AI-enabled fraud is not a single control problem. It is a lifecycle problem. A manipulated document at onboarding, a cloned voice in a contact center, an anomalous device during account access, a new beneficiary, and an urgent payment narrative can all be parts of the same attack path. The most important question is not only whether a media artifact is fake. It is whether the full transaction story is coherent. At a Glance FinCEN has documented deepfake media and fraudulent identity documents in schemes targeting financial institutions. The FBI recorded 22,364 complaints with an AI-related descriptor and $893.3 million in adjusted losses in 2025. Deloitte estimates genera…
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