# Kubeflow

Kubeflow is an open source platform for running machine learning and AI workloads on Kubernetes. It is made of modular subprojects covering pipelines, model training, hyperparameter tuning, notebooks, a model registry and a central dashboard. The core project is free under the Apache 2.0 license and is a CNCF graduated project.

Page: https://slateindex.ai/brand/kubeflow · data of 2026-11-02

## Facts

- Founded: 2017
- Headquarters: Sunnyvale, CA, United States
- Employees: 51–200
- Company type: Open source project
- Deployment: Runs as a collection of microservices on any Kubernetes cluster, including on-premises, hybrid, and AWS, Azure, or GCP.

## Products

- Kubeflow Spark Operator: Makes specifying and running Spark applications as easy as running other workloads on Kubernetes.
- Kubeflow Notebooks: Runs interactive development environments for AI, ML, and Data workloads on Kubernetes.
- Kubeflow Trainer: Kubernetes-native distributed training and LLM fine-tuning across frameworks such as PyTorch, JAX, HuggingFace and XGBoost.
- Kubeflow Katib: Kubernetes-native AutoML with hyperparameter tuning, early stopping and neural architecture search.
- Kubeflow Hub: Formerly Model Registry; indexes and manages models, versions and ML artifact metadata.
- Kubeflow Pipelines: Platform for building and deploying portable, scalable machine learning workflows on Kubernetes.
- Kubeflow Dashboard: Central dashboard that connects the authenticated web interfaces of Kubeflow and other ecosystem components.

## Rankings

| Category | Rank | Visibility | Mentions |
|---|---|---|---|
| MLOps Platforms | 9 of 61 | 20.1 | 39 |

## By engine

| Engine | Visibility | Mention rate |
|---|---|---|
| chatgpt | 19.1 | 51.8% |
| google_ai_mode | 20.6 | 40.7% |
| perplexity | 20.6 | 51.8% |

## 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, “Kubeflow AI visibility profile”, https://slateindex.ai/brand/kubeflow, data of 2026-11-02. Licence: CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/).
