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 for sustained peak performance, availability, and reliability to confidently meet service-level commitments.
Whether meeting the workload demands of training or inferencing, neocloud providers, enterprises, and organizations supporting AI initiatives must maintain the performance, availability, and reliability required of specialized and demanding 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.
This AI factory operating system software extends across AI platform architectures, including x86 environments, Arm-based systems such as NVIDIA Vera Rubin platforms and DPU-enabled infrastructure, including NVIDIA BlueField DPUs. ClusterWareAI helps infrastructure teams bring capacity online faster, maintain peak performance and availability required for reliable service delivery, and maximize the return on AI infrastructure as environments scale.
Manage and Optimize AI Factories for Training and Inference
ClusterWareAI software simplifies the deployment, administration, monitoring, and scaling of AI infrastructure through intelligent automation, industry-leading telemetry, and an open hardware and software ecosystem, making it ideal for managing 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 extending a consistent management foundation across AI platform architectures, with deep hardware-level telemetry, 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, prescriptive repair guidance, and integration with established IT alerting workflows.
Accelerates deployment and reduces operational complexity of AI infrastructure with 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.
Backed by Penguin Solutions’ decades of AI and HPC operational expertise, ensuring long-term infrastructure reliability and maximum ROI.
Enterprise-Grade Cluster Operations for AI Factories
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 infrastructure teams and cluster administrators. Using the AI natural language interface, operators can gather cluster insights, access operational context, and surface relevant infrastructure information through a simple conversation.
By simplifying 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 combines automated remediation for Kubernetes-based workloads, native health monitoring for deep infrastructure insight, and conversational diagnostics through the AI Factory Operations Agent. ClusterWareAI also expedites human-in-the-loop decision making with data-driven prescriptive remediation recommendations. Together, these capabilities help teams identify and remediate issues faster while maintaining reliable, high-performing AI infrastructure.
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.