ML platforms · RankedDatabricks Mosaic AI
Databricks Mosaic AI is a machine learning platform from Databricks for building generative AI applications, including chatbots and agents made with the Databricks Agent Framework · databricks.com ↗
Leads at enterprise. Ranked 145 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%.
Ranked first, contested: Azure Machine Learning has 19%. 3 of 14 models made it the first choice when asked directly.
Ranked first. Next is Azure Machine Learning at 29%.
Why models recommend it
“Leaders: Databricks (Unity Catalog, MLflow)... the "big three" cloud-native platforms (AWS, Azure, GCP) or Databricks are often the safest bets”MiniMax M2.5 · Scale-constrained question · first choice
“choose Databricks MLflow/Mosaic AI or a pure MLflow stack if you prioritize vendor neutrality, data-lake integration and lower long-term cost”Muse Glimmer 30B · Paraphrase question · first choice
“Databricks (MLflow / Mosaic AI) - Best for organizations unifying data engineering and machine learning on a single lakehouse.”Llama 4 Maverick · Paraphrase question · first choice
“I recommend Databricks (with its Mosaic AI and MLflow capabilities) as the top choice for training and deploying models.”Grok 4.20 · Paraphrase question · first choice
What gives them pause
“Avoid heavy enterprise tools like Databricks or full SageMaker unless you have specific needs”Grok 4.20 · Budget-constrained question · warning
“Why to be Cautious: These platforms often have steep learning curves and high entry costs.”Qwen 3.7 Flash · Negative question · warning
“without the complexity and cost of full enterprise solutions like Databricks or Palantir”Kimi K2 · Direct question · warning
“Excellent for massive enterprise data teams, but compute costs scale aggressively.”Gemini 3.5 Flash · Negative question · warning
Also on the shortlist
The products named in the same answers as Databricks Mosaic AI, over the 151 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 137 | 17 | Compare → | |
| 133 | 28 | Compare → | |
| 106 | 16 | View → | |
| 67 | 3 | View → | |
| 61 | 8 | Compare → | |
| 44 | 2 | Compare → | |
| 31 | 0 | View → | |
| 30 | 1 | Compare → | |
| 28 | 1 | View → | |
| 28 | 0 | View → |
What the models named instead of Databricks Mosaic AI →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Databricks Mosaic AI's own site, not checked by Gane.
- For
- Manufacturing
- Free plan or trial
- Start your 14-day trial with up to $400 in free credits and try the workflow hands-on.
- Customers named
- Corning, FactSet, Block, Intercontinental Exchange (ICE), Comcast, Edmunds, ADP, Condé Nast
- Also from Databricks
- Databricks Lakeflow, Databricks Lakeflow Jobs, Databricks Lakehouse Federation, Databricks SQL, Databricks SQL / Lakehouse, Databricks Unity AI Gateway and 1 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 125 of the 151 answers that named Databricks Mosaic AI and are not a share of its labels.
Domains cited
270 of the 300 domain citations in answers naming Databricks Mosaic AI came from a third party's page. Thirty 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 | 1 | 1 | 1 | 0 | 3 |
| GPT-5.4 mini | 2 | 1 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 1 | 1 | 1 | 1 | 4 |
| Perplexity Sonar | 0 | 3 | 0 | 0 | 3 |
| Grok 4.20 | 1 | 3 | 1 | 1 | 6 |
| Mistral Small | 1 | 1 | 2 | 0 | 4 |
| DeepSeek V4 Flash | 0 | 2 | 2 | 0 | 4 |
| Llama 4 Maverick | 1 | 0 | 3 | 1 | 5 |
| Qwen 3.7 Flash | 1 | 2 | 2 | 1 | 6 |
| Kimi K2 | 1 | 0 | 2 | 1 | 4 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 0 | 2 |
| MiniMax M2.5 | 2 | 0 | 1 | 0 | 3 |
| GPT-6 Luna | 1 | 1 | 0 | 0 | 2 |
| Muse Glimmer 30B | 1 | 2 | 1 | 0 | 4 |