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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.

Questions about this subject

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Is AI just naming my product, or really recommending it?

If AI only puts your product in a list, it has only named it. A stronger result is when AI explains why the product fits the shopper's need, compares it fairly with other choices, and gives the shopper a reason to consider it.

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