
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
21/09/2026
AI security is an engineering problem. That means defined security requirements,...
21/09/2026
Clean energy isn't hard to come by, but the pace of large-scale adoption has historically been slow due to bottlenecks - including out-of-date infrastructur...
17/09/2026
A new creature-catching adventure is ready to stream from the cloud this week. Pawprint Studio's Aniimo arrives on GeForce NOW at launch, inviting gamers to...
16/09/2026
System performance, efficient infrastructure scaling and continuous software opt...
16/09/2026
AI factories are the infrastructure of the intelligence era. Scaling them respon...
15/09/2026
Ian Buck, vice president of hyperscale and high-performance computing at NVIDIA,...
15/09/2026
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 a...
15/09/2026
Know everything. Do anything.
That was the message NVIDIA founder and CEO Jensen Huang brought to Salesforce Dreamforce Tuesday, joining CEO Marc Benioff onsta...
15/09/2026
Air pollution is a serious public health risk, contributing to an estimated 30,0...
14/09/2026
As local models become more capable, AI agents can handle more work directly on a PC while keeping sensitive information on the device.
Portable Computer is a ...
10/09/2026
The global robotaxi market - physical AI's first commercial breakthrough - i...
10/09/2026
Manufacturing floors, warehouses and production lines rarely stay fixed - tasks change, layouts shift and new products arrive, and most robots can't keep up...
10/09/2026
Gear up: The latest PC games and major updates are ready to play on GeForce NOW ...
10/09/2026
AI inference chipmaker d-Matrix today announced it will use NVLink Fusion to connect its next-generation Raptor XPUs to NVIDIA's AI infrastructure platform ...
09/09/2026
At the IBC conference, running Sept. 11-14 in Amsterdam, the creative, technology and business communities are coming together to turn ideas into action and dis...
03/09/2026
Frontier intelligence is going local. At IFA 2026, NVIDIA, Microsoft and its partners are teaming up to provide faster inference and new tools that make agents ...
03/09/2026
September is here with 28 more games streaming on GeForce NOW this month, led by a slam dunk: NBA 2K27 with the NVIDIA DLSS 5 3D-Guided Neural Rendering feature...
01/09/2026
We're at an inflection point in cybersecurity, Jensen Huang told a sold-out crowd at CrowdStrike's Fal.Con 2026 in Las Vegas Tuesday. Attacks are now a...
27/08/2026
NVIDIA's Gamescom announcements are revealing what's next for GeForce NOW, with new ways to play, more supported devices and platforms, and even more bi...
26/08/2026
The next wave of AI is placing new demands on infrastructure.
As AI agents and trillion-parameter workloads become mainstream, the performance of AI infrastru...
25/08/2026
NVIDIA is bringing the next wave of RTX gaming to the Gamescom conference running this week in Cologne, Germany, with support for new games, anti-cheat technolo...
24/08/2026
According to OpenRouter data, agentic AI workloads consume 15x more tokens than ...
24/08/2026
The next era of AI inference won't be defined by a single breakthrough chip,...
24/08/2026
To generate intelligence at scale, AI factories run continuously, and their economics are defined by delivered output: tokens per second, tokens per watt, cost ...
20/08/2026
It's a new way into the cloud.
GeForce NOW welcomes Firefox support to the cloud, opening up another way to jump into high-performance PC gaming straight ...
14/08/2026
Indonesia is taking charge of its AI future.
This week, the Ministry of Communi...
13/08/2026
GeForce NOW is giving cloud gaming an extra-credit upgrade just in time for back-to-school season.
The native Linux app for GeForce NOW is officially out of be...
12/08/2026
NVIDIA founder and CEO Jensen Huang is ranked No. 1 on Glassdoor's Best CEOs list for 2026.
In the just-released ranking, recognition is earned directly fr...
11/08/2026
We announced partnerships with Apollo, BlackRock, Blackstone, Brookfield, Goldman Sachs and KKR to establish independent financing platforms designed to mobiliz...
11/08/2026
Every new generation of accelerated computing demands more from the infrastructure underneath it - more compute performance, higher rack density and more effici...
11/08/2026
As AI shifts from chatbots to autonomous agents, open models are serving market ...
11/08/2026
The open source ecosystem is making it easier for AI enthusiasts and developers to build, customize and run increasingly capable agents locally.
Throughout Au...
08/08/2026
The global buildout of AI infrastructure reached a new milestone today - Firebird, an emerging AI cloud, launched the CIS region's largest AI factory in Arm...
06/08/2026
Editor's note: This post is part of Into the Omniverse, a series focused on how developers, 3D practitioners and enterprises can transform their workflows u...
06/08/2026
August is here, bringing 26 new games for GeForce NOW members.
Command the seas in World of Warships: Legends and discover what's next in the GeForce NOW ...
04/08/2026
Surging AI demands are driving the need for massive datasets and context windows that burst past the confines of system memory.
But rising needs aren't me...
04/08/2026
For robotaxis and other autonomous vehicles (AVs), the hardest problems aren'...
04/08/2026
Members of the Open Secure AI Alliance - now more than 120 organizations strong - are developing new guidelines to strengthen agentic AI cybersecurity as the an...
30/07/2026
Back to school means balancing assignments, deadlines and downtime. GeForce NOW makes it easy to have it all.
With cloud gaming, everyday laptops used for clas...
28/07/2026
As a discerning AI investor who values style and substance, Sarah Guo knows this...
27/07/2026
Open source software is a critical pillar of the global economy. It underpins cloud computing, financial services, manufacturing, telecommunications, government...
26/07/2026
The complexity of modern chip design continues to grow as engineering teams work to develop increasingly sophisticated CPUs, GPUs and AI systems. To help meet t...
23/07/2026
At this week's AI Summit in San Francisco, South Korean President Jae Myung Lee and some of the country's top business leaders and researchers are meeti...
23/07/2026
Lock in and load up the cloud. GFN Thursday brings fresh updates and new adventu...
22/07/2026
NVIDIA founder and CEO Jensen Huang today visited the Naval Postgraduate School in Monterey, California, to commission an NVIDIA DGX GB300 system - bringing one...
22/07/2026
Before a healthcare robot can be useful in the real world, it has to learn how the physical world pushes back. Anatomy varies. Instruments bend, press, slip and...
21/07/2026
The AI era runs on AI infrastructure. Many of these advanced systems are built a...
21/07/2026
AI has entered the gigascale era.
The world's most advanced AI factories are bringing together hundreds of thousands of GPUs and CPUs to train frontier mod...
21/07/2026
NVIDIA Vera Rubin is here, and it's going gigascale.
Vera Rubin NVL72 produ...
20/07/2026
At this year's SIGGRAPH conference, running through Thursday, July 23, in Lo...