Overview

What’s the Smart Way to Scale AI Inference?

As reasoning models generate exponentially more AI tokens, demand for compute surges. Meeting this requires AI factories—purpose-built infrastructure optimized for inference at scale with NVIDIA Blackwell—designed to deliver performance, efficiency, and ROI across industries.

Full-stack inference optimization is the key to ensuring you're thinking smart about scaling AI at AI factory scale.

What Is AI Inference?

One prompt. One set of tokens for the answer. This is called AI inference. As models grow in size and complexity, organizations need a full-stack approach and end-to-end tools to succeed in this new era of AI scaling laws.

Inference at Scale: The Frontier for AI and ROI

In this video, we break down the critical balance between performance, power, and profitability in modern AI inference. Learn how smarter inference and full-stack infrastructure drive the economics of tomorrow’s AI factories.

Explore the Story Behind AI at Scale

Ever wonder how complex AI trade-offs translate into real-world outcomes? Explore different points across the performance curves below to see firsthand how innovations in hardware and deployment configurations impact data center efficiency and user experience.

Toy Jensen
TPS / user
TPS / MW
Simulated Chat Experience

DeepSeek R1 ISL = 32K, OSL = 8K, GB300 NVL72 with FP4 Dynamo disaggregation. H100 with FP8 in-flight batching. Projected performance subject to change.

Wondering how each configuration translates to real user experiences? Explore the curves solo or with TJ’s guidance by clicking “Explore with TJ”, and see it brought to life in the simulated chat on the right.

 

Benefits

Explore the Benefits of NVIDIA AI for Accelerated Inference

Optimized Full-Stack Deployment

Standardize AI model deployment across applications, AI frameworks, varying open and proprietary model architectures and sizes, and platforms.

Integrate and Scale With Ease

Integrate easily with tools and platforms on public clouds, on-premises data centers, and at the edge.

Lower Cost, Maximize Revenue

Achieve high throughput and utilization from AI infrastructure, thereby lowering costs.  This is how the economics of inference can maximize AI value.

High Performance

Experience industry-leading inference performance with the platform that has consistently set multiple records in MLPerf, the leading industry benchmark for AI.

Software

Explore Our AI Inference Software

NVIDIA AI Inference includes the NVIDIA Dynamo PlatformTensorRT™-LLM, NVIDIA NIM™, and other tools to simplify the building, sharing, and deployment of AI applications. NVIDIA’s inference platform integrates top open-source tools, accelerates performance, and enables scalable, trusted deployment across enterprise-grade infrastructure, software, and ecosystems.

Dynamically Scale and Serve AI with Distributed Inference

NVIDIA Dynamo is an open-source inference software for accelerating AI model deployment at AI-factory-scale. Using disaggregated serving, Dynamo breaks inference tasks into smaller components, dynamically routing and rerouting workloads to the most optimal compute resources available at that moment.

Accelerate AI Deployment With NIM

NVIDIA NIM™ provides prebuilt, optimized inference microservices for rapidly deploying the latest AI models on any NVIDIA-accelerated infrastructure—cloud, data center, workstation, or edge.

An SDK for Industry-Leading Inference Performance

TensorRT-LLM is an open-source library for high-performance, real-time LLM inference on NVIDIA GPUs. With a modular Python runtime, PyTorch-native authoring, and a stable production API, it’s optimized to maximize throughput, minimize costs, and deliver fast user experiences.

NVIDIA DGX Cloud Serverless Inference

A high-performance, serverless AI Inference solution that accelerates AI innovation with auto-scaling, cost-efficient GPU utilization, multi-cloud flexibility, and seamless scalability.

Hardware

Explore Our AI Inference Infrastructure

Get unmatched AI performance with NVIDIA AI inference software optimized for NVIDIA-accelerated infrastructure. The NVIDIA Blackwell Ultra, H200 GPU, NVIDIA RTX PRO™ 6000 Blackwell Server Edition, and NVIDIA RTX™ technologies deliver exceptional speed and efficiency for AI inference workloads across data centers, clouds, and workstations.

NVIDIA GB300 NVL72

AI inference demand is surging—and NVIDIA Blackwell Ultra is built to meet that moment. Delivering 1.4 exaFLOPS in a single rack, the NVIDIA GB300 NVL72  unifies 72 NVIDIA Blackwell Ultra GPUs with NVIDIA NVLink™ and NVFP4 to power massive models with extreme efficiency, achieving 50x higher AI factory output while reducing token costs and accelerating real-time reasoning at scale.

NVIDIA H200 GPU

The NVIDIA H200 GPU—part of the NVIDIA Hopper Platform— supercharges generative AI and high-performance computing (HPC) workloads with game-changing performance and memory capabilities. As the first GPU with HBM3e, the H200’s larger and faster memory fuels the acceleration of generative AI and large language models (LLMs) while advancing scientific computing for HPC workloads.

NVIDIA RTX PRO 6000 Blackwell Server Edition

The RTX PRO 6000 Blackwell Server Edition GPU delivers supercharged inferencing performance across a broad range of AI models, achieving up to 5x higher performance for enterprise-scale agentic and generative AI applications compared to the previous-generation NVIDIA L40S. NVIDIA RTX PRO™ Servers,  available from global system partners, bring the performance and efficiency of the Blackwell architecture to every enterprise data center.

NVIDIA RTX PRO 6000 Blackwell Workstation Edition

The RTX PRO 6000 Blackwell Workstation Edition is the first desktop GPU to offer 96 GB of GPU memory. The power of the Blackwell GPU architecture, combined with large GPU memory and the NVIDIA AI software stack, enables RTX PRO-powered workstations to deliver incredible acceleration for generative AI and LLM inference directly on the desktop.

Customer Stories

How Industry Leaders Are Driving Innovation With AI Inference

Amdocs

Accelerate Generative AI Performance and Lower Costs

Read how Amdocs built amAIz, a domain-specific generative AI platform for telcos, using NVIDIA DGX™ Cloud and NVIDIA NIM inference microservices to improve latency, boost accuracy, and reduce costs.

Snapchat

Enhancing Apparel Shopping With AI

Learn how Snapchat enhanced the clothes shopping experience and emoji-aware optical character recognition using Triton Inference Server to scale, reduce costs, and accelerate time to production.

Amazon

Accelerate Customer Satisfaction

Discover how Amazon improved customer satisfaction by accelerating their inference 5X faster with TensorRT.

Resources

The Latest in AI Inference Resources

Get Started With Inference on NVIDIA LaunchPad

Have an existing AI project? Apply to get hands-on experience testing and prototyping your AI solutions.

Explore Generative AI and LLM Learning Paths

Elevate your technical skills in generative AI and large language models with our comprehensive learning paths.

Get Started With Generative AI Inference on NVIDIA LaunchPad

Fast-track your generative AI journey with immediate, short-term access to NVIDIA NIM inference microservices and AI models—for free.

Deploying Generative AI in Production With NVIDIA NIM

Unlock the potential of generative AI with NVIDIA NIM. This video dives into how NVIDIA NIM microservices can transform your AI deployment into a production-ready powerhouse.

Top 5 Reasons Why Triton Is Simplifying Inference

Triton Inference Server simplifies the deployment of AI models at scale in production. Open-source inference-serving software lets teams deploy trained AI models from any framework—from local storage or cloud platform—on any GPU- or CPU-based infrastructure.

UneeQ

NVIDIA Unveils NIMs

Ever wondered what NVIDIA’s NIM technology is capable of? Delve into the world of mind-blowing digital humans and robots to see what NIMs make possible.

Next Steps

Ready to Get Started?

Explore everything you need to start developing your AI application, including the latest documentation, tutorials, technical blogs, and more.

Find the Right Hardware for Your Inference Workloads

NVIDIA data center solutions are available through select NVIDIA Partner Network (NPN) partners. Explore flexible and affordable options for accessing the latest NVIDIA data center technologies through our network of partners.

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