# NVIDIA AI Virtual Workstation

Your AI journey begins with virtual desktop infrastructure.

[Get Started](https://docs.nvidia.com/vgpu/index.html#ai-vws-toolkits)

Overview

## Jump-Start Your AI Development

NVIDIA AI Virtual Workstation (vWS) gives organizations the perfect starting point for their AI journey. Harnessing the performance of [NVIDIA RTX™ Virtual Workstation](https://www.nvidia.com/en-us/design-visualization/virtual-workstation.md), part of the [NVIDIA vGPU™ software](https://www.nvidia.com/en-us/data-center/virtual-solutions.md) suite, and NVIDIA data center GPUs, it brings virtual machines to existing infrastructure and accelerates them for AI development.

### Spotlight: Accelerating Into AI With VDI

Kickstart AI development using your existing virtual desktop infrastructure (VDI) setup powered by NVIDIA GPUs and vGPU software. Enable secure, scalable virtual machines with centralized data and simplified IT management.

[Read the Blog](https://developer.nvidia.com/blog/spotlight-accelerating-into-ai-with-vdi/)

### Benefits

## Unleash Innovations on a Manageable Scale

Extend your VDI to power AI development.

### Cost-Effective Implementation

Immediately enable AI development workloads on your existing virtualized infrastructure while supporting mainstream enterprise applications.

### Flexibility and Manageability

Centralize infrastructure management for AI development and partition GPUs to adjust virtual machine (VM) frame buffers at any time.

### Data and Security

Improve security while ensuring [AI models](https://www.nvidia.com/en-us/ai-data-science/foundation-models.md) and data are centrally stored in the data center.

### On-Ramp to Production

Cost-efficiently validate AI effectiveness and outcomes, paving the way to production.

## Explore AI Virtual Workstation Toolkits

AI vWS Toolkits are designed for diverse use cases and provide essential reference documentation and instructions to help organizations jump-start their AI development.

[View All Toolkits](https://docs.nvidia.com/vgpu/index.html#ai-vws-toolkits)

### Building an Agentic RAG

Create AI agents that use retrieval-augmented generation (RAG) to dynamically retrieve information from documents and web searches to enhance response quality.

[Learn More](https://docs.nvidia.com/vgpu/toolkits/agentic-rag/latest/index.html)

### Fine-Tune and Customize LLMs

Choose from a variety of large language models (LLMs) and fine-tune them with custom datasets to increase domain-specific knowledge.

[Watch the Demo](https://www.youtube.com/watch?v=aHIeWAhF7Ms&list=PL5B692fm6--u-aQYhWqD0NiGJkt8YHtoG&index=3&t=2s)
[Learn More](https://docs.nvidia.com/vgpu/toolkits/fine-tunning-llms/latest/intro.html)

### Converting PDFs to Podcasts

Transform PDFs into AI-generated audio content with NVIDIA NIM™ microservices and NVIDIA AI Blueprints.

[Watch the Demo](https://www.youtube.com/watch?v=LDpxrKWUci8&list=PL5B692fm6--u-aQYhWqD0NiGJkt8YHtoG&index=2)
[Learn More](https://docs.nvidia.com/vgpu/toolkits/pdf-to-podcasts/latest/index.html)

[View the AI vWS Toolkit Playlist](https://www.youtube.com/playlist?list=PL5B692fm6--u-aQYhWqD0NiGJkt8YHtoG)

# NVIDIA RTX PRO Server

A universal data center platform designed to supercharge virtualized workloads from graphics to AI with NVIDIA vGPU.

[Learn More](https://www.nvidia.com/en-us/data-center/products/rtx-pro-server.md)

### Resources

## Learn More About NVIDIA AI Virtual Workstation

### NVIDIA AI Virtual Workstation Sizing Advisor

Powered by NVIDIA NeMo™, the AI vWS Sizing Advisor is a free, RAG-enabled tool that provides sizing recommendations for AI development.

[Download Now](https://docs.nvidia.com/vgpu/toolkits/sizing-advisor/latest/intro.html)

### NVIDIA AI Virtual Workstation Playlist

Watch demos on how to use [RTX Virtual Workstation](https://www.nvidia.com/en-us/design-visualization/virtual-workstation.md) and AI vWS Toolkits to build AI applications.

[Learn More](https://www.youtube.com/playlist?list=PL5B692fm6--u-aQYhWqD0NiGJkt8YHtoG)

### Enhanced Disaster Response With Agentic AI

Discover how Leidos used [NVIDIA vGPU](https://www.nvidia.com/en-us/data-center/virtual-solutions.md) and AI software to create a multi-agent system to enhance response time to disaster scenarios.

[Watch Now](https://www.nvidia.com/en-us/on-demand/session/gtc25-S72880/)

Next Steps

## Ready to Get Started?

Download free vGPU evaluation licenses to access NVIDIA RTX Virtual Workstation and start your PoC today.

[Free Trial](https://www.nvidia.com/en-us/data-center/resources/vgpu-evaluation.md)

### Explore Resources

Discover NVIDIA vGPU resources, including case studies, deployment guides, sizing guides, videos, and more.

[Learn More](https://www.nvidia.com/en-us/data-center/virtualization/resources.md)

### Join the NVIDIA Developer Program

Get free access to advanced AI tools, learning resources, and a dedicated community.

[Sign Up](https://developer.nvidia.com/developer-program)