From Megawatts to Tokens: How NVIDIA Maximizes AI Factory Production
NVIDIA, Tuesday, September 15th, 2026
NVIDIA explains how AI factories convert electrical power into token throughput and where efficiency is won or lost.
NVIDIA walks through the full chain that turns megawatts of electrical input into generated tokens, identifying where losses occur across power delivery, cooling, compute utilization, and software scheduling.
The post presents AI factory design as an optimization problem spanning facility and silicon.
It covers co-design decisions across GPUs, interconnect, and inference serving software. NVIDIA argues that treating the data center as a single engineered system yields gains no individual component can deliver.