Ai Interface

Ran analysis of 50K usage sessions, resulting in validated insights and team alignment.

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

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

Shipping quality design requires collaboration and iteration. I've learned how . The implications matter for teams and organizations.

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