11.02

Who makes cluster management for AI data centers

Cluster management & GPU orchestration (out of scope for a parts site; listed for completeness)

Software that schedules AI workloads onto GPU clusters and manages the compute fleet, sitting outside the physical parts this site otherwise tracks.

Cluster management and orchestration software allocates jobs across GPU clusters, handling scheduling, fault tolerance, and utilization — the layer between the physical compute (Layer 1) and the AI workloads running on it. It is listed here for completeness because it is part of how the hardware in every other layer gets used, but it is a software category rather than a physical part, so it sits outside the scope of what this site otherwise catalogs.

AI delta: Larger, more expensive GPU clusters raise the cost of scheduling and utilization mistakes, increasing demand for orchestration software built specifically for AI training and inference.

Appears at:Enterprise / small coloLarge colo / hyperscale buildingAI campusGW-class campus· cooling:any — Present wherever GPU clusters run; complexity and the case for dedicated orchestration software grow with cluster size rather than with any single facility's density mode.

Companies on this part (6)

CompanyRoleOwnershipTickerPrice1dConfidenceNote
DellservicepublicDELL456 USD+1.7%inferred
HPEservicepublicHPE56.69 USD+3.4%inferred
NvidiaservicepublicNVDA211 USD-0.7%disclosedBase Command, Mission Control, Run:ai · source
SupermicroservicepublicSMCI32.94 USD-1.7%inferred
Rafayserviceprivatedisclosed · source
SchedMD/Slurmserviceprivatedisclosed · source

Who competes here

The same table read the other way: every company above competes for cluster management & GPU orchestration sockets. Confidence tags matter — an inferred placement is a lead, not a confirmed rivalry.

Seen in real machines

cluster management & GPU orchestration is named in 5 of the rack teardowns and supercomputer breakdowns on this site. Each line below is a piece of that machine. The companies shown are the ones named on that line, not necessarily the maker of this part.

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Questions about cluster management & GPU orchestration

What is cluster management & GPU orchestration?
Software that schedules AI workloads onto GPU clusters and manages the compute fleet, sitting outside the physical parts this site otherwise tracks.
Which companies make cluster management for AI data centers?
This catalog lists 6 companies on Cluster management & GPU orchestration, 4 of them with listed equity: Dell, HPE, Nvidia, Supermicro, Rafay, SchedMD/Slurm.
How does AI change demand for cluster management & GPU orchestration?
Larger, more expensive GPU clusters raise the cost of scheduling and utilization mistakes, increasing demand for orchestration software built specifically for AI training and inference.
How reliable are these cluster management & GPU orchestration supplier placements?
The 6 placements on this part break down as 3 disclosed, 3 inferred. "disclosed" means the company or a filing says so; "reported" comes from trade press or a reference-design list; "inferred" is a taxonomy lead with no citation yet.

Sources: placements without a source URL come from the taxonomy seed and are tagged accordingly. How this data is built.· Markdown · JSON