
Energy efficiency in large language model inference has improved 100,000x in the past 10 years - demonstrating that accelerated computing is sustainable computing.
At Climate Week NYC, taking place through Sept. 26 in New York City, NVIDIA is showcasing how accelerated computing is propelling energy savings and advancing climate research.
The summit brings together researchers, startups, scientists, technologists, nonprofits and policymakers to discuss bold ideas for climate action. This year's theme is energy: where it comes from, how to scale it and how AI can optimize the grid in newfound ways.
Throughout the week, NVIDIA will be highlighting its own innovative climate technologies, as well as a pair of recently published product carbon footprint reports on the emissions intensity of NVIDIA GPUs.
AI Usage Isn't Black and White - It Can Actually Be Green AI can play a critical role in stabilizing energy grids by pinpointing anomalies at a rapid rate. These timely insights can allow operators to respond to issues efficiently before they affect the larger grid.
Forecasted AI-Induced Energy Savings Across Energy-Intensive Sectors by 2035 SectorSubsector2035 AI Energy Savings (%)2035 Demand: Reference Case Scenario (in petajoules)
Industry Iron and Steel 3 1,160
Industry Cement 4 500
Industry Chemicals 2 10,440
Industry Aluminum 4 260
Industry Paper 2 1,860
Industry Other 8 13,650
Transportation Light commercial vehicles 6 8,160
Transportation Heavy duty trucks 3 3,670
Transportation Cars 3 4,460
Transportation Buses 6 1,690
Transportation Aviation 4 3,120
Transportation Shipping 4 940
Transportation Rail 7 530
Buildings Residential 1 4,780
Buildings Non-residential 4 1,760
Data Sources: Davide D'Ambrosio et al., Energy and AI (Paris: International Energy Agency, April 2025) and Net Zero America: Potential Pathways, Infrastructure, and Impacts, Princeton University, as featured in CSIS' report AI for the Grid.
According to Net-Zero America Project's calculations, if AI applications are fully adopted, nearly 4.5% of projected energy demand in 2035 will be saved across the three most energy-intensive sectors - industry, transportation and buildings.
NVIDIA joined a Climate Week panel discussion on AI: Powering a More Productive Energy Future yesterday following the release of Center for Strategic and International Studies findings on AI and energy. Panelists included Crusoe Energy Systems, a company that builds and operates clean computing infrastructure, and Emerald AI, a startup developing an AI solution to control data center power use during times of peak grid demand.
This discussion centered around how AI will advance sustainability solutions at an unprecedented pace-from responsible grid and power infrastructure scaling to reliable transportation and nuclear energy optimization.
Startup Ecosystem Advances AI Energy Efficiency, Sustainability Projects Emerald AI, a NVIDIA NVentures portfolio company, is collaborating with NVIDIA on a recently unveiled NVIDIA Omniverse Blueprint for building high-performance, grid-friendly and energy-efficient AI infrastructure.
This new reference design enables the transformation of data centers into fully integrated AI factories - optimized so that every watt of energy contributes to intelligence generation.
As a collaborator on NVIDIA's reference design for giga-scale AI factories, we're helping prove that AI compute can be power-flexible, said Varun Sivaram, founder and CEO of Emerald AI. It's a paradigm shift with a massive prize: unlocking 100 gigawatts of untapped power grid capacity and resolving AI's energy bottleneck while promoting affordable, reliable and clean power grids.
Emerald AI is a member of the NVIDIA Inception program for startups, within the Sustainable Futures initiative. These companies are pioneering developments in fields such as green computing, sustainable infrastructure, wildlife conservation and more.
Sustainable Futures members Vibrant Planet, FortyGuard, Pachama and Wherobots are also attending this week's summit.
Decreasing the Carbon Footprint of NVIDIA Products and Operations NVIDIA is continuously working to decrease its own carbon footprint.
Its first product carbon footprint summary comparison was recently released - revealing a 24% reduction in embodied carbon emissions intensity between NVIDIA HGX H100 and HGX B200 baseboards.
Scope and methodology of the product carbon footprint analysis for NVIDIA HGX B200. NVIDIA will continue to publish product carbon footprint summaries of newly released products to spotlight improvements in energy efficiency and sustainability.
In terms of NVIDIA's physical footprint, all offices and data centers under the company's operational control run on 100% renewable energy - and carbon-free electricity is purchased to cover 100% of the company's leased data centers' footprint.
NVIDIA headquarters in Santa Clara, California Applying AI to Climate and Weather Research High-resolution, AI-powered weather models are helping strengthen energy systems and reduce vulnerability to unpredictable climate events.
When used to support energy grid stability, these simulations can help utilities more precisely direct maintenance crews to remove obstacles close to power lines ahead of storms.
AI-driven climate models are also poised to increase the adoption and usage of renewables across the energy grid by lowering costs and ramping up efficiency.
Josh Parker, head of sustainability at NVIDIA, and Holly Paeper, president of commercial HVAC Americas for Trane Technologies, spoke during a Climate Week NYC fireside chat at the Nest Climate Campus. With these climate models, grid operators can accurately determine factors like the amount of power wind turbines will genera
More from Nvidia
09/10/2025
NVIDIA Blackwell swept the new SemiAnalysis InferenceMAX v1 benchmarks, deliveri...
09/10/2025
Microsoft Azure today announced the new NDv6 GB300 VM series, delivering the ind...
09/10/2025
Lock, load and stream - the battle is just beginning. EA's highly anticipated Battlefield 6 is set to storm the cloud when it launches tomorrow with GeForce...
08/10/2025
Telecommunication networks are critical infrastructure for every nation, underpi...
02/10/2025
Editor's note: This blog has been updated to include an additional game for October, The Outer Worlds 2.
October is creeping in with plenty of gaming treat...
01/10/2025
Many users want to run large language models (LLMs) locally for more privacy and control, and without subscriptions, but until recently, this meant a trade-off ...
30/09/2025
Quantum computing promises to reshape industries - but progress hinges on solvin...
30/09/2025
Editor's note: This blog is a part of Into the Omniverse, a series focused o...
25/09/2025
Suit up and head for the cloud. Mecha BREAK, the popular third-person shooter, is now available to stream on GeForce NOW with NVIDIA DLSS 4 technology.
Catch i...
24/09/2025
Canada's role as a leader in artificial intelligence was on full display at ...
24/09/2025
Open technologies - made available to developers and businesses to adopt, modify...
23/09/2025
Energy efficiency in large language model inference has improved 100,000x in the...
22/09/2025
OpenAI and NVIDIA just announced a landmark AI infrastructure partnership - an initiative that will scale OpenAI's compute with multi-gigawatt data centers ...
19/09/2025
AI is no longer solely a back-office tool. It's a strategic partner that can...
18/09/2025
The U.K. was the center of the AI world this week as NVIDIA, U.K. and U.S. leade...
18/09/2025
GeForce NOW is packing a monstrous punch this week. Dying Light: The Beast, the latest adrenaline fueled chapter in Techland's parkour meets survival horror...
17/09/2025
Today's creators are equal parts entertainer, producer and gamer, juggling game commentary, scene changes, replay clips, chat moderation and technical troub...
16/09/2025
The U.K. is driving investments in sovereign AI, using the technology to advance...
13/09/2025
Celtic languages - including Cornish, Irish, Scottish Gaelic and Welsh - are the U.K.'s oldest living languages. To empower their speakers, the UK-LLM sover...
10/09/2025
GeForce NOW Blackwell RTX 5080-class SuperPODs are now rolling out, unlocking a new level of ultra high-performance, cinematic cloud gaming.
GeForce NOW Ultima...
09/09/2025
Inference has emerged as the new frontier of complexity in AI. Modern models are...
09/09/2025
As large language models (LLMs) grow larger, they get smarter, with open models from leading developers now featuring hundreds of billions of parameters. At the...
09/09/2025
At this week's AI Infrastructure Summit in Silicon Valley, NVIDIA's VP o...
09/09/2025
Inference performance is critical, as it directly influences the economics of an AI factory. The higher the throughput of AI factory infrastructure, the more to...
09/09/2025
At this week's IAA Mobility conference in Munich, NVIDIA Vice President of A...
09/09/2025
ComfyUI - an open-source, node-based graphical interface for running and buildin...
04/09/2025
NVIDIA today announced new AI education support for K-12 programs at a White House event to celebrate public-private partnerships that advance artificial intell...
04/09/2025
Editor's note: This post is part of the AI On blog series, which explores the latest techniques and real-world applications of agentic AI, chatbots and copi...
04/09/2025
NVIDIA Blackwell RTX is coming to the cloud on Wednesday, Sept. 10 - an upgrade ...
03/09/2025
3D artists are constantly prototyping.
In traditional workflows, modelers must build placeholder, low-fidelity assets to populate 3D scenes, tinkering and adju...
02/09/2025
For more than a century, meteorologists have chased storms with chalkboards, equ...
28/08/2025
Brace yourself, COGs - the Locusts aren't the only thing rising up. The Coal...
28/08/2025
Last week at Gamescom, NVIDIA announced the winners of the NVIDIA and ModDB RTX ...
27/08/2025
AI models are advancing at a rapid rate and scale.
But what might they lack that (most) humans don't? Common sense: an understanding, developed through rea...
25/08/2025
Robots around the world are about to get a lot smarter as physical AI developers...
25/08/2025
As autonomous vehicle systems rapidly grow in complexity, equipped with reasonin...
22/08/2025
As the latest member of the NVIDIA Blackwell architecture family, the NVIDIA Blackwell Ultra GPU builds on core innovations to accelerate training and AI reason...
22/08/2025
AI reasoning, inference and networking will be top of mind for attendees of next...
21/08/2025
Japan is once again building a landmark high-performance computing system - not ...
21/08/2025
From AI assistants doing deep research to autonomous vehicles making split-second navigation decisions, AI adoption is exploding across industries.
Behind ever...
21/08/2025
Across the globe, AI factories are rising - massive new data centers built not to serve up web pages or email, but to train and deploy intelligence itself. Inte...
21/08/2025
Get a glimpse into the future of gaming.
The NVIDIA Blackwell RTX architecture is coming to GeForce NOW in September, marking the service's biggest upgrade...
20/08/2025
Editor's note: This blog is a part of Into the Omniverse, a series focused o...
18/08/2025
With over 175 games now supporting NVIDIA DLSS 4 - a suite of advanced, AI-power...
18/08/2025
At Gamescom, NVIDIA is releasing its first major update to Project G Assist - an...
15/08/2025
Of around 7,000 languages in the world, a tiny fraction are supported by AI lang...
14/08/2025
NVIDIA is partnering with the U.S. National Science Foundation (NSF) to create a...
14/08/2025
Warhammer 40,000: Dawn of War - Definitive Edition is marching onto GeForce NOW,...
13/08/2025
Black Forest Labs' FLUX.1 Kontext [dev] image editing model is now available as an NVIDIA NIM microservice.
FLUX.1 models allow users to edit existing imag...
11/08/2025
Using NVIDIA digital twin technologies, Amazon Devices & Services is powering bi...