Client stories

What changed after the engagement map arrived

Reviews here reference specific Product Engagement Audits, taxonomy cleanups, and workshops — including the friction clients still remember.

“The audit forced us to admit our activation tile was celebrating empty-state tours. Reworking it around scheduled exports took two sprints, and the first month of the new chart looked worse — which was the point. Leadership finally stopped asking why ‘engagement’ and renewal conversations disagreed.”
Minji Park · Product lead, cohort reporting suite · Product Engagement Audit
“Junwoo’s taxonomy review was meticulous to the edge of annoying, and that is why engineering adopted it. We still debate property names in pull requests, but at least we debate against a written standard instead of Slack archaeology.”
Daniel Okonkwo · Staff engineer, operations reporting app · Event Taxonomy Review
“The narrative workshop cut six engagement tiles from our executive board. Finance was skeptical until we showed which decisions each remaining tile supported. I wish we had booked the full day; the half-day ended just as the harder audience questions started.”
Sora Kim · Analytics manager, insight product team · Reporting Narrative Workshop
“Retention Signal Assessment confirmed that ‘dashboard customization clicks’ predicted almost nothing. Painful for the designers who had invested in that surface, but it freed capacity for the export reliability work that actually kept accounts.”
Elliot Vargas · Founder, mid-market BI companion · Retention Signal Assessment

Extended story

When two products shared one muddy event stream

A Jeolla-based team shipped both a customer-facing analytics dashboard and an internal reporting console on shared tracking. Engagement reports mixed personas until nobody trusted either board. Our Product Engagement Audit separated journeys, flagged twelve events that fired in both contexts without a surface property, and left a staged remediation plan. Twelve weeks later they still run a monthly “signal hygiene” review using the checklist from the readout — without retaining us on retainer.