# From Megawatts to Tokens: How NVIDIA Maximizes AI Factory Production

DevFeed: [From Megawatts to Tokens: How NVIDIA Maximizes AI Factory Production](<https://devfeed.tech/articles/from-megawatts-to-tokens-how-nvidia-maximizes-ai-factory-production-26943.md>)

Original publisher: [Read original article](<https://blogs.nvidia.com/blog/from-megawatts-to-tokens-how-nvidia-maximizes-ai-factory-production/>)

Author: Vishal Ganeriwala

Published: 2026-09-15T16:55:59Z

Content type: article

Language: en

Sources: [NVIDIA Blog](<https://devfeed.tech/sources/nvidia-blog.md>)

Topics: [AI Factory](<https://devfeed.tech/topics/ai-factory.md>), [NVIDIA DSX](<https://devfeed.tech/topics/nvidia-dsx.md>), [datacenter](<https://devfeed.tech/topics/datacenter.md>), [Orchestration](<https://devfeed.tech/topics/orchestration.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [High-Performance Computing](<https://devfeed.tech/topics/high-performance-computing.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-factory](<https://devfeed.tech/tags/ai-factory.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [capacity](<https://devfeed.tech/tags/capacity.md>), [compute](<https://devfeed.tech/tags/compute.md>), [dsx](<https://devfeed.tech/tags/dsx.md>), [efficiency](<https://devfeed.tech/tags/efficiency.md>), [inference](<https://devfeed.tech/tags/inference.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [production](<https://devfeed.tech/tags/production.md>)

## AI overview

The article describes how Emerald AI's Conductor platform responds to utility demand signals by adjusting flexible data-center workloads while keeping high-priority AI inference running. It also reports that Lambda's validation found a fixed power budget could support 24% more token throughput when managed intelligently.

## Source excerpt

On a sweltering August evening in Silicon Valley, as the sun dropped and air conditioning loads spiked, Silicon Valley Power sent a signal to an AI factory to adjust its power consumption. Varun Sivaram was watching on Zoom with about forty others -- his team at Emerald AI in their San Francisco conference room, engineers [...]