Brandwave

H2O.ai vs Google Cloud Vertex AI:Which is more popular?

In September 2026, H2O.ai had more branded searches than Google Cloud Vertex AI among machine learning platforms worldwide. H2O.ai had about 675,000 branded searches, while Google Cloud Vertex AI had 90,500. H2O.ai made up 44.4% of all machine learning platform searches we track, and Google Cloud Vertex AI accounted for 6%. When we asked ChatGPT and Google AI Overviews about machine learning platforms, Google Cloud Vertex AI appeared in four of the five answers and H2O.ai in one. Google Cloud Vertex AI was mentioned before H2O.ai in every answer that named either.

Among machine learning platforms worldwide in September 2026

Who do people search for more?

H2O.ai, about 7 searches for every 1 for Google Cloud Vertex AI

H2O.ai 675K searchesGoogle Cloud Vertex AI 90.5K searches

Who does AI mention more?

Google Cloud Vertex AI, mentioned in 4 of 5 answers, H2O.ai in 1

Google Cloud Vertex AI in 4 of 5H2O.ai in 1 of 5

Who does AI recommend more?

Google Cloud Vertex AI, named ahead of H2O.ai in 4 of 4 answers

Google Cloud Vertex AI first in 4H2O.ai never first

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Top machine learning platforms in ChatGPT and Google AI Overviews

In three ChatGPT questions and two Google AI Overviews, Google Cloud Vertex AI was mentioned in four out of five: in two of the three ChatGPT answers and in both Google AI Overviews. H2O.ai was mentioned in one out of five: not in any of the three ChatGPT answers, but in one of the two Google AI Overviews. Google Cloud Vertex AI was listed before H2O.ai 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. Databricks2nd
  3. Azure Machine Learning3rd
  4. Google Cloud Vertex AI4th
  5. MLflow5th
  6. DataRobot6th
  7. Dataiku7th
  8. Weights & Biases8th
  9. H2O.ai9th
  10. Domino Data Lab–

Mentioned by AI

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

  • Databricks5 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
  • Azure Machine Learning5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • Google Cloud Vertex AI4 of 5Named in 2 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • DataRobot3 of 5Named in 1 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • Weights & Biases2 of 5Named in 2 of 3 ChatGPT answersNamed in 0 of 2 Google answers
  • MLflow2 of 5Named in 2 of 3 ChatGPT answersNamed in 0 of 2 Google answers
  • Dataiku2 of 5Named in 1 of 3 ChatGPT answersNamed in 1 of 2 Google answers
  • H2O.ai1 of 5Named in 0 of 3 ChatGPT answersNamed in 1 of 2 Google answers
  • Domino Data Lab0 of 5Named in 0 of 3 ChatGPT answersNamed in 0 of 2 Google answers

See every answer about machine learning 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 H2O.ai or Google Cloud Vertex AI more popular in search?

This chart shows how often people search Google for H2O.ai and Google Cloud Vertex AI by name. Each line represents a brand's share of searches for all ten machine learning platforms we track, month by month, from English-language searches worldwide.

H2O.ai and Google Cloud Vertex AI among machine learning platforms worldwide, by month

Share of searches by month for H2O.ai, Google Cloud Vertex AI. The figures are in the table below the chart.

View monthly share of searches table
MonthH2O.aiDatabricksGoogle Cloud Vertex AIWeights & BiasesMLflowAmazon SageMakerDataikuDataRobotAzure Machine LearningDomino Data Lab
Oct 202548.1%26.2%7.8%4.6%3.5%3.8%3.5%1.3%0.86%0.21%
Nov 202543.1%28.6%10.5%5.1%3.8%3.6%3.1%1.2%0.77%0.18%
Dec 202544.2%29.4%10.8%5%3.2%3.1%2.6%0.97%0.65%0.16%
Jan 202643.7%29%10.7%4.9%3.2%3.3%3.2%0.96%0.78%0.19%
Feb 202644.4%29.5%10.8%4.3%3.2%3.1%2.7%0.97%0.79%0.19%
Mar 202642.3%28.1%12.6%5%3.8%3.2%3.1%0.92%0.76%0.22%
Apr 202642.2%28%12.5%5.8%3.8%2.9%3.1%0.92%0.62%0.18%
May 202644.2%29.4%10.8%5%3.2%2.8%2.6%0.97%0.65%0.35%
Jun 202642.5%34.6%8.5%4.1%3.1%2.7%3.1%0.76%0.51%0.18%
Jul 202647.1%31.3%7.7%3.7%3.4%2.4%2.8%0.84%0.46%0.2%
Aug 202648.1%32.1%6.4%3.6%3.5%2.5%2.4%0.71%0.38%0.26%
Sep 202644.4%36.2%6%3.4%3.3%2.8%2.7%0.65%0.43%0.29%

How has the H2O.ai and Google Cloud Vertex AI comparison changed over the last 12 months?

3 findings

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

2 changes

  1. In September 2026, H2O.ai lost share of searches among machine learning platforms worldwide, from 48.1% to 44.4%.

  2. Google Cloud Vertex AI’s share of searches among machine learning platforms worldwide has lost ground for 3 months in a row, from 8.5% to 6% in September 2026.

How are branded searches counted?

3 search terms

Brandwave collects information about searches that people make online using H2O.ai’s and Google Cloud Vertex AI’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.

H2O.ai

2 branded search terms

  • h2o
  • h2o ai

Google Cloud Vertex AI

1 branded search term

  • vertex ai

How the Brand Demand Index is measured

Other head-to-heads among machine learning platforms

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