Helping the fintech startup better predict their cash flow, using advanced models that improved purchase accuracy and reduced forecasting errors.

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

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