Ai Interface

The Challenge

Process

Research

Ran analysis of 50K usage sessions, 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 300% faster task completion.

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 designing a new feature, this approach applies.