Ai Interface

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

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

25% increase in daily active users. Since shipping, we've measured 2.1x improvement in engagement.

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

Whether you're building a new feature, this principle matters.