Brandwave

How popular isGoogle Cloud Vertex AI?

In September 2026, people searched for Google Cloud Vertex AI by name about 90,500 times worldwide, a 33% decrease from the previous year. These searches made up 29.2% of all global MLOps platform searches, placing Google Cloud Vertex AI first out of 11 platforms. When we asked both ChatGPT and Google AI Overviews about MLOps platforms, Google Cloud Vertex AI appeared in all answers and was the second most recommended of the 11.

Search and AI answers in September 2026

Google Cloud Vertex AI is the most searched of 11 competitors and the second most recommended in AI answers.

  1. Google Cloud Vertex AIShare of searches 29.2%Mentioned in 5 of 5 AI answersPlace in AI recommendations 2nd
  2. Weights & BiasesShare of searches 16.6%Mentioned in 1 of 5 AI answersPlace in AI recommendations 9th
  3. MLflowShare of searches 16%Mentioned in 5 of 5 AI answersPlace in AI recommendations 5th
  4. Amazon SageMakerShare of searches 13.7%Mentioned in 5 of 5 AI answersPlace in AI recommendations 1st
  5. DataikuShare of searches 13.1%Mentioned in 2 of 5 AI answersPlace in AI recommendations 6th

+6 more

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Top MLOps platforms in ChatGPT and Google AI Overviews

In three ChatGPT questions and two Google AI Overviews, Google Cloud Vertex AI appeared in all five answers. Google Cloud Vertex AI is the second most recommended of the 11.

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.

Which MLOps platforms compete with Google Cloud Vertex AI?

Google Cloud Vertex AI against MLOps platforms worldwide, by month

Share of searches by month for Google Cloud Vertex AI, Weights & Biases, MLflow, Amazon SageMaker, Dataiku, DataRobot, Kubeflow, Databricks Mosaic AI, Azure Machine Learning. 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%

  1. 1.Google Cloud Vertex AI

    29.2%

    Held 1st. 90.5K estimated branded searches, 0% vs prior month. Share -1.6 points.

  2. 2.Weights & Biases

    16.6%

    Held 2nd. 51.3K estimated branded searches, +0.31% vs prior month. Share -0.9 points.

  3. 3.MLflow

    16%

    Held 3rd. 49.5K estimated branded searches, 0% vs prior month. Share -0.9 points.

  4. 4.Amazon SageMaker

    13.7%

    Held 4th. 42.4K estimated branded searches, +22.5% vs prior month. Share +1.9 points.

  5. 5.Dataiku

    13.1%

    Held 5th. 40.5K estimated branded searches, +22.4% vs prior month. Share +1.8 points.

  6. 6.DataRobot

    3.2%

    Held 6th. 9.9K estimated branded searches, 0% vs prior month. Share -0.2 points.

  7. 7.Kubeflow

    3.2%

    Held 7th. 9.9K estimated branded searches, 0% vs prior month. Share -0.2 points.

  8. 8.Databricks Mosaic AI

    2.2%

    Held 8th. 6.7K estimated branded searches, -8.2% vs prior month. Share -0.3 points.

  9. 9.Azure Machine Learning

    2.1%

    Held 9th. 6.6K estimated branded searches, +22.2% vs prior month. Share +0.3 points.

  10. 10.Neptune

    0.52%

    Held 10th. 1.6K estimated branded searches, +23.1% vs prior month. Share +0.1 points.

  11. 11.Comet

    0.28%

    Held 11th. 880 estimated branded searches, -12% vs prior month. Share -0.1 points.

Compare popularity between Google Cloud Vertex AI and its closest rivals

Every comparison with Google Cloud Vertex AI

19 comparisons

How has branded search demand for Google Cloud Vertex AI changed worldwide over the last 12 months?

2 findings
  • Across the 12 months ending September 2026, estimated monthly branded searches for Google Cloud Vertex AI worldwide fell from 135K to 90.5K.
  • Across the 12 months ending September 2026, Google Cloud Vertex AI’s share of searches among MLOps platforms worldwide peaked at 40.2% in March 2026 and was lowest at 28.7% in October 2025.

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

6 changes

  1. In September 2026, Amazon SageMaker gained share of searches among MLOps platforms worldwide, from 11.8% to 13.7%.

  2. In September 2026, Dataiku gained share of searches among MLOps platforms worldwide, from 11.3% to 13.1%.

  3. In September 2026, Google Cloud Vertex AI lost share of searches among MLOps platforms worldwide, from 30.8% to 29.2%.

  4. In September 2026, MLflow lost share of searches among MLOps platforms worldwide, from 16.9% to 16%.

  5. In September 2026, Weights & Biases lost share of searches among MLOps platforms worldwide, from 17.4% to 16.6%.

  6. Estimated monthly branded searches for Comet worldwide fell 69.7% over 12 measured months, from 2.9K to 880 in September 2026.

How are Google Cloud Vertex AI’s branded searches counted?

1 search term

Brandwave collects information about searches that people make online using Google Cloud Vertex AI’s name. When viewed over time, estimated search volumes for this branded term can be used to understand whether interest in the brand is growing, holding steady, or fading.

  • vertex ai

How the Brand Demand Index is measured

Who owns Google Cloud Vertex AI?

Google Cloud Vertex AI is owned by Google. Brandwave also tracks AppSheet, Chrome Remote Desktop, Display & Video 360, Firebase, Fitbit, Gemini, Gmail, Google, Google Ads, Google Alerts, Google Analytics, Google Artifact Registry, Google Authenticator, Google Chat, Google Chrome, Google Chromecast, Google Classroom, Google Cloud, Google Cloud Dataflow, Google Cloud Identity, Google Cloud Pub/Sub, Google Cloud Run, Google Cloud Secret Manager, Google Cloud Speech-to-Text, Google Cloud Storage, Google Colab, Google DeepMind, Google Display & Video 360, Google Document AI, Google Drive, Google Earth Engine, Google Family Link, Google Forms, Google Keep, Google Keyword Planner, Google Maps, Google Maps Platform, Google Meet, Google Meridian, Google Nest, Google Nest Wifi, Google Project Management Certificate, Google Rich Results Test, Google Security Operations, Google Slides, Google Tasks, Google Threat Intelligence, Google Translate, Google Vault, Google Veo, Google Workspace, Looker, Looker Studio, Material Symbols, NotebookLM, Snapseed, TensorFlow Serving, YouTube, YouTube Music, YouTube Studio and YouTube TV, owned by the same company, worldwide.

Do you work for Google Cloud Vertex AI? To request corrections or removal please contact us via our support page and we will be happy to assist.

Where does Google Cloud Vertex AI compete?

Google Cloud Vertex AI is ranked in three competitor sets. Each share is worked out among that set's brands, so it differs from set to set.
Competitor setRankShare of searchesRanking
Machine learning platforms3rd of 106%Show ranking
Model fine tuning platforms2nd of 915.6%Show ranking
MLOps platforms1st of 1129.2%Shown above
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