Mobile original equipment manufacturers report accelerated flagship smartphone replacement rates, driven by consumer demand for on-device generative AI features. Integrated neural processing units now handle complex inferencing tasks natively, addressing data privacy concerns and latency bottlenecks.
DRAM Bandwidth and Silicon Cost Trajectories
Running 7-billion-parameter models locally requires minimum system memory allocations of 12GB to 16GB LPDDR5X DRAM. The increased bill-of-materials cost is squeezing midrange margins, forcing manufacturers to tier advanced AI functionality exclusively within premium product segments.