We combine profile and audience signals: semantic content analysis, hashtag/keyword matching, audience demographics, engagement patterns and recency. Fraud flags use reachability checks, abnormal ER or growth, share/view distributions and audience-market mismatches. All metrics pull from the rolling 30-day window for fast, normalized verification.