2 categories · RankedDataRobot
DataRobot is a machine learning platform for enterprises, positioned as a unified agent workforce platform · datarobot.com ↗
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%. 1 of 14 models made it the first choice when asked directly.
Databricks Mosaic AI is first at 49%.
Why models recommend it
“DataRobot is widely considered the gold standard for mid-market adoption.”Qwen 3.7 Flash · Direct question · first choice
“Choose DataRobot if you want to empower business users/analysts with automated workflows”Gemini 3.5 Flash · Comparative question · alternative
“If you need to prototype a solution in a weekend (not months): Use DataRobot or RapidMiner.”Qwen 3.7 Flash · Comparative question · alternative
“Combines model development, deployment, monitoring, and governance under one MLOps vendor.”Perplexity Sonar · Comparative question · alternative
What gives them pause
“median pricing around $212,000/year, with no published pricing ... Concerns include cost overruns and limited transparency”DeepSeek V4 Flash · Negative question · warning
“Good for faster time-to-value in predictive B2B use cases, but less flexible for custom needs.”Grok 4.20 · Direct question · warning
“DataRobot's free tier is limited; ... Good for non-ML specialists but watch for upgrade costs.”Grok 4.20 · Budget-constrained question · warning
“DataRobot is worth considering despite the higher price point”GLM 4.7 FlashX · Direct question · warning
Also on the shortlist
The products named in the same answers as DataRobot, over the 102 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 80 | 13 | View → | |
| 77 | 14 | View → | |
| 75 | 11 | View → | |
| 67 | 17 | View → | |
| 46 | 4 | View → | |
| 28 | 0 | View → | |
| 25 | 3 | View → | |
| 18 | 1 | View → | |
| 17 | 0 | View → | |
| 17 | 0 | View → |
What the models named instead of DataRobot →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on DataRobot's own site, not checked by Gane.
- For
- enterprise
- Free plan or trial
- Try DataRobot
- Customers named
- Norfolk Iron & Metal, NetAPP, BSI, Sanlam
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 79 of the 102 answers that named DataRobot and are not a share of its labels.
Domains cited
175 of the 192 domain citations in answers naming DataRobot came from a third party's page. Seventeen 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 | 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 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 239 | 21 | 2026-09-24 | ML platforms | |
| News or press | 107 | 2 | 2026-07-22 | ML platforms | |
| Conference or event | 46 | 0 | 2025-11-12 | ||
| Report or ebook | 42 | 0 | 2025-06-16 | ||
| Webinar or virtual event | 33 | 1 | 2026-07-10 | ||
| Case study | 26 | 0 | 2026-06-02 | ||
| Glossary or explainer | 3 | undated | |||
| Comparison | 2 | undated | |||
| Template or tool | 2 | 1 | 2026-07-29 |
Most recent
- 2026-09-24The unsexy ai why your forklift matters more than your chatbot blog
- 2026-09-18Your AI factory is running. What’s it producing? blog
- 2026-09-11Adversarial evaluation for agent assist ship agents that survive production blog
- 2026-09-10Ai production gap blog
- 2026-09-08How much guardrail does your ai agent need blog
- 2026-08-27Agentic ai guardrails what enterprise leaders are accountable for blog
How it is countedHide how it is counted
Every page datarobot.com 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.