We combined semantic relevance (video titles/transcripts, hashtags, bio keywords), audience verification (gender, geo, language, reachability), fraud detection and engagement scoring, and performance guardrails - follower tier, L30/90 ER averages, median/min/avg/max views, growth %, and last-post recency.