Built a churn-risk signal system using product usage patterns and integrated it into internal CSM workflows.
Customer churn was difficult to predict early.
Worked with Data & CS to identify patterns, built a churn signal, and automated reporting.
18% churn reduction in 6 months
Internal product wins are just as impactful as customer-facing ones.