ML platforms · October 2026 Edition
Databricks Mosaic AI vs Amazon SageMaker
Six of fourteen models named Databricks Mosaic AI first on the direct prompt; one named Amazon SageMaker. Both were named by all fourteen models and Databricks Mosaic AI carries 44 labels and Amazon SageMaker 51, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories this edition.
First-choice share14%11%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate11%25%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#3A position in a field of 13; printed, not drawn.
Labels4451A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Databricks Mosaic AI reading right to left. Rank and label count are printed, not drawn.Azure Machine Learning was named alongside these two in nine of the fourteen direct answers. Azure Machine Learning vs Databricks Mosaic AI · Azure Machine Learning vs Amazon SageMaker · Databricks Mosaic AI vs Google Vertex AI
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.
Databricks Mosaic AIFirst choices, of fourteen modelsAmazon SageMaker
Direct61
Paraphrase241 against Databricks Mosaic AI · 2 against Amazon SageMaker
Comparative02
Budget-constrained013 against Amazon SageMaker
Scale-constrained00
Negative104 against Databricks Mosaic AI · 8 against Amazon SageMaker
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, Databricks Mosaic AI and Amazon SageMaker were named in the same answer 114 times, of the 136 answers naming Databricks Mosaic AI and the 172 naming Amazon SageMaker. In those answers Amazon SageMaker took the first choice twelve times and Databricks Mosaic AI twenty-six.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Databricks Mosaic AI and Amazon SageMaker 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 | | | |
Databricks Mosaic AI Amazon SageMaker first choice named as an alternative argued againstblank: not namedEach cell is one answer, Databricks Mosaic AI on the left and Amazon SageMaker on the right.The direct prompt
The plain question, one answer per model, grouped by where Databricks Mosaic AI and Amazon SageMaker stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Claude Haiku 4.5Amazon SageMaker, Databricks Mosaic AI alternatives: Azure Machine Learning
Databricks Mosaic AI first, Amazon SageMaker an alternative
5 of 14 modelsAmazon SageMaker was named in the answer but not as the choice, or not at all.GPT-5.4 miniDatabricks Mosaic AI alternatives: Amazon SageMaker, Google Vertex AI
Mistral SmallDatabricks Mosaic AI, Google Vertex AI alternatives: Amazon SageMaker
Kimi K2Azure Machine Learning, Databricks Mosaic AI alternatives: Amazon SageMaker, Google Vertex AI
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
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.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
Qwen 3.7 FlashDataRobot alternatives: Azure Machine Learning, Databricks Mosaic AI, HubSpot Spot Intelligence, Salesforce Einstein, Snowflake Cortex AI
Muse Glimmer 30BAzure Machine Learning alternatives: Amazon SageMaker, Databricks Mosaic AI
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.Gemini 3.5 FlashPecan AI alternatives: Akkio, Azure Machine Learning, Dataiku, Google BigQuery ML, Snowflake Cortex AI
Perplexity SonarAzure Machine Learning, Google Vertex AI alternatives: Amazon Forecast, DataRobot
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
Amazon SageMaker leads by five points.
Amazon SageMaker8%#3 of 14Databricks Mosaic AI3%#8 of 14Mid-marketThe figures above
The order flips: Databricks Mosaic AI leads at mid-market.
Databricks Mosaic AI14%#2 of 13Amazon SageMaker11%#3 of 13Enterprise
Databricks Mosaic AI leads by thirty-one points.
Databricks Mosaic AI44%#1 of 10Amazon SageMaker13%#2 of 10What 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
What the models said about Amazon SageMaker
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Some AI models recommend avoiding this platform if you are a small team, a startup, or just starting out.” Llama 4 Maverick · negative prompt · hard negative
“models explicitly advising to avoid it unless you have significant resources or a large team” Mistral Small · negative prompt · hard negative
“Avoid enterprise-scale platforms like SageMaker, Dataiku, or DataRobot — they're overkill” DeepSeek V4 Flash · negative prompt · hard negative
“AWS SageMaker and Azure Machine Learning are the most practical managed choices for companies that are already standardized on one cloud.” Muse Glimmer 30B · paraphrase prompt · first choice
“Market Share: ~34% (leader) ... Primary Strength: Broadest ML feature set and deepest AWS integration” Kimi K2 · comparative prompt · first choice
“I'd usually recommend Amazon SageMaker or Google Vertex AI as the best default choices” GPT-5.4 mini · paraphrase prompt · first choice
Also compared
Azure Machine Learning vs Databricks Mosaic AIAzure Machine Learning 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 TensorFlowAmazon SageMaker vs Google Vertex AIAmazon SageMaker vs Google ColabAmazon SageMaker vs MLflowAmazon SageMaker vs DataRobotAmazon SageMaker 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.