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
North America Stories
08/12/2025
SVG Summit 2025 Technology Exhibits Preview, Part 1By SVG Staff
Monday, December 8, 2025 - 6:56 am
Print This Story | Subscribe
Story Highlights
The 2025...
08/12/2025
2025 Sports Broadcasting Hall of Fame: Bill Rasmussen, the Entrepreneur Who Drea...
08/12/2025
SVG Summit 2025 Preview: Live Production Innovation Workshop Goes Deep on ST 211...
08/12/2025
#GALSNGEAR Announces East, West Leadership Retreats for 2026By Ken Kerschbaumer
Monday, December 8, 2025 - 9:10 am
Print This Story | Subscribe
Story High...
08/12/2025
MediaKind Acquiring Harmonic's Video Business to Create New Streaming-Video ...
08/12/2025
Platinum White Paper: Sony HDR/SDR Camera Shading Techniques for Live Production...
08/12/2025
SVG Sit-Down: NESN's Kenny Elcock and Harmonic's Jean Macher Talk Next-G...
08/12/2025
Monsters Funday Football,' ESPN's Latest Live Animation Effort, Advances...
08/12/2025
SVG Sit-Down: ESPN Director Jeff Nelson on Calling the (Animated) Action on Mon...
08/12/2025
Monsters Funday Football': Louisiana Philharmonic Delivers Again With Orches...
08/12/2025
Nielsen's robust data offering enables marketers to connect with their target audience more effectively and drive better results throughout Amazon's adv...
08/12/2025
LOS ANGELES and NEW YORK Paramount has launched a hostile takeover bid for Warner Bros. Discovery with an all-cash tender offer to acquire all of the outstandin...
08/12/2025
EMERYVILLE, Calif. Media and entertainment technology and services provider Advanced Systems Group has named Macky Beheshti as director, enterprise storage and ...
08/12/2025
DENVER MediaKind, a global provider of cloud-based video streaming technology announced today that it is acquiring the video business of Harmonic Inc. for appro...
08/12/2025
NEW YORK Nielsen has announced that its Audience Segments from Nielsen Marketing Cloud (NMC) are now available across the Amazon Ads marketplace, including the ...
08/12/2025
Marshall Electronics showcases the CV355-27X-ND3 Optical Zoom NDI (NDI HX2, NDI HX3) Camera at ISE 2026 (Booth 4N900). Designed for users seeking high-quality ...
08/12/2025
Cinnafilm today announced the immediate availability of IPx LIVE and Tachyon LIVE, delivering broadcast-grade, real-time IP video transcoding and motion-compens...
08/12/2025
Following a successful 45th anniversary year in 2024, Hiltron reports increasing demand for its wide range of satellite communication equipment manufacturing, p...
08/12/2025
When was the last time you updated your default playlist(s)? A default playlist keeps your station(s) on the air should your team ever miss a step in sending mu...
08/12/2025
Back to All News
Netflix ISP Speed Index for November 2025
Product
08 December 2025
Global
Link copied to clipboard
This month marks 15 years of the Netfl...
08/12/2025
Back to All News
Another Exciting Chapter in Our Book-to-Screen Journey and What's to Come
Entertainment
08 December 2025
Global
Link copied to clipboa...
07/12/2025
Back to All News
Netflix Takes Over the Oslo Skyline With Celebratory Troll 2 L...
06/12/2025
In a live broadcast from the Reagan National Defense Forum, L3Harris Chair and CEO Christopher Kubasik joined Morgan Brennan on CNBCs Closing Bell: Overtime. Ku...
06/12/2025
FORT LAUDERDALE, Fla. A new survey from Pixitmedia by Datacore revealed a major shift in the Media & Entertainment industry in media archiving, with 85% of resp...
06/12/2025
HACKENSACK, N.J. LiveU has announced that the national public broadcaster Czech Television has completed one of the largest LiveU live production deployments fo...
06/12/2025
NEW YORK The National Academy of Television Arts and Sciences (NATAS) presented the Excellence in Production Technology Emmy Award to NASA+ and Dr. Tom Leight...
05/12/2025
2025 Sports Broadcasting Hall of Fame: Curt Gowdy Jr. - Master Storyteller, Nati...
05/12/2025
SVG Sit-Down: Veritone's Sean King on the Power of Mining Video, Audio DataThe company's Data Refinery offers users total control and governance over da...
05/12/2025
Platinum White Paper: Inside the Nashville Predators' Unified, Flexible, Sca...
05/12/2025
Netflix Reaches Agreement To Acquire Warner Bros. Following Planned WBD SplitThe deal does not include WBDs sports assets like TNT Sports (US, UK, LatAm), Euros...
05/12/2025
FOX Sports Returns to Indianapolis for Primetime Broadcast of Big Ten Championsh...
05/12/2025
SVG Summit 2025 Preview: Digital Engagement & Monetization Workshop Tackles the ...
05/12/2025
Atlanta United Lights Up New Emory Healthcare Studio With First Live Broadcast f...
05/12/2025
As Messi Takes the Pitch, MLS, Apple, NEP Roll Out Largest MLS Cup Production Ev...
05/12/2025
ESPN Enters College Football's Most Intense Month With Elevated Workflows fo...
05/12/2025
It's about that time! Awards season is in full swing, and the Film Independe...
05/12/2025
LOS ANGELES Netflix announced it has entered into an agreement to acquire the assets of Warner Bros. for $82.7 billion....
05/12/2025
NEW YORK Nielsens Gracenote has launched Gracenote Content Connect, a new ad platform that provides agencies, brands, supply-side platforms (SSPs) and demand-si...
05/12/2025
NEW YORK In an important update to the workings of deal-based programmatic advertising, IAB Tech Lab has released version 1.0 of its Deals API for public commen...
05/12/2025
NEW YORK Pass the turkey. Pass the stuffing. Pass the cranberry sauce. All are common requests of Americans celebrating Thanksgiving Day with family and f...
05/12/2025
NEW YORK Iris, the new cloud-connected camera control platform, has officially launched with features that turn virtually any PTZ camera into a software-connect...
05/12/2025
HOLLYWOOD, Calif. Netflix announced today that it has entered into an agreement to acquire the assets of Warner Bros. for $82.7 billion....
05/12/2025
NEW YORK Iris, the new cloud-connected camera control platform, has officially launched with features that turn virtually any PTZ camera into a software-connect...
05/12/2025
WASHINGTON The Federal Communications Commission has approved AT&T's $1.02 billion acquisition of spectrum from UScellular in a decision that was issued sho...
05/12/2025
The Best Coldplay Songs: 21 Tracks That Shoot for the Stars From Yellow to Viva La Vida, Fix You to Paradise, this playlist goes back to the start.
December ...
05/12/2025
Zafris Lecture Series Brings Nabil Ayers to Berklee The 32nd annual James G. Zafris Distinguished Lecture series was held on Thursday, November 13, with guest...
05/12/2025
Back to All News
Netflix Unveils the First Look for Land of Sin' - Premier...
05/12/2025
Introducing New Perks to Help You Get Even More from LinkedIn Premium Published on Dec 5, 2025 Categories: Company News, Product News
LinkedIn Corporate Co...
05/12/2025
Back to All News
Don Lee, Lee Jin-uk, and Lalisa Manobal to Star in Netflix Act...
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.
