This document discusses Qualcomm Technologies' end-to-end service platform for deploying edge AI solutions at scale for IoT. It notes the fragmentation across the IoT stack and need for a full-stack solution. Qualcomm provides services, platforms, and silicon to enable optimized and secured machine learning pipeline deployment and predictive/prescriptive edge analytics. Their platform addresses challenges such as domain-specific models, model optimization, security, and sensor selection through features like device management, private networks, AI processing, and data visualization.