Ai Interface

The Challenge

Process

Research

Facilitated usage analytics triangulation, 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. Recent work has shown me how . The implications matter for teams and organizations.

Conclusion

Whether you're building your product, this principle applies.