Smartphone original equipment manufacturers are shifting architecture design to integrate higher-density Neural Processing Units directly into mobile system-on-chips. The move aims to minimize expensive cloud computing overhead for real-time inference tasks.
BOM Cost Restructuring
Bill-of-materials allocations for NPU silicon have increased by 15% across premium flagship models. Memory bandwidth requirements have similarly escalated, driving demand for low-power double data rate RAM.
Ecosystem Lock-In
By processing sensitive biometrics and personal context locally, hardware vendors are building defensible privacy moats that reduce churn toward alternative operating systems.