conference:
Use cases with high volume, heavy manual work, and low decision risk usually pay back fastest: document AI, financial spreading, and covenant monitoring. They are easy to measure in hours saved and exceptions caught, and they rarely require changing credit policy. Baseline the workflow before the pilot so the return is provable.
