The demo worked: a model summarized support tickets in seconds, and the room immediately started naming other workflows it could touch. That is exactly when a CTO should slow the conversation down. A pilot is useful only if it tests a decision the organization is prepared to make.
Define the decision first
Start with the operational question, not the model. Is the team deciding whether to automate a step, assist a person, or leave the workflow alone? Those are different proposals, with different tolerances for error and different effects on the people doing the work.
Write down the conditions for continuing before anyone sees a polished result. For a ticket-summary pilot, that might include whether support staff can verify summaries quickly, whether sensitive information is handled appropriately, and whether the tool fits the existing case-management process. The exact measures should follow the workflow rather than a generic AI scorecard.
Include the work around the model
A useful prototype can still be an expensive service to operate. Someone must review questionable outputs, manage access, monitor changes in model behavior, and handle failures when the provider or integration is unavailable. If those responsibilities have no owner, the pilot has not yet demonstrated an operational path.
Make the comparison with the current process explicit. A faster draft may not improve the workflow if employees spend the saved time checking it, or if exceptions become harder to resolve. The relevant trade-off is not simply model output versus no output; it is the full human-and-system process against the one already in place.
Make stopping a valid outcome
Set a review date and agree on who can make the call. If quality, privacy, integration effort, or staff confidence misses the agreed threshold, stopping is evidence that the test did its job—not a failure to innovate. If the result is positive, expand in stages and keep the same checks in place as the workflow changes.
The CTO’s job is not to turn every successful demonstration into a roadmap item. It is to help the organization understand what it would be taking on. A pilot with a clear exit can produce a more valuable answer than a demo that leaves only enthusiasm behind.