Count the work that remains
An automation pays off only if its benefits exceed the time and money needed to set it up, run it and correct it. Compare a pilot with your current process, including human review, exceptions and maintenance. Time saved is useful, but it is not automatically cash saved.
- Before a trial, use the AI automation ROI guide to build a baseline, include recurring costs and make your assumptions visible.
- After a trial, use the pilot evaluation framework to choose whether to keep it, fix a specific problem or stop.
Agree on acceptable errors and review responsibilities before you start. A fast result that needs frequent correction may be worse than a slower, reliable process. If you need ideas for a bounded test, explore the workflow guides and experiments; if the software itself is the obstacle, revisit tool selection.
