A different material

AI is less like adding a button and more like introducing a new material. It has texture, variability and failure modes that need to be designed around.

Keep the human close

The most useful AI experiences make the system’s uncertainty visible and keep the person in a meaningful decision-making loop.

Build the boring parts

Evaluation, logging, fallbacks and good empty states are where trust comes from. The model is only one component of the product.