The chatbot has become the default face of AI, and the default is quietly costing you adoption. How to choose the right interface for an AI feature, with a worked example and a five-question check.

AI tools now generate interface code faster than any team can review it, and ungoverned design systems fragment under the load. Why design system governance is the control layer, plus a five-question check.

Shipping an AI feature is now the easy part. Getting people to use it and get value from it is where teams stall. Why the AI adoption gap opens, and a five-question check to close it.