Review sheet

AI visibility review sheet

Define the panel before interpreting a change. Keep recommendations, source links and identified visits separate.

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View the fictional counting example

One engine; 100 completed answers; 4 failed runs recorded separately under a predeclared exclusion rule. There are 18 brand mentions, 7 suitable recommendations among those mentions and 24 answers linking to the website. The groups overlap. A later comparable period with 21 mentions in 100 answers is up 3 percentage points. These are fictional counts, not Peec dashboard data or client results.

Panel and period Panel name and version Engine that produced the answer Country and language Period start Period end Exact questions and their origin Failure and exclusion rule

Observed counts Completed answers Failed runs Answers naming the brand Answers recommending it for the task Answers linking to the company site

Enter completed answers and counts to calculate illustrative manual rates.

Answer review Answer text or retrievable reference Source page and relevant passage Why the recommendation does or does not fit the task Substantive page change and publication date Next investigation Identified sessions or qualified opportunities, with separate source and dates

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