Establish the current baseline
Measure the process before changing it. Capture monthly volume, handling time, waiting time, rework, error rate, escalation rate, and the loaded cost of the people involved.
Separate touch time from elapsed time. A ten-minute task that waits three days for assignment may have more value in faster response than in labor reduction.
Count benefits conservatively
Useful benefits include capacity returned, avoided rework, faster revenue response, improved completion, and reduced operational risk. Do not assume every saved minute becomes cash savings.
- Annual capacity value = hours returned × realistic utilization × loaded hourly cost
- Quality value = errors avoided × average correction or impact cost
- Speed value = incremental completions or conversions × contribution margin
- Net benefit = total realized benefit − implementation and operating cost
Measure adoption and exceptions
An automation produces no value when people work around it. Track usage, override reasons, exception handling time, and the share of eligible work completed through the new path.
Use a pilot ceiling and predefined success threshold. A negative or inconclusive result is still valuable when it prevents an expensive rollout.