#Customer

Articles about Customer — exploring patterns, best practices, and real-world implementations in production systems.

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Pratik Dhanave · ·8 min read

Churn Prediction and Autonomous Retention Agents

Predicting who will leave is the easy half. The hard half is acting on it: treating the persuadable, respecting a budget, and proving the intervention actually kept anyone.

Predicting attrition and acting on it: churn features and labels, uplift vs propensity (treat the persuadable), and an agentic retention workflow that recommends and executes interventions with guardrails and holdout mea…

All posts on this site are written by Pratik Dhanave, an Agentic AI Architect with 7+ years building production distributed systems, multi-agent AI platforms, and cloud-native infrastructure. About the author → Each article includes working code, architecture diagrams, and references to the specific frameworks and standards discussed. Browse all posts or explore related topics using the tag cloud above.