Ecommerce Brands Topic

Measuring Product Recognition

Tell the difference between being named, compared, cited, and actually recommended.

A product can appear in an AI answer without being recommended.

To see what changed, keep the exact question, date, products shown, and the reason AI gave for each one.

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