Run time-on-task studies before and after deployment for representative roles. Convert minutes saved per task into weekly hours per person, then multiply by adoption rates. Include quality improvements that reduce rework. Anchor calculations with conservative assumptions and sensitivity ranges, so skeptical stakeholders see responsible estimates rather than optimistic promises disconnected from daily work.
Track lead response speed, cart recovery, subscription renewal rates, and upsell opportunities that automation enables. Attribute changes cautiously with baseline periods, matched cohorts, and seasonality controls. Model incremental margin rather than gross revenue. When gains compound across the funnel, even modest improvements generate outsized ROI, accelerating payback and strengthening negotiation leverage with vendors.





