence changes. A visible date alone does not make old findings current. End with the decision the research supports and the evidence needed for the next check.

Audit your page before you rewrite it

AEO Improvement checks visible technical, content, and AI-readiness signals. Use the results as a prioritized starting point, then validate changes against your real audience and Search Console data.

Run a free audit

Framework credit: Cyrus Shepard and Zyppy Signal's Content Effort framework. This guide adds AEO Improvement's own practical interpretation and does not reproduce the source text.

To apply the framework to a commercial page, read our service-page improvement walkthrough. For the wider sequence, see what to fix first for SEO and GEO.