Field note: AI pilots often report impressive time savings from a small demo while leaving out source preparation, integration, quality assurance, remediation, and change management. A credible value case compares the full workflow before and after adoption.
Operational question
Does the pilot improve a meaningful outcome at an acceptable total cost and risk, or does it merely move effort to less visible parts of the process?
A workable method
- Baseline the current workflow. Measure elapsed time, skilled labor, wait states, defects, rework, and user experience before the pilot. A weak baseline makes every later claim fragile.
- Capture total pilot effort. Include procurement, configuration, content preparation, evaluation, human review, incident response, training, and governance. Separate one-time setup from recurring work.
- Measure outcomes and distribution. Track quality and service outcomes alongside productivity. Check whether gains are concentrated among experienced users or whether some groups experience added burden.
- Define scale assumptions. State which costs grow with volume, which become cheaper, and which new controls are required at production scale. Run a sensitivity analysis instead of one optimistic forecast.
What this looks like in practice
An AI-assisted research synthesis pilot may reduce first-draft time by four hours but add ninety minutes of source verification and a monthly corpus-maintenance task. The value case should compare net cycle time, factual defects, staff experience, and the cost of maintaining traceability.
Evidence to collect
Choose a small set of measures before implementation. Record the baseline, the source of each measure, the review cadence, and who is authorized to act on the result.
- cost per accepted work product
- cycle time from request to approved output
- severity-adjusted defect and rework rate
Field checklist
- Write the decision, accountable owner, and decision date.
- Describe the current workflow and the conditions that shape performance.
- Confirm the source hierarchy, permissions, and local requirements.
- Test the method under representative—not merely convenient—conditions.
- Review both intended outcomes and burden on the people doing the work.
- Record a change, escalation, and stop rule before results arrive.
Watch-out
Do not convert every saved minute into cash unless staffing or throughput actually changes. Time released for higher-value work is useful, but describe it as capacity and verify how that capacity is used.