# H2O.ai: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 15 judge labels across 1 category by 9 of 14 models. Page: https://www.gane.ai/index/it/vendors/h2o-ai

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 2% | 13 | 0% | 15 |

## What the models said for it

- "H2O.ai AutoML (free, open source) for building robust models on your own hardware or cheap cloud VMs" (DeepSeek V4 Flash, ML platforms)
- "Collaboration / governed self-service: Dataiku / H2O.ai where cross-functional collaboration and lower technical barriers matter." (Muse Glimmer 30B, ML platforms)
- "H2O-3 is free and open source, with automated modeling and support for Python and R workflows" (Perplexity Sonar, ML platforms)
- "H2O.ai (H2O‑3) is a strong choice" (GLM 4.7 FlashX, ML platforms)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named H2O.ai, from 28 of the 38 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 16
- eweek.com: 15
- ciopages.com: 11
- bestdevops.com: 8
- valohai.com: 8
- rajeshkumar.xyz: 7
- spotsaas.com: 7
- gane.ai/index: 6
- github.com: 6
- comidor.com: 5

### Pages cited

- https://ciopages.com/buyer-guides/ai-ml-platform: 10
- https://eweek.com/artificial-intelligence/machine-learning-solutions: 8
- https://eweek.com/big-data-and-analytics/machine-learning-solutions: 7
- https://rajeshkumar.xyz/blog/machine-learning-platforms: 7
- https://spotsaas.com/list/data-science-and-machine-learning-platforms/for-small-business: 7
- https://bestdevops.com/top-10-machine-learning-platforms-features-pros-cons-and-comparison: 6
- https://comidor.com/news/industry-news/machine-learning-platforms: 5
- https://g2.com/categories/machine-learning/small-business: 5

## In its own words

What H2O.ai's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Convergence of the World’s Best Predictive and Generative AI for Private, Protected Data (https://h2o.ai/)
- For: enterprise (https://h2o.ai/)
- Certifications: FedRAMP, HITECH, IRAP, ISO 27001, SOC 2 Type II, HIPAA
- Customers named: Commonwealth Bank of Australia, AT&T, NIH, Zurich Insurance, Travelport, Tokio Marine, Stanley Black & Decker, PwC

## What it publishes

Every page h2o.ai exposes, read 2026-09-29: 2368 addresses. By kind, pages and the last 90 days:

- blog: 619 pages, 2 in the last 90 days, latest 2026-08-12
- case study: 77 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 98 pages, 0 in the last 90 days, latest undated
- conference or event: 122 pages, 0 in the last 90 days, latest 2013-12-26
- report or ebook: 82 pages, 0 in the last 90 days, latest 2018-09-07
- comparison: 4 pages, 0 in the last 90 days, latest 2016-10-17
- template or tool: 3 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 6 pages, 0 in the last 90 days, latest 2019-02-19
- podcast or video: 195 pages, 0 in the last 90 days, latest 2019-10-17
- news or press: 147 pages, 0 in the last 90 days, latest undated
- Recent: 2026-08-12 blog: Changes coming to h2o 3 open source https://h2o.ai/blog/2026/changes-coming-to-h2o-3-open-source
- Recent: 2026-07-06 blog: H2oai recognized as a visionary in 2026 gartner magic quadrant https://h2o.ai/blog/2026/h2oai-recognized-as-a-visionary-in-2026-gartner-magic-quadrant
- Recent: 2026-05-20 blog: Fedramp high changes the standard for federal ai https://h2o.ai/blog/2026/fedramp-high-changes-the-standard-for-federal-ai
- Recent: 2026-05-19 blog: H2oai unveils tabh2o at dell technologies world 2026 https://h2o.ai/blog/2026/h2oai-unveils-tabh2o-at-dell-technologies-world-2026
- Recent: 2026-04-28 blog: Flood intelligence https://h2o.ai/blog/2026/flood-intelligence
- Recent: 2026-04-23 blog: How h2oai addresses core data security risks for australian government agencies https://h2o.ai/blog/2026/how-h2oai-addresses-core-data-security-risks-for-australian-government-agencies

## 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.