Is AI saving your business time? Count review and rework before expanding it
Run a bounded workflow pilot that measures usable output, total effort and the value of recovered time rather than relying on a fast first draft.
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Measure the finished task, not the first draft
An AI tool may produce text in seconds while an employee spends several minutes checking and repairing it. Before expanding a workflow, compare the time needed to obtain an acceptable result. The useful unit is a completed task with the required quality, not a generated draft or a count of prompts.
NIST's voluntary AI RMF Playbook groups suggested actions under Govern, Map, Measure and Manage. SBA's finance guide provides a separate cost-benefit perspective. BGA's pilot below is an original business exercise using those broad ideas, not a NIST certification method or a finding that any particular tool is safe or effective.
Define one bounded task and its acceptance criteria
Choose a repeatable, low-risk internal task, such as drafting a weekly summary from approved fictional test notes. State what a usable result must contain, what it must not invent and who approves it. Keep customer-facing publication, payments and other consequential actions outside the pilot unless separately authorized and appropriately controlled.
Use the AI customer-file guide to decide what information the task requires and what may be shared with the exact service and account. Record the tool, settings, input format and reviewer. A test with invented information does not authorize uploading actual customer or employee records afterward.
Establish a fair comparison
Measure the current method across several comparable examples. Record preparation, production, checking, correction and handoff time. Then measure the proposed method against the same acceptance criteria. Keep difficult cases visible; removing the failures from the average would make the result look better without improving the workflow.
If using the same examples twice, record the order because familiarity can make the second attempt faster. A small pilot is a decision aid, not proof that the result will hold across every employee, customer or workload. Track incomplete or unacceptable tasks separately from successful ones.
Work through a fictional time and cost model
Assume the existing process takes 12 minutes per acceptable task. An AI-assisted attempt takes three minutes to prepare and generate, five minutes to review and two minutes to correct and hand off. Total effort is ten minutes, leaving two minutes of modeled savings. At 40 comparable tasks per week, that is 80 minutes per week, not the nine minutes per task implied by comparing only generation time.
Across an assumed four-week period, 80 minutes per week becomes 320 minutes, or five hours and 20 minutes. At an invented internal time value of $30 per hour, the modeled time value is $160. Subtract an assumed $40 monthly tool cost and $60 for two setup hours: the first-period modeled remainder is $60.
These are fictional inputs, not software prices, wage benchmarks or a forecast. Recovered time is not automatically cash saved or new revenue. Explain how the team could actually use it, and avoid counting the same labor cost twice. If the work would otherwise remain idle, the economic interpretation differs from avoiding a paid overtime shift.
Keep quality failures and operating costs in the decision
Record wrong facts, missed requirements and outputs requiring a full restart. Decide which failures stop the pilot rather than averaging them away. A small time advantage does not justify an unacceptable disclosure or an unreliable customer promise. An owner should be able to explain both the time result and the quality result.
Include upkeep: changing instructions, checking vendor changes, training a backup reviewer and handling exceptions. If only the owner can repair the workflow, the claimed benefit may depend on hidden owner labor. Use the SOP handoff guide to test whether a second authorized person can produce the same acceptable output.
Choose a measured next step
Continue the bounded workflow when it meets the acceptance criteria and the effort record supports the decision. Revise and retest when a specific failure has a practical repair. Stop when the work is too variable or review effort removes the useful advantage. Keep the original method available until the replacement has earned the team's confidence.
Write the decision, test scope, sample limitations, costs, responsible person and next review date. Expand only to the work actually evaluated, then measure again. The goal is a dependable operating improvement with explainable evidence, not a larger software stack justified by the speed of a demo.
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