The existing approach relied on a static Excel workbook that was limited in flexibility, accessibility, and scalability.

Churn prediction model for business customers that identified potential churners with higher precision than the client’s existing model, achieving a 15-20% improvement in accuracy.

Expanded existing AI agent solution to provide more information regarding reasoning steps and enhance user experience while ensuring evaluation can be executed on sight.