We flag inauthentic behavior by combining engagement patterns, audience composition and posting consistency. Signals include abnormal ER spikes, unrealistic view distributions, sudden subscriber surges, unsupportive audience geos/languages, and incoherent hashtag/content matches. Our AI cross-checks these patterns to surface likely fraud.