Neocloud vs Hyperscaler: Which Is Better for GPUs?

A hyperscaler (AWS, Microsoft Azure, Google Cloud) sells hundreds of cloud services, GPUs among them. A neocloud (CoreWeave, Nebius, Lambda, Crusoe) sells GPU compute and little else. Neoclouds are usually faster and more flexible for dedicated clusters; hyperscalers win when you need their other services or already have an enterprise agreement.

Side by side

	Neocloud	Hyperscaler
Main product	GPU servers and clusters	Hundreds of services; GPUs are one
Hardware	Often dedicated bare metal	Mostly virtualised instances; dedicated options exist
Large clusters	Core business	Available, often with long commitments and lead times
Newest GPUs	Often first to market	Close behind, sometimes with their own chips too
Contract	Direct, negotiated per deal	Enterprise agreement, committed spend discounts
Support	Engineers who run the cluster	Tiered support plans
Ecosystem	Kubernetes, Slurm, storage	Databases, data lakes, security, identity, the lot
Risk to check	Financing, sites under construction	Quota approvals, capacity in your region

When a neocloud is the better choice

You need hundreds or thousands of GPUs on one fabric for a training run.
You want the newest systems, such as GB300 NVL72, as soon as possible.
Your stack is portable: containers, Kubernetes or Slurm, your own storage.
You'd rather negotiate one clear contract than draw down a cloud commitment.

When a hyperscaler is the better choice

Your data and app already live there, and moving data out is costly.
You have committed spend to burn down.
You need compliance certifications or services a neocloud doesn't offer.
You need a handful of GPUs inside an existing production setup.

Using both

Many teams train on a neocloud and serve on a hyperscaler, or the other way round. Big tech does it too: Microsoft and Meta both rent large amounts of neocloud capacity. If you split, plan for data transfer between them and keep one storage source of truth.

What independent ratings say

In SemiAnalysis ClusterMAX 3.0 (September 2026), two neoclouds, CoreWeave and Nebius, took the Platinum tier above every hyperscaler. Oracle and Google Cloud were Gold, Microsoft Azure Silver and AWS Bronze. Read what the tiers mean.

Questions

Is a neocloud cheaper than AWS?

For dedicated GPU clusters, neocloud quotes are often lower than hyperscaler on-demand rates, but committed-spend discounts can close the gap. Compare total cost over the term on the same configuration.

Is Oracle a hyperscaler or a neocloud?

Oracle Cloud is usually grouped with the hyperscalers because it offers a full general-purpose cloud, even though GPUs drive much of its recent growth.

Why do hyperscalers rent from neoclouds?

To get capacity faster than they can build it. Microsoft, for example, has capacity deals with both CoreWeave and Nebius.

RackShore runs Best Neocloud and may be paid a referral fee by a provider. That doesn't change which providers are listed or how they're described. Spot a mistake? Tell us.

Neocloud vs hyperscaler