# How long does it take to roll out an MLOps platform?

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

Page: https://slateindex.ai/prompt/how-long-does-it-take-to-roll-out-an-mlops-platform-vidw756gha · data of 2026-11-02

## Brands named

| Brand | Share of engines |
|---|---|
| MLflow | 67% |
| Kubeflow | 67% |
| AWS | 33% |
| Iguazio | 33% |
| Amazon SageMaker AI | 33% |
| Microsoft Azure Machine Learning | 33% |
| Google Vertex AI | 33% |
| Apache Airflow | 33% |
| GitHub | 33% |
| Prometheus Group | 33% |
| Evidently AI | 33% |

## Sources

- alicelabs.ai (1)
- amazon.com (1)
- awscloud.com (1)
- ciopages.com (1)
- co.il (1)
- digitalfractal.com (1)
- dsstream.com (1)
- gmware.com (1)
- hso.com (1)
- iguazio.com (1)
- jio.com (1)
- miracuves.com (1)
- oneteam.us (1)
- opsiocloud.com (1)
- pharosproduction.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, “How long does it take to roll out an MLOps platform?”, https://slateindex.ai/prompt/how-long-does-it-take-to-roll-out-an-mlops-platform-vidw756gha, data of 2026-11-02. Licence: CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/).