A first release with a clear job.
Translate the product idea into a critical user journey, working prototype and bounded engineering scope. Agree what the release must do and how its behaviour will be checked. Connect interface decisions to the customer task so the team can assess progress through working software.
An existing platform ready for its next stage.
Improve a slow flow, fragmented integration or brittle operational process without losing required behaviour. Establish the current state, identify the constraint and define the change around representative usage. Build observability and handover into the release so owners can investigate what happens after deployment.
AI evaluated against useful work.
Connect approved tools and knowledge, define agent authority and construct evaluation cases around the intended task. Compare accepted outputs, errors, review effort, latency and operating cost. Use synthetic examples to cover missing cases, then check whether the result transfers to separate real work.