# DataRobot: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 31 judge labels across 2 categories by 12 of 14 models. Page: https://www.gane.ai/index/it/vendors/datarobot

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 2% | 12 | 14% | 29 |
| [AI governance platforms](https://www.gane.ai/index/it/it-data/ai-governance-platforms/index.md) | 0% | 45 | 0% | 2 |

## What the models said for it

- "DataRobot is widely considered the gold standard for mid-market adoption." (Qwen 3.7 Flash, ML platforms)
- "Choose DataRobot if you want to empower business users/analysts with automated workflows" (Gemini 3.5 Flash, ML platforms)
- "If you need to prototype a solution in a weekend (not months): Use DataRobot or RapidMiner." (Qwen 3.7 Flash, ML platforms)
- "Combines model development, deployment, monitoring, and governance under one MLOps vendor." (Perplexity Sonar, AI governance)

## And against it

- "median pricing around $212,000/year, with no published pricing ... Concerns include cost overruns and limited transparency" (DeepSeek V4 Flash, ML platforms)
- "Good for faster time-to-value in predictive B2B use cases, but less flexible for custom needs." (Grok 4.20, ML platforms)
- "DataRobot's free tier is limited; ... Good for non-ML specialists but watch for upgrade costs." (Grok 4.20, ML platforms)
- "DataRobot is worth considering despite the higher price point" (GLM 4.7 FlashX, ML platforms)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 2 | 0 | 4 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 0 | 1 | 2 | 2 | 5 |
| Mistral Small | 0 | 2 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 1 | 3 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 1 | 1 | 0 | 3 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 1 | 3 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 2 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named DataRobot, from 79 of the 102 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 41
- ciopages.com: 31
- eweek.com: 23
- valohai.com: 18
- gane.ai/index: 17
- linkedin.com: 15
- prompts.ai: 13
- aistrategy.guide: 12
- rajeshkumar.xyz: 11
- spaceotechnologies.com: 11

### Pages cited

- https://ciopages.com/buyer-guides/ai-ml-platform: 25
- https://aistrategy.guide/en/capabilities/ml-platforms: 12
- https://eweek.com/artificial-intelligence/machine-learning-solutions: 12
- https://ciopages.com/buyer-guides/mlops-platform: 11
- https://eweek.com/big-data-and-analytics/machine-learning-solutions: 11
- https://rajeshkumar.xyz/blog/machine-learning-platforms: 11
- https://spaceotechnologies.com/blog/machine-learning-platforms: 11
- https://valohai.com/mlops-platforms-compared: 11

## In its own words

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

- Positioning: Unified Agent Workforce Platform for Enterprise (https://datarobot.com/)
- For: enterprise (https://datarobot.com/)
- Free plan or trial: Try DataRobot (https://datarobot.com/)
- Customers named: Norfolk Iron & Metal, NetAPP, BSI, Sanlam

## What it publishes

Every page datarobot.com exposes, read 2026-09-29: 2669 addresses. By kind, pages and the last 90 days:

- blog: 239 pages, 21 in the last 90 days, latest 2026-09-24
- case study: 26 pages, 0 in the last 90 days, latest 2026-06-02
- webinar or virtual event: 33 pages, 1 in the last 90 days, latest 2026-07-10
- conference or event: 46 pages, 0 in the last 90 days, latest 2025-11-12
- report or ebook: 42 pages, 0 in the last 90 days, latest 2025-06-16
- comparison: 2 pages, 0 in the last 90 days, latest undated
- template or tool: 2 pages, 1 in the last 90 days, latest 2026-07-29
- glossary or explainer: 3 pages, 0 in the last 90 days, latest undated
- news or press: 107 pages, 2 in the last 90 days, latest 2026-07-22
- Recent: 2026-09-24 blog: The unsexy ai why your forklift matters more than your chatbot https://www.datarobot.com/blog/the-unsexy-ai-why-your-forklift-matters-more-than-your-chatbot
- Recent: 2026-09-18 blog: Your AI factory is running. What’s it producing? https://www.datarobot.com/blog/your-ai-factory-is-running-whats-it-producing
- Recent: 2026-09-11 blog: Adversarial evaluation for agent assist ship agents that survive production https://www.datarobot.com/blog/adversarial-evaluation-for-agent-assist-ship-agents-that-survive-production
- Recent: 2026-09-10 blog: Ai production gap https://www.datarobot.com/blog/ai-production-gap
- Recent: 2026-09-08 blog: How much guardrail does your ai agent need https://www.datarobot.com/blog/how-much-guardrail-does-your-ai-agent-need
- Recent: 2026-08-27 blog: Agentic ai guardrails what enterprise leaders are accountable for https://www.datarobot.com/blog/agentic-ai-guardrails-what-enterprise-leaders-are-accountable-for

## 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.