The evolution of identity fraud in the AI era has made deepfake detection for banking essential for protecting financial ecosystems. Cybercriminals are leveraging deepfake technology to create realistic fake identities that compromise traditional KYC processes. Advanced systems such as deepfake KYC fraud detection and ai deepfake detection for KYC help banks identify synthetic media, secure customer onboarding, and reinforce AI cybersecurity frameworks for safer and more trusted digital banking operations.