2 categories · RankedAzure Machine Learning
Azure Machine Learning is a machine learning platform from Azure · azure.cn ↗
Strongest at enterprise. Ranked 2 of 148 for small business buyers.
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%. 7 of 14 models made it the first choice when asked directly.
Databricks Mosaic AI is first at 49%.
Why models recommend it
“For most mid-market B2B companies, Azure Machine Learning or AWS SageMaker provide the best balance of features, scalability, and cost-effectiveness.”GLM 4.7 FlashX · Direct question · first choice
“Azure Machine Learning currently offers the best balance of cost flexibility, ease of use, AutoML capabilities, and enterprise integration”DeepSeek V4 Flash · Direct question · first choice
“Start with SageMaker AI, Gemini Enterprise Agent Platform, or Azure Machine Learning if you're committed to that cloud.”GPT-6 Luna · Comparative question · first choice
“The best machine learning platform for a mid-market B2B company is Azure Machine Learning”Llama 4 Maverick · Direct question · first choice
What gives them pause
“Azure ML can be compromised through device code phishing, where attackers steal access tokens and exfiltrate models stored in the platform”Muse Glimmer 30B · Negative question · warning
“SageMaker, Vertex AI, and Azure ML can simplify operations, but their proprietary APIs... can create vendor lock-in.”Perplexity Sonar · Negative question · warning
“compute costs can vary dramatically. It may not be suitable unless you have the necessary expertise and budget.”Mistral Small · Negative question · warning
“AWS SageMaker / GCP Vertex AI / Azure ML ... cost management and operational complexity can be brutal.”Gemini 3.5 Flash · Negative question · warning
Also on the shortlist
The products named in the same answers as Azure Machine Learning, over the 184 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 169 | 10 | Compare → | |
| 136 | 14 | View → | |
| 133 | 33 | Compare → | |
| 77 | 4 | View → | |
| 64 | 5 | Compare → | |
| 54 | 4 | Compare → | |
| 34 | 0 | View → | |
| 32 | 1 | View → | |
| 30 | 0 | View → | |
| 29 | 1 | Compare → |
What the models named instead of Azure Machine Learning →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Azure Machine Learning's own site, not checked by Gane.
- Also from Azure
- Azure ACR, Azure AD Conditional Access, Azure AD Graph API, Azure AI Document Intelligence, Azure AI Foundry, Azure AI Gateway and 81 more
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 148 of the 184 answers that named Azure Machine Learning and are not a share of its labels.
Domains cited
310 of the 355 domain citations in answers naming Azure Machine Learning came from a third party's page. Forty-five 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 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 2 | 1 | 1 | 4 |
| Perplexity Sonar | 2 | 1 | 0 | 1 | 4 |
| Grok 4.20 | 0 | 4 | 1 | 1 | 6 |
| Mistral Small | 1 | 1 | 1 | 1 | 4 |
| DeepSeek V4 Flash | 2 | 1 | 2 | 1 | 6 |
| Llama 4 Maverick | 1 | 0 | 2 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 4 | 1 | 0 | 5 |
| Kimi K2 | 1 | 2 | 2 | 1 | 6 |
| GLM 4.7 FlashX | 1 | 2 | 1 | 0 | 4 |
| MiniMax M2.5 | 1 | 2 | 2 | 0 | 5 |
| GPT-6 Luna | 2 | 1 | 0 | 0 | 3 |
| Muse Glimmer 30B | 1 | 2 | 1 | 1 | 5 |