Ai Interface

The Challenge

Process

Research

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.

Impact

$2.3M in incremental ARR. Since shipping, we've measured 2.1x improvement in engagement.

Ai Interface

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

Conclusion

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