We run semantic AI on titles, descriptions and transcripts to ensure relevance, then check audience demographics, language and geo. Engagement is normalized (L30D ER%, views, cadence); fraud signals and reachability are flagged. The result: verified audience breakdowns, consistent ER trends, and contact-ready profiles.