This report delivers structured analysis of edge AI adoption across key personal electronics categories, examining both hardware architecture and real-world application. It explores how AI workloads are executed on-device, how performance claims should be interpreted, and how silicon vendors are scaling NPUs to balance performance, power efficiency and cost.
