ML platforms · RankedH2O.ai
H2O.ai is a machine learning platform that combines predictive and generative AI for work with private, protected data · h2o.ai ↗
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Google Vertex AI is first at 20%.
Databricks Mosaic AI is first at 24%. 0 of 14 models made it the first choice when asked directly.
Databricks Mosaic AI is first at 49%.
Why models recommend it
“H2O.ai AutoML (free, open source) for building robust models on your own hardware or cheap cloud VMs”DeepSeek V4 Flash · Budget-constrained question · first choice
“Collaboration / governed self-service: Dataiku / H2O.ai where cross-functional collaboration and lower technical barriers matter.”Muse Glimmer 30B · Scale-constrained question · alternative
“H2O-3 is free and open source, with automated modeling and support for Python and R workflows”Perplexity Sonar · Comparative question · alternative
“H2O.ai (H2O‑3) is a strong choice”GLM 4.7 FlashX · Budget-constrained question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as H2O.ai, over the 38 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 33 | 3 | View → | |
| 32 | 3 | View → | |
| 29 | 6 | View → | |
| 28 | 2 | View → | |
| 27 | 3 | View → | |
| 21 | 1 | View → | |
| 13 | 0 | View → | |
| 10 | 0 | View → | |
| 7 | 3 | View → | |
| 7 | 0 | View → |
What the models named instead of H2O.ai →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on H2O.ai's own site, not checked by Gane.
- For
- enterprise
- 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
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 28 of the 38 answers that named H2O.ai and are not a share of its labels.
Domains cited
Eighty-three of the eighty-nine domain citations in answers naming H2O.ai came from a third party's page. Six were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
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 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 619 | 2 | 2026-08-12 | ML platforms | |
| Podcast or video | 195 | 0 | 2019-10-17 | ||
| News or press | 147 | undated | ML platforms | ||
| Conference or event | 122 | 0 | 2013-12-26 | ||
| Webinar or virtual event | 98 | undated | |||
| Report or ebook | 82 | 0 | 2018-09-07 | ||
| Case study | 77 | undated | |||
| Glossary or explainer | 6 | 0 | 2019-02-19 | ||
| Comparison | 4 | 0 | 2016-10-17 | ||
| Template or tool | 3 | undated |
Most recent
- 2026-08-12Changes coming to h2o 3 open source blog
- 2026-07-06H2oai recognized as a visionary in 2026 gartner magic quadrant blog
- 2026-05-20Fedramp high changes the standard for federal ai blog
- 2026-05-19H2oai unveils tabh2o at dell technologies world 2026 blog
- 2026-04-28Flood intelligence blog
- 2026-04-23How h2oai addresses core data security risks for australian government agencies blog
Events in person
- June 11, 2026Predictions Without Training: An Evening with TabH2O800 West El Camino Real, Mountain View · hosted
As the event pages on h2o.ai state them, read September 28, 2026.
How it is countedHide how it is counted
Every page h2o.ai exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.