ClusterWareAI™
AI Factory Platform Operating System Software
Whether ten nodes or tens of thousands of nodes, ClusterWareAI software unifies compute and software resources to automate deployment, optimize performance, and simplify complex cluster operations for IT teams.
AI Factory Infrastructure Management for Enterprise Inference and Model Tuning
ClusterWareAI operating system software amplifies your team's ability to deploy, manage, and optimize artificial intelligence (AI) factory infrastructure to achieve—and sustain—peak cluster performance at scale.
As AI matures from experimentation to enterprise-wide production environments, infrastructure teams must ensure the performance, availability, and reliability of their specialized training and inference clusters.
Built on Penguin Solutions’ decades of AI and HPC operational expertise and informed by more than four billion hours of graphics processing unit (GPU) runtime experience, ClusterWareAI AI Factory Platform operating system software provides a hardware-agnostic cluster control plane that transforms compute, memory, networking, storage, and software resources into a unified, full-stack AI factory. It provides end-to-end visibility and intelligent management across thousands of nodes, multiple networks, and diverse schedulers within a single, cohesive, self-healing system.
Successful enterprise-scale AI requires performance optimization, workload resilience, and simplified operations across the entire AI pipeline. ClusterWareAI delivers AI factory management that allows infrastructure teams to protect business-critical services, achieve faster time to value, and maximize the return on AI infrastructure from first deployment to enterprise scale.
Manage and Optimize AI Factories for Training and Inference
ClusterWareAI software simplifies the deployment, administration, monitoring, and scaling of AI and HPC infrastructure through intelligent automation, industry-leading telemetry, and an open hardware and software ecosystem, making it ideal to manage training and inference clusters.
Unifies and abstracts specialized hardware and software resources across the AI factory, providing a vendor-agnostic control plane for hardware, networking, and software, while still delivering deep hardware-level telemetry with an intuitive GUI and insight from our AI Factory Operations Agent.
Delivers peak performance and reliability for training and production inference through real-time monitoring of compute, network, and GPU/CPU health with proactive anomaly detection, hardware-aware remediation, and automated protection.
Accelerates deployment and reduces operational complexity through Zero-Touch Provisioning, intelligent orchestration, and conversational diagnostics through our AI Factory Operations Agent, helping teams deploy faster, investigate issues efficiently, and sustain peak performance.
Orchestrates thousands of nodes with high availability, hardware-agnostic configurations, and intelligent workload distribution across large-scale training on proven schedulers and production inference via Kubernetes.
Enables multiple user communities to securely share infrastructure with network-isolated multi-tenancy that provides zero-trust isolation between tenants across training, inference, and HPC environments.
Backed by Penguin Solutions’ decades of AI and HPC expertise, ensuring long-term infrastructure reliability and maximum ROI.
AI Factory Operations Agent
The AI Factory Operations Agent is the first of a series of AI assistants built into ClusterWareAI software to enhance cluster operations and insight for IT teams and cluster administrators. Using the AI natural language interface, operators can gather cluster insights through a simple conversation.
By simplifying expansive and deep diagnostics into an intuitive conversation, the AI Factory Operations Agent investigates issues, analyzes infrastructure health, and accelerates root cause analysis, making deep system insights accessible to the entire operations team. This reduces reliance on a small group of senior experts, helping teams investigate issues faster and focus their time on higher-value work.
Advanced Performance Optimization
ClusterWareAI software delivers peak performance, resilience, and resource availability while reducing operational complexity across large-scale AI environments. By combining intelligent automation with deep hardware-level visibility, it continuously monitors infrastructure, detects issues before they impact workloads, and initiates self-healing to maintain cluster performance.
For production inference environments, ClusterWareAI operating system software adds automated remediation for Kubernetes-based workloads, native health monitoring for deep infrastructure insight, and the AI Factory Operations Agent to make diagnostics faster and more intuitive. Together, these capabilities ensure workloads run on validated, high-performing infrastructure efficiently.
Secure Resource Sharing
As more individuals and teams require access to AI infrastructure, CIOs and platform leaders must provide secure, isolated resources without sacrificing efficiency. ClusterWareAI operating system software helps AI data center leaders and administrators maximize AI infrastructure ROI by securely extending cluster resources to multiple independent user communities, including enterprise departments and GPU-as-a-Service customers.
With network-isolated multi-tenancy, ClusterWareAI software helps maintain security, governance, and performance as training, inference, and HPC workloads scale and as user groups are added. Each tenant receives a fully isolated environment with the flexibility to choose a workload manager, govern its users, and run workloads securely within a unified control plane.
Talk to the Experts at Penguin Solutions
Connect with our experts to explore how ClusterWareAI AI Factory Platform operating system software can support your AI factory platform—whether you’re just starting out or looking to optimize your existing AI data infrastructure.