“The audit showed that our approval step was not failing because of the form layout. Operators were waiting on reference numbers that finance uploaded a day later. We changed the handoff, not the button.”

Hyejin Park, Product lead, wholesale order platform · Customer Behavior Audit

“I wished we had started the taxonomy workshop before the spring release. We still cleaned up naming, but we spent a session untangling duplicates we had just shipped. The catalog itself is finally something engineering and product both open.”

Minsoo Han, Engineering manager, field-service scheduling app · Event Taxonomy Workshop

“Their journey maps looked unfinished at first glance—loops everywhere. That was the point. We finally saw how branch managers skipped the recommended path and still completed bookings.”

Sora Kim, Operations director, multi-branch booking system · Journey Mapping Engagement

“The cohort review did not flatter our onboarding. Accounts created during a promotional seat push returned far less than accounts trained by our own specialists. Sales wanted a softer headline; we kept the harder one.”

Jaeho Lee, Customer success lead, B2B reporting suite · Retention Cohort Review

“Response times were steady and the written pack was usable without a translator in the room. We still needed one follow-up call to clarify a funnel definition, which they handled without reopening the whole project.”

Eunji Choi, COO, logistics coordination application · Customer Behavior Audit