Generative AI is not limited to cloud-based models; it is rapidly penetrating smartphones, laptops, in-vehicle systems, and wearable devices. The diverse scenarios for on-device AI inference are driving the redesign of various hardware architectures and software stacks. This article explores the application expansion and commercialization potential of edge intelligence and assesses the deployment trends of both startups and large companies...