Ai Interface

The Challenge

My Approach

Research

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

$2.3M in incremental ARR. Since shipping, we've measured 35% reduction in support volume.

Ai Interface

Shipping quality design requires collaboration and iteration. I've learned why . The implications matter for teams and organizations.

Conclusion

Whether you're building a new feature, this mindset applies.