ML platforms · October 2026 Edition
Azure Machine Learning vs Databricks Mosaic AI
Five of fourteen models named Azure Machine Learning first on the direct prompt; six named Databricks Mosaic AI. Both were named by all fourteen models and Azure Machine Learning carries 49 labels and Databricks Mosaic AI 44, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories this edition.
First-choice share21%14%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate14%11%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 13; printed, not drawn.
Labels4944A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Azure Machine Learning reading right to left. Rank and label count are printed, not drawn.Google Vertex AI was named alongside these two in eight of the fourteen direct answers. Azure Machine Learning vs Amazon SageMaker · Azure Machine Learning vs Google Vertex AI · Azure Machine Learning vs Google Colab
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the ML platforms page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Azure Machine LearningFirst choices, of fourteen modelsDatabricks Mosaic AI
Direct56
Paraphrase621 against Databricks Mosaic AI
Comparative00
Budget-constrained101 against Azure Machine Learning
Scale-constrained00
Negative016 against Azure Machine Learning · 4 against Databricks Mosaic AI
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the October 2026 Edition, Azure Machine Learning and Databricks Mosaic AI were named in the same answer 104 times, of the 159 answers naming Azure Machine Learning and the 136 naming Databricks Mosaic AI. In those answers Databricks Mosaic AI took the first choice twenty-six times and Azure Machine Learning twelve.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Azure Machine Learning and Databricks Mosaic AI stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | | ||||
| Perplexity Sonar | | | | |||
| Grok 4.1 Fast | | | | | | |
| Mistral Small | | | | | ||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | | | |||
| Kimi K2 | | | | | ||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | | | | ||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | | | |
Azure Machine Learning Databricks Mosaic AI first choice named as an alternative argued againstblank: not namedEach cell is one answer, Azure Machine Learning on the left and Databricks Mosaic AI on the right.The direct prompt
The plain question, one answer per model, grouped by where Azure Machine Learning and Databricks Mosaic AI stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Kimi K2Azure Machine Learning, Databricks Mosaic AI alternatives: Amazon SageMaker, Google Vertex AI
Azure Machine Learning first, Databricks Mosaic AI an alternative
4 of 14 modelsDatabricks Mosaic AI was named in the answer but not as the choice, or not at all.Perplexity SonarAzure Machine Learning, Google Vertex AI alternatives: Amazon Forecast, DataRobot
Grok 4.1 FastAzure Machine Learning alternatives: Amazon SageMaker, DataRobot, Databricks Mosaic AI, Google Vertex AI, H2O.ai
DeepSeek V4 FlashAzure Machine Learning alternatives: Amazon SageMaker, DataRobot, Databricks Mosaic AI, Dataiku, Google Vertex AI
Muse Glimmer 30BAzure Machine Learning alternatives: Amazon SageMaker, Databricks Mosaic AI
Databricks Mosaic AI first, Azure Machine Learning an alternative
5 of 14 modelsAzure Machine Learning was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Amazon SageMaker, Databricks Mosaic AI alternatives: Azure Machine Learning
GPT-5.4 miniDatabricks Mosaic AI alternatives: Amazon SageMaker, Google Vertex AI
Mistral SmallDatabricks Mosaic AI, Google Vertex AI alternatives: Amazon SageMaker
MiniMax M2.5DataRobot, Databricks Mosaic AI alternatives: Amazon SageMaker, Google Vertex AI
GPT-6 LunaDatabricks Mosaic AI alternatives: Azure Machine Learning, Google Vertex AI, SageMaker AI, Snowflake Cortex AI
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashPecan AI alternatives: Akkio, Azure Machine Learning, Dataiku, Google BigQuery ML, Snowflake Cortex AI
Qwen 3.7 FlashDataRobot alternatives: Azure Machine Learning, Databricks Mosaic AI, HubSpot Spot Intelligence, Salesforce Einstein, Snowflake Cortex AI
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 Maverickno first choice
GLM 4.7 FlashXno first choice
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Azure Machine Learning leads by two points.
Azure Machine Learning5%#5 of 14Databricks Mosaic AI3%#8 of 14Mid-marketThe figures above
Azure Machine Learning leads by seven points.
Azure Machine Learning21%#1 of 13Databricks Mosaic AI14%#2 of 13Enterprise
The order flips: Databricks Mosaic AI leads at enterprise.
Databricks Mosaic AI44%#1 of 10Azure Machine Learning11%#3 of 10What the models said about Azure Machine Learning
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“models suggesting caution or avoidance unless you have the necessary expertise and budget” Mistral Small · negative prompt · hard negative
“challenges such as data privacy, vendor lock-in, and cost unpredictability remain persistent concerns” Muse Glimmer 30B · negative prompt · soft negative
“Enterprise Cloud Platforms for Small Teams/Startups (e.g., SageMaker, Vertex AI, Azure ML)” Grok 4.1 Fast · negative prompt · soft negative
“Small team, tight budget, general ML: Azure Machine Learning or SageMaker AI are solid picks.” GPT-5.4 mini · budget prompt · first choice
“If you want a default pick and you're already Microsoft-centric, I'd choose Azure Machine Learning.” GPT-6 Luna · paraphrase prompt · first choice
“Azure Machine Learning and Google Vertex AI are the most broadly suitable platform choices” Perplexity Sonar · direct prompt · first choice
What the models said about Databricks Mosaic AI
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Databricks (full platform) | Can be expensive unless you already need the lakehouse architecture” Kimi K2 · paraphrase prompt · hard negative
“Nearly all major platforms (Databricks, SageMaker, Vertex AI, SAS) were flagged by users as having steep learning curves” DeepSeek V4 Flash · negative prompt · soft negative
“Steep learning curve - Confusing for newcomers... High cost - Particularly expensive for large data projects” GLM 4.7 FlashX · negative prompt · soft negative
“Databricks (Mosaic AI) and Google Vertex AI are top choices due to their balance of power, ease of use, and integration with popular cloud ecosystems.” Mistral Small · direct prompt · first choice
“my default pick would be Databricks if you have moderate complexity and want fewer moving parts” Perplexity Sonar · paraphrase prompt · first choice
“I'd suggest starting with Databricks or DataRobot as they balance power with usability” MiniMax M2.5 · direct prompt · first choice
Also compared
Azure Machine Learning vs Amazon SageMakerAzure Machine Learning vs Google Vertex AIAzure Machine Learning vs Google ColabAzure Machine Learning vs MLflowAzure Machine Learning vs DataRobotAzure Machine Learning vs TensorFlowDatabricks Mosaic AI vs Amazon SageMakerDatabricks Mosaic AI vs Google Vertex AIDatabricks Mosaic AI vs Google ColabDatabricks Mosaic AI vs MLflowDatabricks Mosaic AI vs DataRobotDatabricks Mosaic AI vs TensorFlowAll twenty-eight head-to-head pages and the full ML platforms standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.