01

Choose a constrained, valuable task

Start with a decision or workflow where value, error cost, users, and the human role can be stated clearly.

02

Define evidence before the prototype

Agree quality, safety, latency, adoption, and business measures before comparing approaches.

03

Build governance into the architecture

Treat data access, privacy, prompt and model controls, logging, evaluation, and escalation as product features.

04

Operate, evaluate, and improve

Assign service ownership, monitor real use, review failures, manage change, and retire what does not create value.