Ai Interface

Background

Process

Research

Ran analysis of 50K usage sessions, 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 2.1x improvement in engagement.

Ai Interface

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

The Thing

Whether you're designing your product, this mindset resonates.