Four signs of potential
High repetition, clear rules, digital inputs and measurable effort justify a closer look.
- The task occurs regularly
- Inputs are structured
- Decisions can be described clearly
- Errors or delays carry a cost
Exceptions belong in the calculation
A workflow with many edge cases needs checks and human handovers. Value comes from a stable normal path with clear error handling, not a theoretical 100% automation rate.
Start with one workflow
A focused pilot produces real evidence about time, quality and adoption before the solution expands.
Measure before and after the pilot
Record cycle time, frequency, error rate and rework before implementation, then measure the same values again. This shows whether automation delivers practical relief.
- Time per run and monthly volume
- Cases requiring manual rework
- Errors, questions and waiting time
- Operational and review effort for the automation