Silent churn—where customer engagement decays without explicit cancellation—represents a major revenue leak. This custom workflow automates the detection of early warning signs by establishing behavioral baselines for key user actions and implementing real-time change-point detection algorithms. It transforms fragmented product analytics from tools like Mixpanel or Amplitude into a unified risk signal, allowing retention teams to act on 'usage decay' patterns 30-60 days earlier than traditional renewal-based alerts, directly protecting monthly recurring revenue (MRR).




