Real-time retail insights achieved through computer vision on edge devices, enabling person and face detection, demographic profiling, and pose estimation.

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.