MentionPop research

Methods before metrics.

Original observations about AI crawler access, prompt sampling, citations, and answer surfaces—published with the method, dataset, and limitations required to interpret them.

Featured Research
Library

Evidence worth returning to.

Search all resources

MentionPop field notes

One useful AI visibility lesson. No manufactured urgency.

New research, implementation notes, and practical GEO/AEO methods. Unsubscribe whenever you want.