Generative AI is revolutionizing document fraud, enabling attackers to bypass KYC systems with hyper-realistic AI-generated IDs, deepfake faces, and metadata manipulation. This comprehensive guide explores emerging attack vectors, real-world fraud patterns, and the latest defensive strategies—such as EXIF analysis, active liveness detection, and synthetic media detection—to safeguard digital identity verification processes against this rapidly evolving threat landscape.