The North American edge AI hardware market is on the brink of significant growth, projected to reach 716.7 million units by 2030, up from 349.8 million units in 2025. This surge, driven by the increasing need for enhanced data privacy and real-time data processing, highlights the pivotal role of edge AI in ensuring secure on-site data handling. Companies like Qualcomm and Apple are at the forefront, leveraging their advanced technologies to meet the demands of a rapidly evolving landscape.