Before building an AI-augmented workflow, record baseline metrics (especially time of the operation) over some period. After shipping, compare. Track tokens burned to build the feature and tokens used in operation. Use observability tools like OpenTelemetry to see what's happening inside the process. Without these measurements you can't tell whether the AI feature actually delivers business impact, and most AI trials reportedly fail to justify themselves.