ClearML

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No lifecycle review is recorded for this listing. Its inclusion in the directory does not confirm current availability; check the vendor before relying on it.

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AI infrastructure platform: a control plane for GPU clusters, development tooling, and GPU-as-a-service offerings. No lifecycle review is recorded for this listing. Its inclusion in the directory does not confirm current availability; check the vendor before relying on it.

Product preview

Overview

ClearML sits above the GPUs rather than selling them: an infrastructure control plane for managing clusters and raising utilisation, development tooling for experiments and pipelines, and GPU-as-a-service offerings aimed both at enterprises with their own hardware and at providers who want to resell capacity.

The utilisation framing is the one that matters, and it is where this class of product earns or fails to earn its cost. Accelerators are expensive and mostly idle — reserved for a project that finished, held by a job that is waiting on data, or simply unallocated — and an organisation that gets its reported utilisation up by a meaningful margin has saved more than most tooling budgets. The honest caveat is that the number is easy to game and hard to compare across vendors, since definitions differ, so the test is your own measurements before and after rather than the vendor's headline. The 2,100-organisation figure is a breadth claim about adoption, not evidence about your workloads.

Sources

The factual claims in this review were read from the pages below. Each date is when an editor last opened the source, not when the product changed.

Vendor site Checked 2026-09-19

Pros / Cons

Pros

Addresses utilisation, which is where GPU money is actually lost
Covers both the infrastructure control plane and the development tooling above it
Offers GPU-as-a-service for organisations that want to resell capacity, not only consume it

Cons

Utilisation figures are defined differently by every vendor, so comparisons need your own baseline
The adoption count says nothing about your workloads
Self-hosting the control plane keeps sensitive scheduling data in-house but adds operational work

Who it's for

Raising GPU utilisation across shared clusters

Managing training infrastructure and pipelines together

Offering GPU capacity as a service

Tracking experiments on self-hosted infrastructure

Bottom line

An infrastructure control plane whose case rests on utilisation — measure yours before and after, since definitions vary by vendor.

Key Features

Infrastructure control plane

GPU cluster management and utilisation

Experiment tracking and pipelines

GPU-as-a-service for enterprises and providers

Self-hosted or managed

Frequently asked questions

Is ClearML currently available?

No lifecycle review is recorded for this listing. Its inclusion in the directory does not confirm current availability; check the vendor before relying on it.

What is ClearML?

ClearML is a AI Platforms tool developed by ClearML. AI infrastructure platform: a control plane for GPU clusters, development tooling, and GPU-as-a-service offerings.