Ai Interface

The Challenge

Process

Discovery

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.

Impact

25% increase in daily active users. 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 shipping a new feature, this approach matters.