Lifecycle-based analytics of auto-renewal policies, analysing customer awareness, timing risk, escalation drivers, and preventable complaint patterns.

Customer risk analytics platform for identifying high-risk customers, analyzing behavioral patterns, and supporting retention and business decision-making through SQL, Python, Tableau, and machine learning.