A joint analysis by Kennedys Law and digital forensics firm S-RM examines how AI-detection tools that output probability scores (such as ‘86% likelihood of deepfake’) create legal admissibility challenges because courts require explainable, repeatable methodology. The authors argue that forensic reports combining audio-visual cues with metadata analysis offer the most defensible approach.