ROI should not be based on document count alone. Measure current reading time per file, monthly volume and the minutes still required after AI produces a first pass.

Then include human correction time, exception handling and platform operating cost. If AI reduces repetitive reading while preserving review quality, the value appears in throughput and turnaround time.

A pilot should compare before-and-after baselines on the same document types to avoid optimistic estimates.