--- title: "H2O.ai vs MLflow: Which is searched more?" description: "Is H2O.ai or MLflow more popular in search? Compare estimated monthly branded-search demand and Share of Search inside the Machine learning platforms set worldwide. 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." canonical: "https://gobrandwave.com/demand/global-en/compare/h2o-ai-vs-mlflow" publisher: "Brandwave" --- # H2O.ai vs MLflow: Which is searched more? Is H2O.ai or MLflow more popular in search? Compare estimated monthly branded-search demand and Share of Search inside the Machine learning platforms set worldwide. 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. ## Key facts - **Compared**: H2O.ai and MLflow - **Competitive set**: Machine learning platforms - **Market**: Global - **Month measured**: Sep 2026 - **H2O.ai Share of Search**: 44.4% - **MLflow Share of Search**: 3.3% ## Is H2O.ai or MLflow more popular in search? - In September 2026, H2O.ai had more branded searches than MLflow among machine learning platforms worldwide. H2O.ai had about 675,000 branded searches, while MLflow had 49,500. H2O.ai made up 44.4% of all machine learning platform searches we track, and MLflow accounted for 3.3%. - H2O.ai was ahead of MLflow 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, MLflow’s share of searches among machine learning platforms worldwide moved from 3.5% to 3.3%, and its estimated monthly branded searches moved from 60.5K to 49.5K. ## Top machine learning platforms in ChatGPT and Google AI Overviews In three ChatGPT questions and two Google AI Overviews, MLflow was mentioned in two out of five: in two of the three ChatGPT answers, but not in either of the two 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. MLflow was listed before H2O.ai in two out of three answers that named either. Brands get a higher AI rank if they are mentioned earlier in the answers that list options. | Brand | AI rank | ChatGPT answers that named it | Google AI Overviews that named it | All answers that named it | | --- | --- | --- | --- | --- | | Amazon SageMaker | 1st | 3 of 3 | 2 of 2 | 5 of 5 | | Databricks | 2nd | 3 of 3 | 2 of 2 | 5 of 5 | | Azure Machine Learning | 3rd | 3 of 3 | 2 of 2 | 5 of 5 | | Google Cloud Vertex AI | 4th | 2 of 3 | 2 of 2 | 4 of 5 | | MLflow | 5th | 2 of 3 | 0 of 2 | 2 of 5 | | DataRobot | 6th | 1 of 3 | 2 of 2 | 3 of 5 | | Dataiku | 7th | 1 of 3 | 1 of 2 | 2 of 5 | | Weights & Biases | 8th | 2 of 3 | 0 of 2 | 2 of 5 | | H2O.ai | 9th | 0 of 3 | 1 of 2 | 1 of 5 | | Domino Data Lab | Not ranked | 0 of 3 | 0 of 2 | 0 of 5 | ## Every AI answer about machine learning platforms - Asked ChatGPT "Which machine learning platform should I use?": 1. Amazon SageMaker, 2. Databricks, 3. Azure Machine Learning, 4. Dataiku - Asked ChatGPT "What are the best machine learning platforms?": 1. Amazon SageMaker, 2. Google Cloud Vertex AI, 3. Azure Machine Learning, 4. Databricks, 5. MLflow, 6. Weights & Biases, 7. DataRobot - Asked ChatGPT "What's the best machine learning platform for a data science team?": 1. Databricks, 2. Amazon SageMaker, 3. Azure Machine Learning, 4. Google Cloud Vertex AI, 5. MLflow, 6. Weights & Biases - Searched Google, AI Overview "machine learning platforms": 1. Amazon SageMaker, 2. Google Cloud Vertex AI, 3. Azure Machine Learning, 4. Databricks, 5. DataRobot, 6. H2O.ai - Searched Google, AI Overview "data science platform": 1. Databricks, 2. Google Cloud Vertex AI, 3. Amazon SageMaker, 4. Azure Machine Learning, 5. Dataiku, 6. DataRobot Not named in any answer: Domino Data Lab. Brands are listed in the order each answer named them. The answers were collected in the United States on October 21, 2026. ## How did search popularity change for machine learning platforms worldwide in September 2026? - In September 2026, H2O.ai lost share of searches among machine learning platforms worldwide, from 48.1% to 44.4%. - Estimated monthly branded searches for MLflow worldwide fell 18.2% over 12 measured months, from 60.5K to 49.5K in September 2026. ## Month by month | Month | H2O.ai estimated searches | H2O.ai Share of Search | H2O.ai rank | MLflow estimated searches | MLflow Share of Search | MLflow rank | | --- | --- | --- | --- | --- | --- | --- | | Oct 2025 | 828K | 48.1% | 1 | 60.5K | 3.5% | 7 | | Nov 2025 | 677K | 43.1% | 1 | 60.5K | 3.8% | 5 | | Dec 2025 | 677K | 44.2% | 1 | 49.5K | 3.2% | 5 | | Jan 2026 | 677K | 43.7% | 1 | 49.5K | 3.2% | 7 | | Feb 2026 | 677K | 44.4% | 1 | 49.5K | 3.2% | 5 | | Mar 2026 | 677K | 42.3% | 1 | 60.5K | 3.8% | 5 | | Apr 2026 | 677K | 42.2% | 1 | 60.5K | 3.8% | 5 | | May 2026 | 676K | 44.2% | 1 | 49.5K | 3.2% | 5 | | Jun 2026 | 676K | 42.5% | 1 | 49.5K | 3.1% | 6 | | Jul 2026 | 676K | 47.1% | 1 | 49.5K | 3.4% | 5 | | Aug 2026 | 675K | 48.1% | 1 | 49.5K | 3.5% | 5 | | Sep 2026 | 675K | 44.4% | 1 | 49.5K | 3.3% | 5 | ## How each brand is measured Brandwave collects information about searches that people make online using H2O.ai’s and MLflow’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**: Measured on the search terms “h2o” and “h2o ai”, summed into one figure. - **MLflow**: Measured on the search term “mlflow”. - [H2O.ai profile](/demand/global-en/brands/h2o-ai) - [MLflow profile](/demand/global-en/brands/mlflow) - [All machine learning platforms worldwide](/demand/global-en/categories/machine-learning-platforms): The set both shares are measured inside, 10 brands. ## Methodology - [How is the Brand Demand Index measured?](/demand/methodology): Where the figures come from, what they compare, and how they may be reused. ## Frequently asked questions ### Is H2O.ai or MLflow more popular in search? In September 2026, H2O.ai had more branded searches than MLflow among machine learning platforms worldwide. H2O.ai had about 675,000 branded searches, while MLflow had 49,500. H2O.ai made up 44.4% of all machine learning platform searches we track, and MLflow accounted for 3.3%. ## Cite this page Brandwave. "H2O.ai vs MLflow: Which is searched more?". https://gobrandwave.com/demand/global-en/compare/h2o-ai-vs-mlflow This page is also available as HTML at https://gobrandwave.com/demand/global-en/compare/h2o-ai-vs-mlflow. Brandwave publishes an index of its Markdown pages at https://gobrandwave.com/llms.txt.