# H2O Driverless AI: how AI models rank it, November 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 119 | 100% | 1 |

## And against it

- "requires a sales call to get any pricing; documentation has been flagged as lacking by multiple users" (DeepSeek V4 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 | 0 | 0 | 0 | 0 |
| 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 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| 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 H2O Driverless AI, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 2
- agilityportal.io: 1
- arxiv.org: 1
- capterra.com: 1
- chainscorelabs.com: 1
- fortune.com: 1
- gane.ai/index: 1
- gizmodo.com: 1
- h2o.ai: 1
- hub.stabilarity.com: 1

### Pages cited

- http://fortune.com/2026/10/29/rent-the-model-own-the-harness-ai-choke-points: 1
- https://agilityportal.io/blog/best-machine-learning-systems: 1
- https://arxiv.org/html/2503.09815v2: 1
- https://arxiv.org/html/2601.14163: 1
- https://capterra.com/p/158760/H2O/reviews: 1
- https://chainscorelabs.com/blog/ai-x-crypto-agents-compute-and-provenance/dao-governed-ai/the-hidden-cost-of-vendor-lock-in-with-cloud-ai-services: 1
- https://g2.com/categories/data-science-and-machine-learning-platforms: 1
- https://g2.com/categories/machine-learning/small-business: 1

## 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.