# ClearML: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/clearml

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 26 | 0% | 3 |

## What the models said for it

- "ClearML (Best Unified Open-Source / Hybrid Option)" (Gemini 3.5 Flash, ML platforms)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named ClearML, from 9 of the 11 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 6
- cotocus.com: 4
- eweek.com: 4
- rajeshkumar.xyz: 4
- ciopages.com: 3
- gane.ai/index: 3
- softwr.com: 3
- spotsaas.com: 3
- talentmsh.com: 3
- valohai.com: 3

### Pages cited

- https://rajeshkumar.xyz/blog/machine-learning-platforms: 4
- https://cotocus.com/blog/top-10-machine-learning-platforms-features-pros-cons-comparison: 3
- https://eweek.com/artificial-intelligence/machine-learning-solutions: 3
- https://g2.com/categories/mlops-platforms/small-business: 3
- https://www.gane.ai/index/it/it-data/ml-platforms/smb: 3
- https://spotsaas.com/list/data-science-and-machine-learning-platforms/for-small-business: 3
- https://talentmsh.com/insights/best-mlops-platforms: 3
- https://valohai.com/mlops-platforms-compared: 3

## In its own words

What ClearML's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: AI Infrastructure Platform (https://clear.ml/)
- For: AI builders (https://clear.ml/)
- Price stated: $0 No credit card required; $15 Per User/Month + Usage; Pay for What You Use | VPC only; Custom Quote; Request a Quote (https://clear.ml/pricing)
- Starting price: $0 (https://clear.ml/pricing)
- Free plan or trial: Start Free (https://clear.ml/)
- Hosting: hosted servers, self-hosted, managed service, VPC, on-prem (including air-gapped), hybrid
- Customers named: BlackSky, Nucleai, Meraki, Lensor, UVEye, WSC Sports, Orbem, Savana

## What it publishes

Every page clear.ml exposes, read 2026-09-29: 224 addresses. By kind, pages and the last 90 days:

- blog: 144 pages, 5 in the last 90 days, latest 2026-09-18
- case study: 27 pages, 0 in the last 90 days, latest 2025-10-29
- webinar or virtual event: 1 pages, 0 in the last 90 days, latest undated
- comparison: 2 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 2 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-18 blog: From experiment tracking to ai factory what changes when ai becomes a shared enterprise capability https://clear.ml/blog/from-experiment-tracking-to-ai-factory-what-changes-when-ai-becomes-a-shared-enterprise-capability
- Recent: 2026-08-26 blog: From Chatbot to Compound AI System: Infrastructure Patterns for Multi-Model, Tool-Using Applications https://clear.ml/blog/from-chatbot-to-compound-ai-system-infrastructure-patterns-for-multi-model-tool-using-applications
- Recent: 2026-07-28 blog: Why ai sovereignty is an operational problem https://clear.ml/blog/why-ai-sovereignty-is-an-operational-problem
- Recent: 2026-07-24 blog: Managing across schedulers hpc meets kubernetes https://clear.ml/blog/managing-across-schedulers-hpc-meets-kubernetes
- Recent: 2026-07-06 blog: Automating the embodied ai pipeline a clearml and dell robotics proof of concept https://clear.ml/blog/automating-the-embodied-ai-pipeline-a-clearml-and-dell-robotics-proof-of-concept
- Recent: 2026-06-25 blog: Inference is the new bottleneck how to plan gpu capacity for production ai https://clear.ml/blog/inference-is-the-new-bottleneck-how-to-plan-gpu-capacity-for-production-ai

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.