Evaluate an AI Pilot Before Expanding It
Run a bounded AI workflow pilot with quality criteria, review costs, and stop conditions so the expansion decision rests on observed results.
Choose a bounded workflow
Pick a repeated task with an identifiable input and output, such as drafting a weekly summary from approved notes. Define what the pilot may do and who approves the result. Avoid beginning with a workflow that silently changes external records or makes consequential decisions. A narrow scope makes it easier to see which part of the process improved and which new review work the tool introduced.
Establish the comparison
Collect a small baseline of normal task time and quality using representative cases. Then run the pilot on comparable material. Include difficult cases rather than selecting only clean examples that flatter the tool. Record setup, generation, review, correction, and exception-handling time. Keep the observations descriptive when the sample is small; a handful of runs cannot establish a universal productivity percentage.
Set quality and stop conditions
Decide which errors are tolerable after correction and which should stop the workflow for investigation. For a reporting pilot, invented commitments or omitted critical issues may warrant stricter treatment than style problems. Use the summary quality checklist to define observable review criteria. Agree who can pause the pilot and how affected outputs will be identified if a significant error is discovered.
Examine the human workload
Ask reviewers whether the tool makes errors easier or harder to detect. A plausible draft can encourage superficial approval, while an output with evidence references may support a more focused check. Include the effort required to maintain instructions and train new users. Also examine whether access and data-handling requirements fit the intended workflow. A local time saving may not justify a larger operational burden elsewhere.
Decide with a short evidence brief
Summarize cases tested, quality findings, total effort, limitations, and recommended next steps. Expand only the part supported by the evidence, with an owner and a further review date. It is reasonable to revise or stop a pilot that does not meet its purpose. The human-review design guide helps define how responsibility should work if the pilot becomes a routine service.
Published by AgilePro.info under our Editorial Policy. Guidance is based on established delivery practice and is general information, not professional advice for a specific project.