Editor's note: This post is part of the AI Decoded series, which demystifies AI by making the technology more accessible, and showcases new hardware, software, tools and accelerations for RTX PC users.
The era of the AI PC is here, and it's powered by NVIDIA RTX and GeForce RTX technologies. With it comes a new way to evaluate performance for AI-accelerated tasks, and a new language that can be daunting to decipher when choosing between the desktops and laptops available.
While PC gamers understand frames per second (FPS) and similar stats, measuring AI performance requires new metrics.
Coming Out on TOPS The first baseline is TOPS, or trillions of operations per second. Trillions is the important word here - the processing numbers behind generative AI tasks are absolutely massive. Think of TOPS as a raw performance metric, similar to an engine's horsepower rating. More is better.
Compare, for example, the recently announced Copilot+ PC lineup by Microsoft, which includes neural processing units (NPUs) able to perform upwards of 40 TOPS. Performing 40 TOPS is sufficient for some light AI-assisted tasks, like asking a local chatbot where yesterday's notes are.
But many generative AI tasks are more demanding. NVIDIA RTX and GeForce RTX GPUs deliver unprecedented performance across all generative tasks - the GeForce RTX 4090 GPU offers more than 1,300 TOPS. This is the kind of horsepower needed to handle AI-assisted digital content creation, AI super resolution in PC gaming, generating images from text or video, querying local large language models (LLMs) and more.
Insert Tokens to Play TOPS is only the beginning of the story. LLM performance is measured in the number of tokens generated by the model.
Tokens are the output of the LLM. A token can be a word in a sentence, or even a smaller fragment like punctuation or whitespace. Performance for AI-accelerated tasks can be measured in tokens per second.
Another important factor is batch size, or the number of inputs processed simultaneously in a single inference pass. As an LLM will sit at the core of many modern AI systems, the ability to handle multiple inputs (e.g. from a single application or across multiple applications) will be a key differentiator. While larger batch sizes improve performance for concurrent inputs, they also require more memory, especially when combined with larger models.
The more you batch, the more (time) you save. RTX GPUs are exceptionally well-suited for LLMs due to their large amounts of dedicated video random access memory (VRAM), Tensor Cores and TensorRT-LLM software.
GeForce RTX GPUs offer up to 24GB of high-speed VRAM, and NVIDIA RTX GPUs up to 48GB, which can handle larger models and enable higher batch sizes. RTX GPUs also take advantage of Tensor Cores - dedicated AI accelerators that dramatically speed up the computationally intensive operations required for deep learning and generative AI models. That maximum performance is easily accessed when an application uses the NVIDIA TensorRT software development kit (SDK), which unlocks the highest-performance generative AI on the more than 100 million Windows PCs and workstations powered by RTX GPUs.
The combination of memory, dedicated AI accelerators and optimized software gives RTX GPUs massive throughput gains, especially as batch sizes increase.
Text-to-Image, Faster Than Ever Measuring image generation speed is another way to evaluate performance. One of the most straightforward ways uses Stable Diffusion, a popular image-based AI model that allows users to easily convert text descriptions into complex visual representations.
With Stable Diffusion, users can quickly create and refine images from text prompts to achieve their desired output. When using an RTX GPU, these results can be generated faster than processing the AI model on a CPU or NPU.
That performance is even higher when using the TensorRT extension for the popular Automatic1111 interface. RTX users can generate images from prompts up to 2x faster with the SDXL Base checkpoint - significantly streamlining Stable Diffusion workflows.
ComfyUI, another popular Stable Diffusion user interface, added TensorRT acceleration last week. RTX users can now generate images from prompts up to 60% faster, and can even convert these images to videos using Stable Video Diffuson up to 70% faster with TensorRT.
TensorRT acceleration can be put to the test in the new UL Procyon AI Image Generation benchmark, which delivers speedups of 50% on a GeForce RTX 4080 SUPER GPU compared with the fastest non-TensorRT implementation.
TensorRT acceleration will soon be released for Stable Diffusion 3 - Stability AI's new, highly anticipated text-to-image model - boosting performance by 50%. Plus, the new TensorRT-Model Optimizer enables accelerating performance even further. This results in a 70% speedup compared with the non-TensorRT implementation, along with a 50% reduction in memory consumption.
Of course, seeing is believing - the true test is in the real-world use case of iterating on an original prompt. Users can refine image generation by tweaking prompts significantly faster on RTX GPUs, taking seconds per iteration compared with minutes on a Macbook Pro M3 Max. Plus, users get both speed and security with everything remaining private when running locally on an RTX-powered PC or workstation.
The Results Are in and Open Sourced But don't just take our word for it. The team of AI researchers and engineers behind the open-source Jan.ai recently integrated TensorRT-LLM into its local chatbot app, then tested these optimizations for themselves.
Source: Jan.ai The researchers tested its implementation of TensorRT-LLM against the open-source llama.cpp inference engine across a variety of GPUs and CPUs used by the community. They found that TensorRT is 30-70% faster than llam
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
06/09/2026
June 9 2026, 23:00 (PDT) Dolby and MagentaTV Bring Fans Closer to the FIFA Worl...
04/08/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
06/07/2026
Long-developed relationships and informal access, three production models, and c...
06/07/2026
The deal follows Lumine's recent acquisition of Synamedia's video-networ...
06/07/2026
This former SportsCenter producer is shaping local-team studio coverage to surro...
06/07/2026
IMS Productions and FOX Sports deployed more than 100 cameras, 32 onboard feeds,...
06/07/2026
Lumine Group Inc. has announced the completion of its acquisition of the Video Network Business from Synamedia. The business will operate as a standalone compan...
06/07/2026
NASCAR has announced a content and commercial partnership with Motorsport Network, a motorsports and automotive media platform, to distribute NASCAR original co...
06/07/2026
Versant Media Group has announced a definitive agreement to acquire Full Swing, a sports technology company, from Bruin Capital and a group of minority investor...
06/07/2026
DAZN has announced global broadcast rights to 3ICE, a professional hockey format featuring three skaters and a goalkeeper per side, with no power plays or offsi...
06/07/2026
Bundle gains 100 new synths & more
Synth Anthology 5 the largest and most feature-packed edition of UVI's hardware synth emulation bundle, bringing toge...
06/07/2026
Available now via free firmware update
MOTU have just announced that three of their popular audio interfaces now boast official Milan Certification. The 16A...
06/07/2026
Rohde & Schwarz completes Hunter Preliminary Design Review for the Integrated Co...
06/07/2026
The R&S IMAGER from Rohde & Schwarz uses millimeter wave imaging to inspect the ...
06/07/2026
The National Film and Video Foundation (NFVF), an agency of the Department of Sp...
06/07/2026
Digital Domain Appoints Industry Veteran Patrick Davenport as Executive Vice Pre...
06/07/2026
Gravity Media USA appoints Brittney Boston as Head of Business Development
Brie Clayton July 6, 2026
0 Comments
The strategic new appointment supports...
06/07/2026
Remote Editing Without Cloud Storage in Resolve
Michael Cioni July 6, 2026
0 Comments
This is a step-by-step guide that demonstrates how to setup your...
06/07/2026
Automatic Caption Translation in Adobe Premiere Pro
Colin Smith July 6, 2026
0 Comments
Here I showcase the innovative automatic caption translation f...
06/07/2026
Flavor's First Ever Managing Director Neal Cohen Retires; Longstanding Execu...
06/07/2026
How Adam Rosenwach Pivoted from Music to Medtech Without Missing a Beat What do the rehearsal room and the boardroom have in common? More than you might think...
06/07/2026
Zhongyi Optics unveils the Dreamy Zone T1 FF Cine Lens Series on Indiegogo with ...
06/07/2026
Techtel debuts insyght: making ST 2110 media discovery easy
intellisphereinsyght2026
6 July Written By Suzanne Costello
Sydney, Australia - 06 July 2026 T...
06/07/2026
Monday 6 July 2026
Sky agrees to acquire ITV Media & Entertainment, creating a ...
06/07/2026
Fresh from his World Cup heroics with Cabo Verde, Roberto Pico' Lopes will join the RT panel for Argentina v Egypt tomorrow and for the England v Norway q...
06/07/2026
Nations have long invested in domestic infrastructure to advance their economies, protect and use their data, and take advantage of technology opportunities in ...
06/07/2026
Every year, the International Conference on Machine Learning (ICML) reveals where thousands of AI researchers have decided to put their work.
This year's ...
06/07/2026
A death can be unsuspicious, but it has to be explained
What happened to Ke...
05/07/2026
We've gone to another level of integrating the graphics into the set architecture' - Zac Fields, SVP, Graphic Technology and Integration, FOX Sports...
05/07/2026
Browser-based and desktop apps available
Digital Sunset Studios have been busy working on an interesting project: a free software tool that provides compute...
04/07/2026
When Canada qualified for the FIFA World Cup 2026, OneSoccer knew this wasn'...
04/07/2026
Celebrates company's 80th anniversary
Rhodes have recently revealed that they will be producing a limited run of electric pianos in celebration of their...
04/07/2026
Blackmagic Design Cameras Empower Youth Broadcasting Program
Brie Clayton July 3, 2026
0 Comments
Blackmagic Pocket Cinema Camera 6K Pro and Blackmagi...
04/07/2026
iZotope Joins Boris FX
Boris Yamnitsky July 3, 2026
0 Comments
iZotope, the team behind RX and Ozone, is joining Boris FX. A letter from founder Boris...
04/07/2026
April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...
03/07/2026
New bundle & three Single Packs
Continuing to expand their already sizeable orchestral collection, VSL's latest release introduces three new Single Pack...
03/07/2026
Venue installs new ATC-equipped control room
LSO St Luke's, a unique music venue that also serves as the home of the London Symphony Orchestra, have rec...
03/07/2026
Caden Pearson appointed new Commissioning Editor for NITV
3 July, 2026
Media releases
National Indigenous Television (NITV) has strengthened its commitment...
03/07/2026
1 February 2023
SHARE Facebook Twitter Linkedin Email
Munich, Germany, 1st February 2023: Cinegy GmbH, the premier provider of software technology for digit...
03/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
03/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
03/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
03/07/2026
Death Star
Andy Marken July 2, 2026
0 Comments
Look, I can't get involved. I've got work to do. It's not that I like the Empire; I hate i...
03/07/2026
Berklee's New Visual Identity: Honoring Our History, Building for What's...
03/07/2026
Scripps Research scientists awarded $2M to advance global disease surveillance Two Gates Foundation grants will expand wastewater surveillance and AI-driven dis...
03/07/2026
Joan Pulupa joins Scripps Research faculty to study the organization of DNA in brain cells and its links to neurodegeneration Using smell-sensing neurons and ad...
02/07/2026
Entering her senior year, this hometown girl is paving a career in live sports production gaining experience in replay and audio and as a TD
In the live-sports...
02/07/2026
In-venue and creative video staffers at the professional and collegiate level ha...
Editor's note: This post is part of the AI Decoded series, which demystifies AI by making the technology more accessible, and showcases new hardware, software, tools and accelerations for RTX PC users.
