AI for COOs
How do you prove an operations AI pilot is worth the cost?
SimplSolutions editorial team · AI pilots · 4 min read
Published
AI-assisted editorial guidance reviewed for practical use. Worked examples are illustrative, not customer results. Morgan is a fictional character and AI guide, not a verified human author.
Start with a completed task, not generation speed
A draft appearing in five seconds tells you little about the operating result. Someone still checks the sources, repairs missing details and gets the receiving team to act. Define the unit you are evaluating: one accepted work request, one reviewed closeout or one complete engagement handoff. Keep the same acceptance rule before and during the pilot. Otherwise your new process can look faster simply because it skips a check the old process performed.
Record the incoming request and the event that counts as finished. A sent email is not an accepted handoff. If the destination must confirm ownership, that confirmation belongs in the measurement. Include held and rejected requests in the sample rather than removing the work the system found difficult.
Separate labor time from calendar waiting
Use a log with preparation minutes, review minutes, correction minutes and elapsed time to acceptance. Add the first three to measure staff effort. Keep elapsed waiting separate. A request can consume twelve staff minutes while waiting two days for a missing reference. Reducing that delay matters, but it is not two days of recovered labor.
Record sample dates, request type and staffing changes. Compare similar work, not a simple demonstration with last month's worst incident. Treat a small sample as evidence for another bounded test, not a company-wide forecast.
Work through the arithmetic
Here is an illustrative calculation, not a customer result. Ten requests previously took eight preparation minutes, four review minutes and two correction minutes each. That is 140 staff minutes. During a trial, preparation takes three minutes, review five and correction one: 90 minutes. The difference is 50 minutes for those ten requests. Review got slower even though total effort improved.
If one request remains unresolved, show it beside the result. Do not divide the faster nine by the original ten and call the pilot complete. If you apply an hourly cost, label the result a modeled capacity value. It becomes cash savings only if an actual cost changes. Your finance team decides whether that happens.
| Measure | Before | Trial | Interpretation |
|---|---|---|---|
| Staff minutes for ten requests | 140 | 90 | 50 minutes of potential capacity |
| Accepted requests | Record observed count | Record observed count | Quality must remain comparable |
| Waiting to acceptance | Record elapsed time | Record elapsed time | Separate from labor |
| Access or unsupported-action failures | Record | Record | A hard gate, not an average |
Illustrative editorial photograph, not a customer result.
Include the cost of keeping it useful
Ask who updates the source, investigates failed requests and maintains the connection. Add setup, subscriptions, usage, reviewer work and support to the actual quote period. Do not assume implementation is a one-time expense followed by zero operating effort. A pilot whose guidance changes weekly may require more maintenance than one using a stable procedure.
List the manual fallback as well. When a source is unavailable, does the team continue using the existing process or wait for support? Count recovery effort in the trial. The ordinary day and the broken day both belong in an operating decision.
Decide what would justify expansion
Before the trial, write a continue, revise or stop rule. A useful rule names the accepted output, permitted audience, unresolved failure types and total effort comparison. Avoid a universal percentage target detached from the task. A single serious permission failure can outweigh many fast drafts.
Review the evidence with the receiving team, not just the project sponsor. Ask whether they can use the output without reconstructing it, whether exceptions have owners and whether the result survived a source change. Expand the task that passed, not the entire operation by association.
Use this in your next review
Get the Operations AI Pilot Charter and put your observed figures into its baseline log. Pair it with the handoff audit to define acceptance. ASQ's Plan-Do-Check-Act overview is useful background for a bounded test and review cycle; this worksheet is our practical application, not an ASQ certification.
At the end of that review, request an operations demo if a repeatable preparation step is worth testing. SimplAdmin and SimplBrain can support scoped work. Ask for the actual output, sources, reviewer, connections and ongoing responsibilities in the proposal.
