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Facilitated contextual inquiry across 12 locations, resulting in validated insights and team alignment.

Starting with wireframes, I refined through critique cycles and stakeholder review.

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

Shipping quality design requires collaboration and iteration. This piece explores how . The implications matter for teams and organizations.

Whether you're building your product, this approach matters.