Measure the change before automating more.

Choose a useful baseline.

Describe how the work is completed today, including the effort involved and the exceptions people handle. Pick measures that relate to the result the business wants, rather than numbers that are merely easy to collect.

Record the assumptions behind the baseline. Seasonal demand, a change in the offer or a different mix of customers can affect the comparison.

Look at quality and effort together.

Faster handling is not a useful improvement if it creates more correction work later. Review completeness, customer effort and the burden placed on the next team, alongside time or volume.

Use a sample of real exceptions to understand what the aggregate numbers hide. A workflow can look healthy overall while failing consistently for an important group of customers.

Choose the next scope from evidence.

Compare the result with the original brief and discuss the tradeoffs with the operating team. Decide whether to improve the first workflow, extend it or change the approach.

Keep the same discipline as the system grows. Each new automation needs a clear purpose, an accountable owner and a way to judge whether it improves the business task.

Put the brief into practice.

Marketing and content · Discuss the work your business needs to do.