Document AI detects fraud by cross-validating data across documents (e.g., comparing income reported on tax returns vs. bank statements), identifying document tampering (manipulated PDFs, altered dates), and flagging suspicious patterns (large unexplained deposits, mismatched identities). It escalates high-risk applications for human review.