This paper introduces REVEAL, a novel framework for explainable AI-generated image detection that establishes a verifiable chain of forensic evidence. It leverages a new dataset, REVEAL-Bench, and an expert-grounded reinforcement learning approach to enhance detection accuracy, explanation fidelity, and cross-model generalization, addressing the limitations of prior methods based on surface-level pattern matching.