KanduAI has developed a solution that provides audience demographics and engagement analytics via low-cost, off-the-shelf, small form factor devices. Powered by its ML inference engine for embedded devices, KanduAIs solution requires no servers or cloud video processing and is fully compliant with all privacy regulations. KanduAIs technology is designed for computational, memory, and power efficiency, achieving high precision while using less than 4% of the resources used by current advanced models. The architecture and reduction in resource usage minimizes processor and memory bandwidth requirements and enables advanced AI functionality on low-end IoT devices.