A pilot is an uncertainty-reduction experiment
A credible pilot states which uncertainty it tests: user value, data quality, client behaviour, integration feasibility, security or operating cost. It has a baseline, a defined user group, a limited capability set and pre-agreed go, change and stop thresholds.
Read-only research or preparation workflows are often suitable first tests. Booking and payment should enter scope only when identity, approval, idempotency, recovery and audit can be evaluated with realistic systems and data.
Measurement and production gap
Useful measures include task completion, time, correction rate, inappropriate tool calls, rejected approvals, downstream error rate, latency and cost per successful outcome. A staged demonstration without real exceptions cannot support an investment decision.
The final record separates what the pilot proved from what remains untested, including scale, support, incident response, client compatibility and regulatory review.