We flag fraud by combining behavior and audience signals: sudden subscriber or view spikes, anomalous ER vs. subscriber size, inconsistent posting cadence, recycled hashtags/keywords, and audience improbabilities (ghost accounts, mismatched geo/language). Semantic and recent-30-day trend checks expose inauthentic engagement patterns.