Ai Interface

The Challenge

Process

Discovery

Conducted contextual inquiry across 12 locations, resulting in validated insights and team alignment.

Exploration

Starting with wireframes, I refined through critique cycles and stakeholder review.

Impact

40% improvement in task completion. Since shipping, we've measured 35% reduction in support volume.

Ai Interface

Shipping quality design requires collaboration and iteration. This piece explores why . The implications matter for teams and organizations.

The Thing

Whether you're building your product, this approach applies.