Advancing surveillance edge devices with cutting-edge AI/ML technology to facilitate comprehensive real-time productivity analytics, enhancing organizational efficiency while maintaining robust data securely on-premises . This innovative solution also enables precise individual identification based on unique facial characteristics, operating autonomously to provide real-time video analytics, all without the need for cloud services, continuous internet connectivity, or video recording.