--- title: Data and GPU compute for physical AI — Richtech Robotics description: Real-world robotic datasets and GPU compute for training, fine-tuning and deploying physical AI models, from a robotics company that runs both itself. image: https://www.richtechrobotics.com/hubfs/richtech/pages/home-hero-poster.jpg --- [Skip to content](https://www.richtechrobotics.com/ai-compute#main-content) [![richtech\_robotics\_logo](https://www.richtechrobotics.com/hubfs/Logo-2.png)](https://www.richtechrobotics.com/?hsLang=en) - [Solutions](https://www.richtechrobotics.com/solutions?hsLang=en) Solutions [View solutions overview](https://www.richtechrobotics.com/solutions?hsLang=en) - [![](https://www.richtechrobotics.com/hubfs/richtech/pages/nav/nav-cleaning-v4.jpg) Cleaning Automation Consistent floor care across your facility](https://www.richtechrobotics.com/solutions/cleaning-automation?hsLang=en) - [![](https://www.richtechrobotics.com/hubfs/richtech/pages/nav/nav-transport-v4.jpg) Material Transport Parts, pallets and trays, moved autonomously](https://www.richtechrobotics.com/solutions/material-transport?hsLang=en) - 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[![](https://www.richtechrobotics.com/hubfs/richtech/renders/adam-trimmed.png)ADAMTwo-armed barista and bartender](https://www.richtechrobotics.com/solutions/adam?hsLang=en) - [![](https://www.richtechrobotics.com/hubfs/richtech/renders/scorpion-trimmed.png)ScorpionAI bartender for cocktails and tastings](https://www.richtechrobotics.com/solutions/scorpion?hsLang=en) - [![](https://www.richtechrobotics.com/hubfs/richtech/renders/matradee-plus-trimmed.png)Matradee PlusFood delivery and table bussing](https://www.richtechrobotics.com/solutions/matradee-plus?hsLang=en) - [![](https://www.richtechrobotics.com/hubfs/richtech/renders/dust-e-s-trimmed.png)DUST-E SCommercial floor cleaning](https://www.richtechrobotics.com/solutions/dust-e-s?hsLang=en) - [Industrial](https://www.richtechrobotics.com/solutions/industrial-robots?hsLang=en) - [![](https://www.richtechrobotics.com/hubfs/richtech/renders/dex-trimmed.png)DexMobile humanoid for industrial tasks](https://www.richtechrobotics.com/solutions/dex?hsLang=en) - [![](https://www.richtechrobotics.com/hubfs/richtech/renders/titan-trimmed.png)TitanHeavy-duty parts and material delivery](https://www.richtechrobotics.com/solutions/titan?hsLang=en) - [![](https://www.richtechrobotics.com/hubfs/richtech/renders/pallet-jack-trimmed.png)Pallet JackAutonomous pallet mover](https://www.richtechrobotics.com/solutions/pallet-jack?hsLang=en) - [![](https://www.richtechrobotics.com/hubfs/richtech/renders/dust-e-mx-front-v2.png)DUST-E MXLarge-area industrial cleaning](https://www.richtechrobotics.com/solutions/dust-e-mx?hsLang=en) - [All robots](https://www.richtechrobotics.com/solutions#commercial) - Company - [About us](https://www.richtechrobotics.com/company?hsLang=en) - [Investors](https://ir.richtechrobotics.com/) - [All company](https://www.richtechrobotics.com/company?hsLang=en) - Resources - [Case studies](https://www.richtechrobotics.com/case-studies?hsLang=en) - [Blog](https://www.richtechrobotics.com/resources?hsLang=en) - [All resources](https://www.richtechrobotics.com/resources?hsLang=en) [![Contact us](https://no-cache.hubspot.com/cta/default/46549432/interactive-226747727710.png)](https://www.richtechrobotics.com/hs/cta/wi/redirect?encryptedPayload=AVxigLIHz02rXvVT20maBdnGoUiqb2FyJ%2BQPu42uTL%2BoingtVH%2FBx3BdQLQgj6fQNOMZxs7KYj0grfoQoNEIcHr44H7mHpSMTdy2%2BYiWmDnQ37LnWAJ%2BuiKMTmwaT48IxCoyn7FfNa0ubL%2FJhHimcPGO7lf2SgvDI89uZwrkk7fiAj8sMv7hHkhopqz1gM%2B%2FZbGSNMlOyf%2BFeJu5417YkdBmBw%3D%3D&webInteractiveContentId=226747727710&portalId=46549432&hsLang=en) ![](https://www.richtechrobotics.com/hubfs/richtech/pages/6d8faddf59ee36d3b94e21a9f1fdcf8c17941870-1672x941.png) # Data and compute for physical AI Richtech provides GPU-powered compute resources to support the training, fine-tuning, simulation, and deployment of embodied AI models, including VLA, WAM, and other robot foundation models for real-world physical applications. [![Book a demo](https://no-cache.hubspot.com/cta/default/46549432/interactive-226747727694.png)](https://www.richtechrobotics.com/hs/cta/wi/redirect?encryptedPayload=AVxigLKb5yOv3vPrxNVcrsj9HPQXPtHEyKw2uWawFfzPjifwdqnOI%2FGmsc8QqepyrEv6k6YmKKv5ez%2BkLy6rSv6a51L8BjzNTPdSx%2BxZE7O4W%2FNpkYYF14%2Fyt3PhDWuYdfuINzWV6gmpFuiDpTkdJlSgIX8xGNeXPSa9V189OQnOnJUfZC0nWATKz9TEtkawR7s1XuY6za6hFH%2BjOkMu6LVag2SN&webInteractiveContentId=226747727694&portalId=46549432&hsLang=en) NVIDIA HGX B300 $8.50 NVIDIA HGX B200 $8.00 NVIDIA HGX H200 $5.50 What we provide ## A compute foundation for the full physical AI model lifecycle from first training run to deployment-ready model. - ### Training compute ![Training compute](https://www.richtechrobotics.com/hubfs/richtech/pages/babc773a56c2183df4bff72e4d34a805ebe29b3c-1254x1254.png) - ### Fine-tuning & post-training ![Fine-tuning & post-training](https://www.richtechrobotics.com/hubfs/richtech/pages/e9b6d01cabc54dcd6c4a6c0baf1d9454f95ca15a-1254x1254.png) - ### Simulation & synthetic data ![Simulation & synthetic data](https://www.richtechrobotics.com/hubfs/richtech/pages/b49e49a73625180c1909a2c6bf588a3f868f3500-1254x1254.png) ## Pricing (on-demand, per GPU-hour) NVIDIA HGX B300 $8.50 NVIDIA HGX B200 $8.00 NVIDIA HGX H200 $5.50 NVIDIA RTX PRO 6000 $2.00 NVIDIA L40S with Intel CPU from $1.80 NVIDIA L40S with AMD CPU from $1.50 ## FAQ Who we work with We work with early-stage robotics and physical AI teams across the world, building VLA models, world models, perception systems, and autonomous robot platforms. What makes Richtech's AI Compute different? A few things set our compute apart: - **One campus, fewer handoffs** — data collection, GPU training, and robot validation sit together in our Las Vegas foundry, reducing the data movement that slows physical AI work. - **Built by a robotics company** — Richtech designs, builds, and deploys its own commercial and industrial robots, so we build our compute services around workloads we run ourselves. - **From model to validation** — beyond training, our facility includes space and hardware to test how models perform on real robots. - **Sized to your stage** — engagement models designed for early-stage teams, not only hyperscale buyers. What models and workloads can we run? Our compute is built for the full physical AI model stack — vision-language-action (VLA) models, world models, vision-language models, perception and policy networks, and multimodal sensor-fusion models. Typical workloads include large-scale training, fine-tuning and post-training, reinforcement and imitation learning, synthetic data generation, and digital-twin simulation. How do engagements work? We offer compute as reserved or project-based capacity, sized to your stage. Whether you're generating synthetic data, training a foundation model, or fine-tuning a deployment policy, we'll help you scope the right setup. Pricing depends on configuration and term — reach out for a quote. What is it built on? Our AI Compute runs on enterprise-grade data center infrastructure and NVIDIA GPU platforms, including GPUs suited to NVIDIA Isaac Sim and Cosmos-class simulation workloads. Data Building the foundation for real-world intelligence We combine simulation with data from live robot operations to build datasets that are ready for deployment. DATA STRATEGY ## Our dual-source data strategy Richtech combines the speed of simulation with the accuracy of real-world environments to create high-value data pipelines for industrial AI. - ### Train in simulation We use virtual environments to prototype behaviors, test edge cases, and prepare robots for physical deployment ![Train in simulation](https://www.richtechrobotics.com/hubfs/richtech/pages/debb99b12dc69fa1b03af6627b7e2c3b47d14d3a-596x594.jpg) - ### Enhance with real-world data We capture real-world data from live robot operations in our facilities to improve performance and speed up deployment ![Enhance with real-world data](https://www.richtechrobotics.com/hubfs/richtech/pages/6febd2559362c7e85c421106aa6a2227d6a01fe7-596x594.jpg) - ### Deploy at scale By training and validating with data from live robotic environments, we reduce deployment timelines and deliver robots that are ready to work from day one ![Deploy at scale](https://www.richtechrobotics.com/hubfs/richtech/pages/f2d1b509db2f466f6ac53a4590eb9a604ee17b93-596x594.jpg) ## Looking to power your AI with real-world robotic data? Let’s connect and explore how Richtech can support your development with deployment-ready datasets. [Connect with our team](https://www.richtechrobotics.com/contact?hsLang=en) ![](https://www.richtechrobotics.com/hubfs/richtech/resources/376fae31de995ea8761f93b39e8e66dcbb528e42-890x848.jpg) Data & AI Compute ## Interested in data or compute? What are you looking to do? Get pricing Just exploring We reply within one working day with capacity, pricing and how onboarding works. We send the technical overview and a short walkthrough. No follow-up calls unless you ask. Phone [+1 866 236 3835](tel:+18662363835) Email [sales@richtechrobotics.com](mailto:sales@richtechrobotics.com) [![Richtech Robotics](https://www.richtechrobotics.com/hubfs/Logo-2.png)](https://www.richtechrobotics.com/?hsLang=en) Practical automation for the work that keeps people apart. ## Stay in the loop New robots, deployments and events — a short note when there is news. 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