HPE AI factory solutions
Realize your AI goals faster with HPE’s portfolio of turnkey or curated and validated AI factory solutions that turn raw data into intelligence and intelligence into insights at any scale.
New AI factory lab
The HPE AI Factory Lab empowers European customers to engineer, test and refine AI workloads in a sovereign AI factory environment.
Move AI from pilot to production quickly, efficiently, and at scale
Multi-tenancy is crucial to at-scale AI factory deployments. HPE’s integrated platform offers complete multi-tenant enablement including GPU tenants, automation and self-service, automated resource monitoring and billing, and provisioning of value-added services to individual tenants.
Operationalize AI at scale across the entire AI lifecycle
Able to scale from tens to tens of thousands of GPUs enabling scalable AI operations with orchestration, observability, and lifecycle automation built in.
Observability and control
AI factory at scale and sovereign AI factory incorporates a control plane to both observe and manage the entire system in real-time including data lineage, model behavior, policy enforcement, and system health.
Sovereignty, security, and compliance
AI factory solutions offer full control over their sensitive data and the ability to meet product sovereignty compliance and solution compliance support.
Full multi-tenancy throughout the stack
Eliminates noisy and nosy neighbors with an on-prem GPU-cloud-like experience for AI workloads with individual tenant metering, monitoring, billing, and provisioning.
Speed time to value with AI factory solutions
Enterprises, service providers, governments, research facilities and public sector entities gain faster time to AI return on investment (ROI) with AI factory solutions at any scale.
| Sovereign AI factory | AI factory at scale | Turnkey AI factory | |
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| Description | Sovereign AI factory brings access to critical data sets, technologies, expertise, orchestration, and infrastructure to sovereign entities within defined borders. Security, regulatory compliance, and control are provided throughout the entire AI lifecycle, at population scale. | The AI factory at scale includes everything required to rapidly move from AI planning to AI development and deployment. Hardware, software, services, control plane, networking, open-source components and accelerators have been engineering-validated for AI-ready productivity. | This engineered solution provides a private, secure, and ready-to-use platform for the entire AI lifecycle, from data preparation and large language model (LLM) training to fine-tuning and inference from a single SKU. |
| Best for | Governments, public sector, research facilities, financial institutions | Large enterprises, service providers | Enterprises looking to rapidly scale and accelerate AI initiatives across the organization |
| Stages of AI lifecycle | Full lifecycle from development to training, tuning, inferencing, and monitoring | Full lifecycle from development to training, tuning, inferencing, and monitoring | Entire AI lifecycle |
| Size | 100s-10,000s GPUs | 100s-10,000s GPUs | Up to 64 GPUs |
| Differentiation | HPE offers Sovereign AI systems as customizable HPC/AI solutions designed to provide control over data and technology within borders. Unlike competing solutions, HPE software provides holistic software so it’s easier to see and control your environment. HPE Sovereign AI solutions are validated, modular, full tech stacks integrated ahead of time for customers, speeding time to AI value. | AI factory at scale stands out from its competition by offering a comprehensive solution that operationalizes AI across the entire AI lifecycle.
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| Use cases | Model training, GenAI as a service, computer vision, inference as a service, chatbots and copilots, agentic AI | Model training, GenAI as a service, computer vision, inference as a service, chatbots and copilots, agentic AI | Generative AI, Agentic AI, traditional AI, physical AI, multi modal, computer vision |
| Cooling | Direct liquid and air-cooled | Direct liquid and air-cooled | Air cooled |
| Multi-tenancy | Architectural design for hard multi-tenancy at every layer | True multi-tenancy throughout the stack | Enterprise multi-tenancy |
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| Compliance |
| Standard enterprise compliance | Built-in automated compliance across stack |
| Observability |
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| Security |
| Enterprise security throughout the stack | Built-in automated zero-touch security across stack |
| Product sovereignty | Yes | N/A | Air-gapped option available |
| Solution sovereignty | System-level compliance, including integration, processes, and operational practices | N/A | STIG-FIPS ready via NVIDIA hardened NIMs |
| Operational sovereignty |
| N/A | N/A |
| Risk management | Yes | Yes | Yes |
