Research and guides

Measure AI search without hiding the uncertainty.

Original research, practical measurement guidance, and transparent analysis of how brands appear in AI-generated answers.

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Published notes

The first research note is in preparation.

Start with the published methodology and documentation. New research and field notes will appear here and in the RSS feed.

Foundation

Read the measurement contract first