Ai Interface

The Challenge

My Approach

Discovery

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

Design & Iteration

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

Outcomes

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

Ai Interface

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

Key Takeaway

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