Choose a task worth automating

Start with stable inputs and a recoverable outcome.

Observe the manual work first

Time several normal runs and record exceptions. A process that takes five minutes on a good day and an hour when inputs are missing needs more than an average. List the conditions that make a run safe to complete and those that require a person.

Separate reading from changing

Summarizing a record and sending a message are different actions. Define what the automation can read, what it can propose, and what it can change. Keep consequential steps behind the appropriate approval. A successful trial with synthetic data does not grant production access.

Price review and maintenance

Include the time spent checking outputs, repairing integrations and investigating failed runs. Compare that with the manual baseline over the same number of tasks. If the result only works when review is assumed to be free, the business case needs revision.

Define the stop condition

Set a clear error threshold or unexpected-input condition that stops further changes. Record who receives the failure, where the run history lives and how to complete the work manually. A narrow, observable automation is easier to evaluate than an unattended chain with an unclear owner.