Nvidia has introduced Minerva, an AIOps platform built to watch over the sprawling GPU clusters the company likes to call AI factories.
The platform was announced on October 22, 2026, at Nvidia’s GTC Berlin event. It landed alongside new DSX POD reference designs for AI factories.
What Minerva actually does
Minerva consolidates telemetry from GPUs, networking, storage, job scheduling and AI workloads into one unified view.
Under the hood, the platform applies both supervised and unsupervised machine learning models. According to the research findings on the launch, it can analyze billions of data points per hour. Those models are designed to predict hardware failures, detect anomalies and correlate events across the stack.
The platform also includes a topology-aware knowledge graph. Minerva maps how GPUs, SuperNICs and cables physically and logically connect to one another. When alerts start firing, the system groups them together with their likely root cause.
Minerva also ships with a native AI assistant that accepts natural language queries. Operators can ask questions about cluster health in plain language rather than writing queries against raw logs.
The metrics Nvidia wants operators to obsess over
Nvidia frames Minerva around maximizing AI factory yield. The key performance indicators it highlights are GPU hours, goodput, cluster uptime and token production efficiency.
Goodput deserves a quick explanation. Throughput measures how much work a system processes. Goodput measures how much of that work was actually useful, stripping out retries, failed jobs and wasted cycles.
The platform is aimed at massive deployments containing hundreds of thousands of GPUs.
Nvidia is positioning Minerva as a shift from reactive troubleshooting to proactive maintenance. The stated goal is to significantly improve uptime and cut repair times.
Who is signing on
IREN is named as a notable early client integrating Minerva. IBM, Tesla and Jio are also listed among the early adopters and partners associated with the platform.
On the hardware side, Dell Technologies and Lenovo will incorporate Minerva into their AI factory offerings.
Disclosure: This article was edited by Diego Almada Lopez. For more information on how we create and review content, see our Editorial Policy.