# What is an MLOps platform and when does a company need one?

Category: MLOps Platforms. Intent: informational. Top brand: AWS.

Page: https://slateindex.ai/prompt/what-is-an-mlops-platform-and-when-does-a-company-need-one-ncgfsfsrfc · data of 2026-11-02

## Brands named

| Brand | Share of engines |
|---|---|
| Databricks | 67% |
| Snowflake | 67% |
| AWS | 33% |
| Jupyter | 33% |
| Microsoft Azure Machine Learning | 33% |
| MLflow | 33% |
| Amazon SageMaker AI | 33% |
| Google Vertex AI | 33% |

## Sources

- databricks.com (4)
- amazon.com (3)
- microsoft.com (3)
- cio.com (2)
- snowflake.com (2)
- ciopages.com (1)
- google.com (1)
- gsa.gov (1)
- ibm.com (1)
- mlflow.org (1)
- ones.com (1)
- paloaltonetworks.com (1)
- sciencedirect.com (1)
- springer.com (1)
- thoughtworks.com (1)
- tredence.com (1)

## Definitions

- Visibility (0–100): how often and how high AI answers name the brand, weighted by position.
- Mention rate: share of collected AI answers that name the brand.
- Share of voice: the brand's mentions as a share of all brand mentions in the category.
- Citation authority: share of answers naming the brand that cite the brand's own site.

Cite as: SlateIndex, “What is an MLOps platform and when does a company need one?”, https://slateindex.ai/prompt/what-is-an-mlops-platform-and-when-does-a-company-need-one-ncgfsfsrfc, data of 2026-11-02. Licence: CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/).