We run multi-step checks: semantic AI tags to find creators by location/titles, audience sampling for geo/language/gender, fraud detection (bot patterns, engagement anomalies), 30-day ER and view normalization, and contact exports for outreach. For queries like what youtubers live in wisconsin we surface vetted matches with these metrics.