Inference, the work of using AI in applications, is moving into mainstream uses, and it's running faster than ever.
NVIDIA GPUs won all tests of AI inference in data center and edge computing systems in the latest round of the industry's only consortium-based and peer-reviewed benchmarks.
NVIDIA A100 and T4 GPUs swept all data center inference tests. NVIDIA A100 Tensor Core GPUs extended the performance leadership we demonstrated in the first AI inference tests held last year by MLPerf, an industry benchmarking consortium formed in May 2018.
The A100, introduced in May, outperformed CPUs by up to 237x in data center inference, according to the MLPerf Inference 0.7 benchmarks. NVIDIA T4 small form factor, energy-efficient GPUs beat CPUs by up to 28x in the same tests.
To put this into perspective, a single NVIDIA DGX A100 system with eight A100 GPUs now provides the same performance as nearly 1,000 dual-socket CPU servers on some AI applications.
Leadership performance enables cost efficiency in taking AI from research to production. This round of benchmarks also saw increased participation, with 23 organizations submitting - up from 12 in the last round - and with NVIDIA partners using the NVIDIA AI platform to power more than 85 percent of the total submissions.
A100 GPUs, Jetson AGX Xavier Take Performance to the Edge
While A100 is taking AI inference performance to new heights, the benchmarks show that T4 remains a solid inference platform for mainstream enterprise, edge servers and cost-effective cloud instances. In addition, the NVIDIA Jetson AGX Xavier builds on its leadership position in power constrained SoC-based edge devices by supporting all new use cases.
Jetson AGX Xavier joined the A100 and T4 GPUs in leadership performance at the edge. The results also point to our vibrant, growing AI ecosystem, which submitted 1,029 results using NVIDIA solutions representing 85 percent of the total submissions in the data center and edge categories. The submissions demonstrated solid performance across systems from partners including Altos, Atos, Cisco, Dell EMC, Dividiti, Fujitsu, Gigabyte, Inspur, Lenovo, Nettrix and QCT.
Expanding Use Cases Bring AI to Daily Life Backed by broad support from industry and academia, MLPerf benchmarks continue to evolve to represent industry use cases. Organizations that support MLPerf include Arm, Baidu, Facebook, Google, Harvard, Intel, Lenovo, Microsoft, Stanford, the University of Toronto and NVIDIA.
The latest benchmarks introduced four new tests, underscoring the expanding landscape for AI. The suite now scores performance in natural language processing, medical imaging, recommendation systems and speech recognition as well as AI use cases in computer vision.
You need go no further than a search engine to see the impact of natural language processing on daily life.
The recent AI breakthroughs in natural language understanding are making a growing number of AI services like Bing more natural to interact with, delivering accurate and useful results, answers and recommendations in less than a second, said Rangan Majumder, vice president of search and artificial intelligence at Microsoft.
Industry-standard MLPerf benchmarks provide relevant performance data on widely used AI networks and help make informed AI platform buying decisions, he said.
AI Helps Saves Lives in the Pandemic The impact of AI in medical imaging is even more dramatic. For example, startup Caption Health uses AI to ease the job of taking echocardiograms, a capability that helped save lives in U.S. hospitals in the early days of the COVID-19 pandemic.
That's why thought leaders in healthcare AI view models like 3D U-Net, used in the latest MLPerf benchmarks, as key enablers.
We've worked closely with NVIDIA to bring innovations like 3D U-Net to the healthcare market, said Klaus Maier-Hein, head of medical image computing at DKFZ, the German Cancer Research Center.
Computer vision and imaging are at the core of AI research, driving scientific discovery and representing core components of medical care. And industry-standard MLPerf benchmarks provide relevant performance data that helps IT organizations and developers accelerate their specific projects and applications, he added.
Commercially, AI use cases like recommendation systems, also part of the latest MLPerf tests, are already making a big impact. Alibaba used recommendation systems last November to transact $38 billion in online sales on Singles Day, its biggest shopping day of the year.
Adoption of NVIDIA AI Inference Passes Tipping Point AI inference passed a major milestone this year.
NVIDIA GPUs delivered a total of more than 100 exaflops of AI inference performance in the public cloud over the last 12 months, overtaking inference on cloud CPUs for the first time. Total cloud AI Inference compute capacity on NVIDIA GPUs has been growing roughly tenfold every two years.
GPUs in major cloud services now account for more inference performance than CPUs. With the high performance, usability and availability of NVIDIA GPU computing, a growing set of companies across industries such as automotive, cloud, robotics, healthcare, retail, financial services and manufacturing now rely on NVIDIA GPUs for AI inference. They include American Express, BMW, Capital One, Dominos, Ford, GE Healthcare, Kroger, Microsoft, Samsung and Toyota.
Companies across key industry sectors use NVIDIA's AI platform for inference. Why AI Inference Is Hard Use cases for AI are clearly expanding, but AI inference is hard for many reasons.
New kinds of neural networks like generative adversarial networks are constantly being spawned for new use cases and the models are growing exponentially. The best language models for AI now encompass billions of parameters, and research in the field is still young.
These mod
Most recent headlines
06/10/2025
France T l visions, France's leading broadcaster, has received the 2025 EBU ...
04/09/2025
Monumental Sports & Entertainment (MSE), in collaboration with Dalet, has been a...
07/08/2025
July 8 2025, 22:30 (PDT) Tata Motors & Dolby Bring Dolby Atmos to Harrier.ev, R...
14/07/2025
The Royal Moroccan Air Force hosted a C-130 award ceremony with L3Harris Technologies President of Intelligence, Surveillance and Reconnaissance Jason Lambert a...
14/07/2025
UK launch set for September, following on from recent US and Germany releases
London - UK, July 14, 2025 - Nielsen, a global leader in audience measurement, da...
14/07/2025
SHENZHEN, China Telycam has added control options for its portfolio of pan-tilt-zoom (PTZ) cameras with a new plug-in for Elgato's Stream Deck family of con...
14/07/2025
The awards are open to IBC2025 show exhibitors and offer a valuable platform for companies to raise awareness for the new products and solutions they will be la...
14/07/2025
Clear-Com is excited to announce a significant expansion of the award-winning Arcadia Central Station with new software updates. Together, these releases dram...
14/07/2025
Grass Valley and Daktronics today announced a strategic technology partnership that unites Grass Valley's live production expertise with Daktronics' lea...
14/07/2025
Cloud playout solutions provider, Veset, and swXtch.io, provider of cloud-based multicast and reliable networking solutions, are partnering to deliver multicast...
14/07/2025
Tintri , a DDN subsidiary and leader in AI-powered data management solutions, today announces a game-changing and award-winning refresh to its global Partner P...
14/07/2025
HighField AI, the broadcast industry's first agentic and multimodal AI platform for automating graphics production, is now commercially available. Developed...
14/07/2025
Encompass Digital Media has today announced that it has been delivering a complex global services project for DAZN, the world s leading sports entertainment pla...
14/07/2025
MASV (massive.io), the fastest, most reliable large file transfer platform trusted by over 10,000 global organizations, announced today it will showcase its nex...
14/07/2025
Calrec is introducing a series of usability, customisation and system enhancements across the entire range of Argo consoles at IBC 2025, on Stand 8.C47. Look ou...
14/07/2025
Fincons Group, IT business consultancy and systems integrator company with more than 40 years of experience in the market, is proud to announce a new engagement...
14/07/2025
Stand 5.F45, IBC2025, Amsterdam, 12 15 September 2025 Intinor returns to IBC to present the latest updates to its Direkt series. A key development on show is ...
14/07/2025
Sony's New Coach's Headset Was Designed in Collaboration With the NFL Featuring a custom dynamic boom mic, the headset will debut in the fall By Dan Da...
14/07/2025
Live From MLB All-Star 2025: MLB Network's Marc Caiafa and Tom Guidice on th...
14/07/2025
Back to All News
Netflix ISP Speed Index for June 2025
Product
14 July 2025
Global
Link copied to clipboard
One percent of Internet Service Providers (ISP...
14/07/2025
Back to All News
Netflix Begins Filming The Map of Longing With Al cia Falc , P...
14/07/2025
This July marks 100 days since I officially stepped into the role of CEO at Grass Valley, a milestone not of abrupt change, but of confident continuity.
Unlike...
14/07/2025
Enhancing Public Service Broadcasting with
Innovation, Accuracy & Sustainability
New regional detail and local towns featured...
13/07/2025
Back to All News
Netflix Expands B&B Universe' with Yu Jae Seok's B&B ...
13/07/2025
Live From MLB All-Star 2025: MLB Network Marks Five Straight Years of Onsite MLB...
12/07/2025
Ryan Coogler accepting the 2013 Vanguard Award. Photo by Alberto E. Rodriguez.
Editor's Note: In honor of Fruitvale Station s 12th anniversary, we're d...
12/07/2025
Key Code Education, the professional training division of Key Code Media, proudly announces a major update to its Adobe Premiere Pro Engineering and Advanced Op...
12/07/2025
Key Code Education, a leader in instructor-led post production training for over...
12/07/2025
As the death toll continues to mount, with at least 120 killed and more than 170 people still missing on July 10 from devastating Texas floods, a number of broa...
12/07/2025
EL SEGUNDO, Calif., and MIAMI -DirecTV and TelevisaUnivision have signed a deal that will make the ad-supported premium subscription tier of ViX, ViX Premium wi...
11/07/2025
PARK CITY, UTAH, July 11, 2025 - The nonprofit Sundance Institute announced today the 11 producers chosen for its annual Producers Labs, returning to Ucross Fou...
11/07/2025
If you've ever wondered what might be playing in Clark Kent's headphones...
11/07/2025
L3Harris Technologies President of Intelligence, Surveillance and Reconnaissance Jason Lambert and General Manager of L3Harris Waco facility Sean Ling held a ce...
11/07/2025
ARLINGTON, Va. WETA, the flagship public media station in the national capital area, has launched WETA+, a new streaming service tailored for the local Washingt...
11/07/2025
The Federal Communications Commission has emerged as one of the central players in the broadcast TV landscape in 2025, with its deregulatory policies sparking h...
11/07/2025
Calrec will introduce usability, customization and system enhancements across its entire range of Argo consoles during IBC2025, Sept. 12-15, at the RAI Amsterda...
11/07/2025
LONDON Encompass Digital Media said it will support live and on-demand viewing of the 2025 FIFA Club World Cup across multiple global regions for sports enterta...
11/07/2025
Two-thirds of broadcast engineers reaped the benefits of a pay raise within the last year....
11/07/2025
CARY, N.C. SmallHD has launched the Quantum 27, a new 26.5-inch Quantum-Dot OLED monitor designed to deliver postproduction image quality in a compact, set-frie...
11/07/2025
The Federal Communications Commission's Enforcement Bureau and Tegna have entered into a consent decree that will settle an investigation into the accidenta...
11/07/2025
WASHINGTON Following news in early July that Paramount had settled President Donald Trump's lawsuit, Sens. Edward J. Markey (D-Mass.) and Ben Ray Luj n (D-N...
11/07/2025
Model/Actriz Performs Lead Single Cinderella on The Late Show with Stephen Colbe...
11/07/2025
Behind the Mic: Amazon Prime Preps for First Season of NBA Action; MSG Networks ...
11/07/2025
SVG New Sponsor Spotlight: Suite Studios' Craig Hering on Adapting to Client...
11/07/2025
2025 SVG Content Management Forum Breaks Down AI's Impact, Continued Transit...
11/07/2025
A Journey HOME: University of Nebraska's HuskerVision Goes IP Leaders from the HuskerVision and Lawo share their IP learnings By SVG Staff
Friday, July 1...
11/07/2025
CMSI, Remote Picture Labs, Ace ESPN's Cloud-Based Editing Efforts for Wimble...
11/07/2025
Netflix Enters the Live-Boxing-Production Ring for Round 2 With Historic Taylor-...
11/07/2025
Back to All News
Too Hot to Handle: Italy Is Coming on July 18 Only on Netflix
Entertainment
11 July 2025
GlobalItaly
Link copied to clipboard
July 11, 20...
Inference, the work of using AI in applications, is moving into mainstream uses, and it's running faster than ever.
