We cross-check creator signals and audience behavior: semantic content analysis, hashtag/keyword matches, and recent engagement patterns over a rolling 30‑day window. We normalize ER, views and cadence, run fraud-detection heuristics on follower quality and reachability, and surface audience gender, age, language and geo for verified risk flags.