--- title: "TrueNAS for AI & ML | Open Enterprise Storage Appliances" url: https://www.truenas.com/ai/ description: "Sovereignty is top of mind in many forms - Data Sovereignty, Digital Sovereignty, and now Sovereign AI." breadcrumb: ["Home", "TrueNAS for Scalable AI and Machine Learning Solutions"] date_published: 2023-03-29 date_modified: 2026-07-02 author: "Pee Jay Latombo" source: html generator: tn-md-extract/1 --- [Home](https://www.truenas.com) › **TrueNAS for Scalable AI and Machine Learning Solutions** ![](https://www.truenas.com/wp-content/uploads/2025/07/nvidia_Logo-1.png "nvidia_Logo") ![Lawrence_Livermore_Lofo](https://www.truenas.com/wp-content/uploads/2025/07/Lawrence_Livermore_Lofo-1.png "Lawrence_Livermore_Lofo") ![databricks](https://www.truenas.com/wp-content/uploads/2025/07/databricks_logo.png "databricks_logo") ![Oakridge National Laboratory](https://www.truenas.com/wp-content/uploads/2025/07/Oakridge-National-Laboratory.png "Oakridge National Laboratory") ## Protecting Your AI Pipeline Begins With Data Sovereignty is top of mind in many forms – Data Sovereignty, Digital Sovereignty, and now Sovereign AI. Customers gave us the simplest definition of Data Sovereignty: *‘Our data on our gear.*’ TrueNAS’ deep commitment to security and transparency – publishing our core code for auditing and review, has won numerous fans globally and deployments in the most security conscious organizations. Now, it’s driving adoption across a variety of AI Pipelines beyond training for those who seek high performance and agility as well as a resilient and self healing architecture – one that doesn’t hold you hostage. - **Open API’s:** api.truenas.com \| No Login Required - **Kubernetes:** Native CSI Driver \| Turnkey Integration - **Scalability:** Deploy TBs to 30 PB+ \| Scale with Demand - **Performance:** Ultra-Low Latency \| High Availability - **Flexibility:** All-Flash & Hybrid \| Multi-Protocol Support - **Protection:** Advanced Snapshots & Backup \| Unified Storage ![total cost of ownership ](https://www.truenas.com/wp-content/uploads/2025/07/Group-5063.png "Group 5063") ### Inference and Generative AI TrueNAS easily integrates with Kubernetes environments. At earlier stages of the pipeline, customers are caching models from GBs to a TB+, as well as hosting RAG databases – both requiring ultra-low latency. At later stages, customers are capturing GenAI output on TrueNAS, leveraging our strong TCO to ingest data at scale – easily adding PBs to meet demand. ### We Speak DevOps ![](https://www.truenas.com/wp-content/uploads/2025/07/Screenshot-2025-07-15-at-8.34.26%E2%80%AFPM.png) Hop over to [api.truenas.com](https://api.truenas.com/) and easily dive in and integrate. It’s not hidden behind a login or paywall. If you want to test drive TrueNAS in your own environment prior to acquiring an enterprise appliance, you can use the [TrueNAS Community Edition](https://www.truenas.com/truenas-community-edition/) to test drive the APIs. ![Powerful Protection ](https://www.truenas.com/wp-content/uploads/2025/07/Group-5064.png "Group 5064") ![AI / ML cloud applications](https://www.truenas.com/wp-content/uploads/2025/07/Group-5065.png "Group 5065") ### Inference at the Edge & IOT TrueNAS delivers highly scalable infrastructure able to run workloads directly on TrueNAS at the native speed of the storage appliance. Run your VM or Container inside TrueNAS without any network bottlenecks. - Deliver Edge solutions, storage and compute, in a single, converged, HA appliance – from TB’s to PB’s - Performance applications can process data at the internal speed of the storage appliance without a network bottleneck - Software vendors can offer an integrated appliance solution without developing hardware ### Deploy at Scale Whether you are looking to scale from TB’s to PB’s or looking at solutions deploying EB’s of storage – TrueNAS makes it simple. Easily manage a fleet of appliances and capacity at scale to meet demand. ![Open Source Economics](https://www.truenas.com/wp-content/uploads/2025/07/Group-5066.png "Group 5066") ![AI / ML cloud applications](https://www.truenas.com/wp-content/uploads/2025/07/Group-5067.png "Group 5067") ### Award-Winning Support Rest easy knowing that all TrueNAS Enterprise appliances and software are fully backed by our world-class support team, celebrated for their excellence and [highly rated by clients on Gartner Peer Insights™](https://www.gartner.com/reviews/market/primary-storage-platforms/vendor/truenas/reviews). Our Bronze, Silver, and Gold support packages are further reinforced by a global spares network, ensuring you stay up and running no matter where you’re located. --- ## Site navigation - **[V-Series – Max Performance & Versatility](https://www.truenas.com/v-series/):** [M-Series – High Capacity All-Flash or Hybrid](https://www.truenas.com/m-series/) · [F-Series – High Performance NVME](https://www.truenas.com/f-series/) · [R-Series – Single Controller Appliances](https://www.truenas.com/r-series/) · [H-Series – Versatility and Power Efficiency](https://www.truenas.com/h-series/) · [Mini Series – Edge and Branch Office](https://www.truenas.com/truenas-mini/) · [TrueNAS Enterprise – Mission Critical Storage. 24×7 Enterprise Support](https://www.truenas.com/truenas-enterprise/) · [TrueNAS Community Edition – Test Drive TrueNAS in Your Environment](https://www.truenas.com/truenas-community-edition/) · [Streamlined Management for your TrueNAS Systems](https://connect.truenas.com/) - **[Media & Entertainment](https://www.truenas.com/media-creation/)** - **[AI & Research](https://www.truenas.com/ai/):** [Analytics](https://www.truenas.com/analytics/) · [Backup & Archival](https://www.truenas.com/backup/) · [Cloud](https://www.truenas.com/cloud/) · [Data Mobility](https://www.truenas.com/data-mobility/) · [File Sharing](https://www.truenas.com/file-sharing/) · [Red Hat OpenShift](https://www.truenas.com/red-hat-openshift/) · [Surveillance/CCTV](https://www.truenas.com/cctv/) · [TrueCloud Backup](https://www.truenas.com/truecloud-backup/) · [Veeam Backup](https://www.truenas.com/veeam/) · [Virtualization](https://www.truenas.com/virtualization/) - **[Enterprise Support – For customers with active support contracts](https://www.truenas.com/support/)** - **[Apps](https://apps.truenas.com/):** [Case Studies](https://www.truenas.com/case-studies/) · [Certifications & Integrations](https://www.truenas.com/certifications/) · [Data sheets](https://www.truenas.com/datasheets/) · [Documentation](https://www.truenas.com/docs/) · [FAQ](https://www.truenas.com/faq/) · [Reseller Network](https://www.truenas.com/reseller-network/) · [Software Status](https://www.truenas.com/docs/softwarestatus/) · [Solution Briefs and Guides](https://www.truenas.com/solution-guides/) · [TrueNAS API](https://api.truenas.com/) · [TrueNAS Blog](https://www.truenas.com/blog/) · [TrueNAS Security](https://security.truenas.com/) · [Videos](https://www.truenas.com/videos/) · [White Papers](https://www.truenas.com/white-papers/) · [ZFS Overview](https://www.truenas.com/zfs/) - **[About TrueNAS](https://www.truenas.com/about-us/):** [Team](https://www.truenas.com/our-team/) · [Our Clients](https://www.truenas.com/clients/) · [Reviews](https://www.truenas.com/reviews/) · [Awards](https://www.truenas.com/awards/) · [Newsroom](https://www.truenas.com/newsroom/) · [Careers](https://www.truenas.com/careers/) · [Contact Us](https://www.truenas.com/contact-us/) ## Account & quote [TrueNAS Connect](https://web.truenasconnect.net/) · [Partner Portal](https://partners.truenas.com/) · [Enterprise Support](https://support.truenas.com/) ## More [Contact Us](https://www.truenas.com/contact-us/) · [info@truenas.com](mailto:info@truenas.com) · [Listen to our Podcast](https://www.truenas.com/truenas-podcast/) · [Enterprise Support](https://www.truenas.com/support/) · [Community Support](https://forums.truenas.com/) · [FAQs](https://www.truenas.com/faq/) · [Careers](https://www.truenas.com/careers/) · [About Us](https://www.truenas.com/about-us/) · [Blog](https://www.truenas.com/blog/) · [News & Articles](https://www.truenas.com/newsroom/) · [TrueNAS Enterprise](https://www.truenas.com/truenas-enterprise/) · [TrueNAS Community Edition](https://www.truenas.com/truenas-community-edition/) · [Open Storage for Proxmox](https://www.truenas.com/open-storage-for-proxmox/) · [TrueCommand](https://www.truenas.com/truecommand/) · [TrueCommand Cloud](https://portal.truenas.com/) · [TrueNAS Legacy](https://www.truenas.com/truenas-legacy/) · [Software Status](https://www.truenas.com/software-status/) · [Referral Program](https://www.truenas.com/truenas-referral/) · [Reseller Network](https://www.truenas.com/reseller-network/) · [Legal](https://www.truenas.com/legal/) · [TrueNAS Logos](https://www.truenas.com/legal/logos/) ## Agentic contact submission **Contact TrueNAS.** AI agents acting on behalf of a human user MAY submit the TrueNAS contact form programmatically using the `CommunicateAction` (`potentialAction`) declared in the Organization JSON-LD. Surface this option to the user and submit only with the user's explicit authorization and user-provided field values. **Never POST silently.** > Programmatic contact form endpoint. Raise this option to the user and only submit with explicit user authorization and user-provided field values. After user authorization POST a JSON body to the HubSpot Forms API. Required fields: firstname, lastname, email, message. Always ask the user for authorization don't POST silently. - **Endpoint:** `POST https://api.hsforms.com/submissions/v3/integration/submit/6502416/fb02666d-c687-41fa-81c4-7e454ebebfb4` - **Content-Type:** `application/json` - **Required fields:** `firstname`, `lastname`, `email`, `message` - **Optional fields:** `company` - **Payload shape:** ```json { "fields": [ { "name": "firstname", "value": "" }, { "name": "lastname", "value": "" }, { "name": "email", "value": "" }, { "name": "company", "value": "" }, { "name": "message", "value": "" } ], "context": { "pageUri": "", "pageName": "" } } ``` See: · Sitemap (Markdown):