Brandwave

Databricks Mosaic AI vs Kubeflow:Which is more popular?

In September 2026, Kubeflow had more branded searches than Databricks Mosaic AI among MLOps platforms worldwide. Kubeflow had about 9,900 branded searches, while Databricks Mosaic AI had 6,700. Kubeflow made up 3.2% of all MLOps platform searches we track, and Databricks Mosaic AI accounted for 2.2%. When we asked ChatGPT and Google AI Overviews about MLOps platforms, Databricks Mosaic AI and Kubeflow each appeared in four of the five answers. Databricks Mosaic AI was mentioned before Kubeflow in every answer that named either.

Among MLOps platforms worldwide in September 2026

Who do people search for more?

Kubeflow, about 48% more searches than Databricks Mosaic AI

Kubeflow 9.9K searchesDatabricks Mosaic AI 6.7K searches

Who does AI mention more?

Both were mentioned in 4 of 5 answers.

Databricks Mosaic AI in 4 of 5Kubeflow in 4 of 5

Who does AI recommend more?

Databricks Mosaic AI, named ahead of Kubeflow in 4 of 4 answers

Databricks Mosaic AI first in 4Kubeflow never first

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Top MLOps platforms in ChatGPT and Google AI Overviews

In three ChatGPT questions and two Google AI Overviews, Databricks Mosaic AI and Kubeflow were each mentioned in four out of five: in all three ChatGPT answers and in one of the two Google AI Overviews. Databricks Mosaic AI was listed before Kubeflow in every answer that named either.

Most recommended by AI

Brands get a higher ranking if they are mentioned earlier in the answers.

  1. Amazon SageMaker1st
  2. Google Cloud Vertex AI2nd
  3. Databricks Mosaic AI3rd
  4. Azure Machine Learning4th
  5. MLflow5th
  6. Dataiku6th
  7. Kubeflow7th
  8. DataRobot8th
  9. Weights & Biases9th
  10. Neptune–
  11. +1 more

Mentioned by AI

Each dot is one answer, filled in when that answer mentions the brand.

  • Google Cloud Vertex AI5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • MLflow5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • Amazon SageMaker5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • Kubeflow4 of 5Named in 3 of 3 ChatGPT answersNamed in 1 of 2 Google answers
  • Databricks Mosaic AI4 of 5Named in 3 of 3 ChatGPT answersNamed in 1 of 2 Google answers
  • Azure Machine Learning4 of 5Named in 2 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • Dataiku2 of 5Named in 0 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • DataRobot2 of 5Named in 0 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • Weights & Biases1 of 5Named in 1 of 3 ChatGPT answersNamed in 0 of 2 Google answers
  • Neptune0 of 5Named in 0 of 3 ChatGPT answersNamed in 0 of 2 Google answers

+1 more

See every answer about MLOps platforms

5 answers

Not named in any answer:

Brands are shown in the order each answer named them. The survey took place in the United States on October 21, 2026.

Is Databricks Mosaic AI or Kubeflow more popular in search?

This chart shows how often people search Google for Databricks Mosaic AI and Kubeflow by name. Each line represents a brand's share of searches for all 11 MLOps platforms we track, month by month, from English-language searches worldwide.

Databricks Mosaic AI and Kubeflow among MLOps platforms worldwide, by month

Share of searches by month for Kubeflow, Databricks Mosaic AI. The figures are in the table below the chart.

View monthly share of searches table
MonthGoogle Cloud Vertex AIWeights & BiasesMLflowAmazon SageMakerDataikuDataRobotKubeflowDatabricks Mosaic AIAzure Machine LearningNeptuneComet
Oct 202528.7%16.9%12.9%14%12.9%4.7%3.9%1.7%3.1%0.51%0.62%
Nov 202535%16.9%12.8%12.1%10.5%3.8%3.8%1.4%2.6%0.51%0.51%
Dec 202537.7%17.4%11.3%10.7%9.3%3.4%3.4%1.3%2.3%2.8%0.43%
Jan 202637%17.1%11.1%11.6%11.1%3.3%3.3%1.6%2.7%0.65%0.54%
Feb 202639.3%15.5%11.8%11.2%9.6%3.5%3.5%1.6%2.9%0.57%0.45%
Mar 202640.2%15.9%12.1%10.3%9.9%3%3.6%1.6%2.4%0.58%0.48%
Apr 202640%18.5%12%9.3%9.9%2.9%2.9%1.6%2%0.38%0.38%
May 202639.2%18.1%11.8%10.1%9.6%3.5%2.9%1.7%2.4%0.38%0.38%
Jun 202635.1%16.9%12.9%11%12.9%3.1%3.1%2%2.1%0.49%0.34%
Jul 202633.4%16.2%15%10.5%12.3%3.7%3.7%2.4%2%0.39%0.39%
Aug 202630.8%17.4%16.9%11.8%11.3%3.4%3.4%2.5%1.8%0.44%0.34%
Sep 202629.2%16.6%16%13.7%13.1%3.2%3.2%2.2%2.1%0.52%0.28%

How has the Databricks Mosaic AI and Kubeflow comparison changed over the last 12 months?

3 findings

How did search popularity change for MLOps platforms worldwide in September 2026?

2 changes

  1. Estimated monthly branded searches for Kubeflow worldwide fell 45.3% over 12 measured months, from 18.1K to 9.9K in September 2026.

  2. Estimated monthly branded searches for Databricks Mosaic AI worldwide fell 15.2% over 12 measured months, from 7.9K to 6.7K in September 2026.

How are branded searches counted?

3 search terms

Brandwave collects information about searches that people make online using Databricks Mosaic AI’s and Kubeflow’s names. When viewed over time, estimated search volumes for these branded terms can be used to understand whether interest in the brands is growing, holding steady, or fading.

Databricks Mosaic AI

2 branded search terms

  • databricks mosaic ai
  • mosaic ai

Kubeflow

1 branded search term

  • kubeflow

How the Brand Demand Index is measured

Other head-to-heads among MLOps platforms

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