H2O.ai vs Google Cloud Vertex AI:Which is searched more?
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%. These are worldwide searches for English-language branded terms.
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Is H2O.ai or Google Cloud Vertex AI more popular in search?
Compare the platforms teams build machine learning on. Branded searches tell you how often people look for a brand by name or related terms. Comparing these searches across competitors helps you see how popular each brand is over time.
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
| Month | H2O.ai | Databricks | Google Cloud Vertex AI | Weights & Biases | MLflow | Amazon SageMaker | Dataiku | DataRobot | Azure Machine Learning | Domino Data Lab |
|---|---|---|---|---|---|---|---|---|---|---|
| Oct 2025 | 48.1% | 26.2% | 7.8% | 4.6% | 3.5% | 3.8% | 3.5% | 1.3% | 0.86% | 0.21% |
| Nov 2025 | 43.1% | 28.6% | 10.5% | 5.1% | 3.8% | 3.6% | 3.1% | 1.2% | 0.77% | 0.18% |
| Dec 2025 | 44.2% | 29.4% | 10.8% | 5% | 3.2% | 3.1% | 2.6% | 0.97% | 0.65% | 0.16% |
| Jan 2026 | 43.7% | 29% | 10.7% | 4.9% | 3.2% | 3.3% | 3.2% | 0.96% | 0.78% | 0.19% |
| Feb 2026 | 44.4% | 29.5% | 10.8% | 4.3% | 3.2% | 3.1% | 2.7% | 0.97% | 0.79% | 0.19% |
| Mar 2026 | 42.3% | 28.1% | 12.6% | 5% | 3.8% | 3.2% | 3.1% | 0.92% | 0.76% | 0.22% |
| Apr 2026 | 42.2% | 28% | 12.5% | 5.8% | 3.8% | 2.9% | 3.1% | 0.92% | 0.62% | 0.18% |
| May 2026 | 44.2% | 29.4% | 10.8% | 5% | 3.2% | 2.8% | 2.6% | 0.97% | 0.65% | 0.35% |
| Jun 2026 | 42.5% | 34.6% | 8.5% | 4.1% | 3.1% | 2.7% | 3.1% | 0.76% | 0.51% | 0.18% |
| Jul 2026 | 47.1% | 31.3% | 7.7% | 3.7% | 3.4% | 2.4% | 2.8% | 0.84% | 0.46% | 0.2% |
| Aug 2026 | 48.1% | 32.1% | 6.4% | 3.6% | 3.5% | 2.5% | 2.4% | 0.71% | 0.38% | 0.26% |
| Sep 2026 | 44.4% | 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
- H2O.ai was ahead of Google Cloud Vertex AI in every measured month of the 12 months ending September 2026.
- Across the 12 months ending September 2026, H2O.ai’s share of searches among machine learning platforms worldwide moved from 48.1% to 44.4%, and its estimated monthly branded searches moved from 828K to 675K.
- Across the 12 months ending September 2026, Google Cloud Vertex AI’s share of searches among machine learning platforms worldwide moved from 7.8% to 6%, and its estimated monthly branded searches moved from 135K to 90.5K.
How did search popularity change for machine learning platforms worldwide in September 2026?
2 changes
In September 2026, H2O.ai lost share of searches among machine learning platforms worldwide, from 48.1% to 44.4%.
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
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H2O.ai vs MLflow: compare search popularity- Databricks vs Google Cloud Vertex AI: compare search popularity
- Databricks vs Weights & Biases: compare search popularity
- Databricks vs MLflow: compare search popularity
Put your own brand in this comparison
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