Mobile hardware manufacturers are standardizing higher unified memory footprints across flagship device lines. The requirement to run localized zero-latency inference models directly on neural processing units (NPUs) has pushed baseline system RAM specifications from 8GB to 16GB in current generation product roadmaps.
Supply Chain and Cost Pressures
This hardware pivot places upward pressure on mobile DRAM procurement budgets, impacting gross margins for smartphone OEMs. While cloud-offloaded processing remains necessary for complex queries, localized execution reduces backend server infrastructure costs and satisfies privacy compliance standards across key regulatory markets.