When to use it
AEO/GEO context
Review Site AEO Audit is part of the broader AEO/GEO system: visibility and citations show useful signals, but teams also need to understand interpretation, source influence, buyer framing, and content prioritization before deciding what to change.
Copy the review audit to track review themes, ratings context, buyer objections, competitor comparisons, and what owned content should clarify.
Copy the review-site auditWhen to use this
Use this when AI answers cite review sites, repeat review themes, or compare vendors through third-party profile language.
Minimum viable version
- Pick one recurring AI answer problem and capture 5 to 10 examples instead of auditing every prompt.
- Fill in only the fields needed to make a decision first: Review source, Profile/category fit, Repeated themes, Stale facts.
- Mark each row as update, investigate, monitor, defer, or escalate.
- Choose the three rows most likely to affect a buyer-facing answer.
Instructions
- Step 1
Inventory review profiles, category pages, alternatives pages, and comparison pages.
- Step 2
Check whether descriptions, categories, screenshots, and use cases match current positioning.
- Step 3
Summarize repeated positive and negative themes without inventing ratings or reviews.
- Step 4
Compare review-site language against AI answer language.
- Step 5
Update profiles you control and use broader patterns to inform content or product work.
Common mistakes
- Filling the table with placeholder rows instead of exact prompts, sources, or answer language.
- Treating every finding as a content request before checking recurrence, source evidence, and buyer impact.
- Using the review site AEO audit as an archive instead of a decision surface for what happens next.
Copyable table
| Review source | Profile/category fit | Repeated themes | Stale facts | AI answer overlap | Action |
|---|---|---|---|---|---|
| Software review profile | Old category tag | Strong reporting, setup takes time | Old feature description | Appears in comparison prompts | Refresh profile and create setup context |
| Alternatives list | Narrow use case | Best for monitoring | No diagnosis positioning | High | Improve category and comparison content |
Copy as Markdown
Paste this version into a document, spreadsheet, issue tracker, or team planning note.
| Review source | Profile/category fit | Repeated themes | Stale facts | AI answer overlap | Action |
| --- | --- | --- | --- | --- | --- |
| Software review profile | Old category tag | Strong reporting, setup takes time | Old feature description | Appears in comparison prompts | Refresh profile and create setup context |
| Alternatives list | Narrow use case | Best for monitoring | No diagnosis positioning | High | Improve category and comparison content |How to use it in a team meeting
- Give the team the review site AEO audit before the meeting so reviewers can add evidence, not opinions.
- Spend the first 10 minutes agreeing which rows are real buyer risks.
- Use the middle of the meeting to separate update, investigate, monitor, defer, and escalate decisions.
- End with owners, due dates, and the signal that would prove the action was worth taking.
What to do after completing it
- Update profiles you control and use broader patterns to inform content or product work.
- Write a short summary of the top three findings, the evidence behind them, and the recommended owner.
- Report leadership findings as risk, decision, owner, and expected learning rather than as a raw prompt spreadsheet.
FAQ
When should teams use the review site AEO audit?
Use this when AI answers cite review sites, repeat review themes, or compare vendors through third-party profile language. It is most useful when the team needs a shared working surface with fields such as Review source, Profile/category fit, Repeated themes.
What should happen after the template is filled out?
Update profiles you control and use broader patterns to inform content or product work. For the review site AEO audit, the completed table should change the backlog or the reporting narrative, not just archive another audit.
Where does Palmata fit?
Palmata is relevant when the team wants the review site AEO audit to become a more systematic content decision workflow instead of a manual spreadsheet.
What makes the completed template useful?
The useful version of the review site AEO audit has enough evidence to defend a next step: completed fields, real findings instead of placeholder rows, and a clear reason a row deserves action or deferral.