When this helps
- The product direction is promising, but the release scope is not yet clear
- A prototype or early build needs production architecture and delivery discipline
- Interface, backend, data, and deployment decisions need to work as one system
- Delivery has slowed because technical choices and product priorities are disconnected
- You need one accountable engineering partner from planning through launch