From fake pay stubs to fabricated bank statements, AI-generated documents are becoming increasingly realistic, inexpensive to produce and difficult to detect. Deepfake detection requires addressing Forensic Details, Domain-Specific Reasoning, Metadata Anomalies, Formatting Quirks, Image-Level Artifacts, and Behavioral Clues.