From pilot to controlled production in four to six weeks

The first meeting produces a one-page problem definition. Confirm the process owner, monthly volume, sample data, current errors and handling time. Development starts only after the baseline is accepted in writing.

Select one process, a small number of data sources, an explicit permission matrix and a bounded test set. Document exclusions, third-party costs, stop conditions and success criteria.

Automatic payment, binding agreements, bank-detail changes and critical production control remain outside the first pilot.

The system recommends while employees continue the official process. Classify errors, then enable only the approved narrow transaction group after critical tests pass.

Training, support hours, rollback and incident ownership are part of go-live—not optional extras.

Review realised value, adoption, error rates and support load together each month. Open the next process only when the current module is both safe and economically sound.