AI edge inference computers are purpose-built to enable applications and computing at the edge of a network, supporting real-time data processing and inference calculations in environments where regular computers cannot survive. Our AI Edge Inference computers offer the latest in GPU acceleration and high-speed NVMe storage to meet the processing challenges for machine learning and inference analysis at the edge. These Rugged AI computers must be able to withstand extreme temperatures, accommodate unstable power inputs, and survive in dust and debris-filled environments, all while processing tremendous volumes of data provided through a wide variety of high-speed I/O ports. A key differentiation for Premio AI Edge Inference Computers is the modular separation of the GPU and CPU for industrial- grade thermal regulation. This innovative design offers a rugged and semi-fanless computing platform that pushes the boundaries in machine learning performance for rugged edge computing workloads. Rich wireless connectivity in cellular and wifi also enables Rugged AI computers to stay connected to the internet for data monitoring, data transfer, and automation control.