The article highlights the challenges of reproducibility in financial AI systems, particularly due to the nondeterminism introduced by advanced models like deep neural networks and Generative AI. It proposes a new evaluation framework to enhance auditability and reliability in regulated financial applications such as credit scoring and fraud detection.