Ai Interface

The Challenge

Process

Discovery

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

Exploration

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

Outcomes

40% improvement in task completion. Since shipping, we've measured 2.1x improvement in engagement.

Ai Interface

Shipping quality design requires collaboration and iteration. Recent work has shown me how . The implications matter for teams and organizations.

Key Takeaway

Whether you're shipping your product, this principle applies.