We flag inauthentic audience behavior by combining engagement and audience signals: anomalous ER spikes, sudden subscriber surges, low audience reach vs. subscribers, repeated commenter accounts, geographic/language mismatches, and inconsistent posting cadence. Those signals feed fraud scores and highlight accounts for deeper review.