We cross-check creator signals and audience behavior: semantic AI reads bios, captions and video transcripts; engagement is normalized (ER%, views, cadence) over 30 days; audience demographics and reachability are tested for anomalies; fraud flags surface sudden growth, inauthentic engagement patterns and audience-location mismatches—so you see verified audience quality, not just follower counts.