Ai Interface

The Challenge

My Approach

Discovery

Conducted 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

$2.3M in incremental ARR. Since shipping, we've measured 18-point NPS lift.

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 designing a new feature, this approach resonates.