Ai Interface

Background

My Approach

Research

Facilitated ethnographic research in the field, resulting in validated insights and team alignment.

Exploration

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

Impact

$2.3M in incremental ARR. Since shipping, we've measured 300% faster task completion.

Ai Interface

Shipping quality design requires collaboration and iteration. This piece explores that . The implications matter for teams and organizations.

Key Takeaway

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