--- title: "Neptune vs Google Cloud Vertex AI: Which is searched more?" description: "Is Neptune or Google Cloud Vertex AI more popular in search? Compare estimated monthly branded-search demand and Share of Search inside the MLOps 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/neptune-vs-vertex-ai" publisher: "Brandwave" --- # Neptune vs Google Cloud Vertex AI: Which is searched more? Is Neptune or Google Cloud Vertex AI more popular in search? Compare estimated monthly branded-search demand and Share of Search inside the MLOps 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**: Neptune and Google Cloud Vertex AI - **Competitive set**: MLOps platforms - **Market**: Global - **Month measured**: Sep 2026 - **Neptune Share of Search**: 0.52% - **Google Cloud Vertex AI Share of Search**: 29.2% ## Is Neptune or Google Cloud Vertex AI more popular in search? - In September 2026, Google Cloud Vertex AI had more branded searches than Neptune among MLOps platforms worldwide. Google Cloud Vertex AI had about 90,500 branded searches, while Neptune had 1,600. Google Cloud Vertex AI made up 29.2% of all MLOps platform searches we track, and Neptune accounted for 0.52%. - Google Cloud Vertex AI was ahead of Neptune in every measured month of the 12 months ending September 2026. - Across the 12 months ending September 2026, Neptune’s share of searches among MLOps platforms worldwide moved from 0.51% to 0.52%, and its estimated monthly branded searches moved from 2.4K to 1.6K. - Across the 12 months ending September 2026, Google Cloud Vertex AI’s share of searches among MLOps platforms worldwide moved from 28.7% to 29.2%, and its estimated monthly branded searches moved from 135K to 90.5K. ## 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. Neptune did not appear in any of the five answers. 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 | | Google Cloud Vertex AI | 2nd | 3 of 3 | 2 of 2 | 5 of 5 | | Databricks Mosaic AI | 3rd | 3 of 3 | 1 of 2 | 4 of 5 | | Azure Machine Learning | 4th | 2 of 3 | 2 of 2 | 4 of 5 | | MLflow | 5th | 3 of 3 | 2 of 2 | 5 of 5 | | Dataiku | 6th | 0 of 3 | 2 of 2 | 2 of 5 | | Kubeflow | 7th | 3 of 3 | 1 of 2 | 4 of 5 | | DataRobot | 8th | 0 of 3 | 2 of 2 | 2 of 5 | | Weights & Biases | 9th | 1 of 3 | 0 of 2 | 1 of 5 | | Neptune | Not ranked | 0 of 3 | 0 of 2 | 0 of 5 | | Comet | Not ranked | 0 of 3 | 0 of 2 | 0 of 5 | ## Every AI answer about MLOps platforms - Asked ChatGPT "Which MLOps platform should I use?": 1. Amazon SageMaker, 2. Databricks Mosaic AI, 3. Google Cloud Vertex AI, 4. MLflow, 5. Kubeflow - Asked ChatGPT "What are the best MLOps platforms?": 1. Amazon SageMaker, 2. Google Cloud Vertex AI, 3. Databricks Mosaic AI, 4. Azure Machine Learning, 5. MLflow, 6. Kubeflow, 7. Weights & Biases - Asked ChatGPT "What's the best MLOps platform for a machine learning team?": 1. Databricks Mosaic AI, 2. Amazon SageMaker, 3. Google Cloud Vertex AI, 4. Azure Machine Learning, 5. MLflow, 6. Kubeflow - Searched Google, AI Overview "machine learning platform": 1. Amazon SageMaker, 2. Google Cloud Vertex AI, 3. Azure Machine Learning, 4. Dataiku, 5. DataRobot, 6. MLflow - Searched Google, AI Overview "mlops platforms": 1. Databricks Mosaic AI, 2. Amazon SageMaker, 3. Azure Machine Learning, 4. Google Cloud Vertex AI, 5. Dataiku, 6. DataRobot, 7. MLflow, 8. Kubeflow Not named in any answer: Neptune and Comet. 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 MLOps platforms worldwide in September 2026? - In September 2026, Google Cloud Vertex AI lost share of searches among MLOps platforms worldwide, from 30.8% to 29.2%. - Estimated monthly branded searches for Neptune worldwide fell 33.3% over 12 measured months, from 2.4K to 1.6K in September 2026. ## Month by month | Month | Neptune estimated searches | Neptune Share of Search | Neptune rank | Google Cloud Vertex AI estimated searches | Google Cloud Vertex AI Share of Search | Google Cloud Vertex AI rank | | --- | --- | --- | --- | --- | --- | --- | | Oct 2025 | 2.4K | 0.51% | 11 | 135K | 28.7% | 1 | | Nov 2025 | 2.4K | 0.51% | 11 | 165K | 35% | 1 | | Dec 2025 | 12.1K | 2.8% | 8 | 165K | 37.7% | 1 | | Jan 2026 | 2.9K | 0.65% | 10 | 165K | 37% | 1 | | Feb 2026 | 2.4K | 0.57% | 10 | 165K | 39.3% | 1 | | Mar 2026 | 2.9K | 0.58% | 10 | 201K | 40.2% | 1 | | Apr 2026 | 1.9K | 0.38% | 11 | 201K | 40% | 1 | | May 2026 | 1.6K | 0.38% | 11 | 165K | 39.2% | 1 | | Jun 2026 | 1.9K | 0.49% | 10 | 135K | 35.1% | 1 | | Jul 2026 | 1.3K | 0.39% | 11 | 110K | 33.4% | 1 | | Aug 2026 | 1.3K | 0.44% | 10 | 90.5K | 30.8% | 1 | | Sep 2026 | 1.6K | 0.52% | 10 | 90.5K | 29.2% | 1 | ## How each brand is measured Brandwave collects information about searches that people make online using Neptune’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. - **Neptune**: Measured on the search term “neptune ai”. - **Google Cloud Vertex AI**: Measured on the search term “vertex ai”. - [Neptune profile](/demand/global-en/brands/neptune) - [Google Cloud Vertex AI profile](/demand/global-en/brands/vertex-ai) - [All MLOps platforms worldwide](/demand/global-en/categories/mlops-platforms): The set both shares are measured inside, 11 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 Neptune or Google Cloud Vertex AI more popular in search? In September 2026, Google Cloud Vertex AI had more branded searches than Neptune among MLOps platforms worldwide. Google Cloud Vertex AI had about 90,500 branded searches, while Neptune had 1,600. Google Cloud Vertex AI made up 29.2% of all MLOps platform searches we track, and Neptune accounted for 0.52%. ## Cite this page Brandwave. "Neptune vs Google Cloud Vertex AI: Which is searched more?". https://gobrandwave.com/demand/global-en/compare/neptune-vs-vertex-ai This page is also available as HTML at https://gobrandwave.com/demand/global-en/compare/neptune-vs-vertex-ai. Brandwave publishes an index of its Markdown pages at https://gobrandwave.com/llms.txt.