How do you measure ROI on AI in lending?

You measure ROI on AI in lending by comparing workflow metrics before and after deployment. Track time to decision, analyst hours per loan, cost per loan, pull-through rate, rework rate, portfolio review cycle time, and exam findings. Capture a baseline for at least a month before the pilot; without it, there is no credible ROI story.