How popular isAzure Machine Learning?
In September 2026, people searched for Azure Machine Learning by name about 6,600 times worldwide, a 55.4% decrease from the previous year. These searches made up 2.1% of all global MLOps platform searches, placing Azure Machine Learning ninth out of 11 platforms. When we asked both ChatGPT and Google AI Overviews about MLOps platforms, Azure Machine Learning appeared in four of the five answers and was the fourth most recommended of the 11.
Azure Machine Learning is the ninth most searched of 11 competitors and the fourth most recommended in AI answers.
Google Cloud Vertex AIShare of searches 29.2%Mentioned in 5 of 5 AI answersPlace in AI recommendations 2nd
Weights & BiasesShare of searches 16.6%Mentioned in 1 of 5 AI answersPlace in AI recommendations 9th
MLflowShare of searches 16%Mentioned in 5 of 5 AI answersPlace in AI recommendations 5th
Amazon SageMakerShare of searches 13.7%Mentioned in 5 of 5 AI answersPlace in AI recommendations 1st
Azure Machine LearningShare of searches 2.1%Mentioned in 4 of 5 AI answersPlace in AI recommendations 4th
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Top MLOps platforms in ChatGPT and Google AI Overviews
In three ChatGPT questions and two Google AI Overviews, Azure Machine Learning was mentioned in four out of five: in two of the three ChatGPT answers and in both Google AI Overviews. Azure Machine Learning is the fourth most recommended of the 11.
Most recommended by AI
Brands get a higher ranking if they are mentioned earlier in the answers.
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
See every answer about MLOps platforms
5 answers
Asked ChatGPT
“Which MLOps platform should I use?”
Asked ChatGPT
“What are the best MLOps platforms?”
Asked ChatGPT
“What's the best MLOps platform for a machine learning team?”
Searched Google, AI Overview
“machine learning platform”
Searched Google, AI Overview
“mlops platforms”
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 Azure Machine Learning?
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
| Month | Google Cloud Vertex AI | Weights & Biases | MLflow | Amazon SageMaker | Dataiku | DataRobot | Kubeflow | Databricks Mosaic AI | Azure Machine Learning | Neptune | Comet |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Oct 2025 | 28.7% | 16.9% | 12.9% | 14% | 12.9% | 4.7% | 3.9% | 1.7% | 3.1% | 0.51% | 0.62% |
| Nov 2025 | 35% | 16.9% | 12.8% | 12.1% | 10.5% | 3.8% | 3.8% | 1.4% | 2.6% | 0.51% | 0.51% |
| Dec 2025 | 37.7% | 17.4% | 11.3% | 10.7% | 9.3% | 3.4% | 3.4% | 1.3% | 2.3% | 2.8% | 0.43% |
| Jan 2026 | 37% | 17.1% | 11.1% | 11.6% | 11.1% | 3.3% | 3.3% | 1.6% | 2.7% | 0.65% | 0.54% |
| Feb 2026 | 39.3% | 15.5% | 11.8% | 11.2% | 9.6% | 3.5% | 3.5% | 1.6% | 2.9% | 0.57% | 0.45% |
| Mar 2026 | 40.2% | 15.9% | 12.1% | 10.3% | 9.9% | 3% | 3.6% | 1.6% | 2.4% | 0.58% | 0.48% |
| Apr 2026 | 40% | 18.5% | 12% | 9.3% | 9.9% | 2.9% | 2.9% | 1.6% | 2% | 0.38% | 0.38% |
| May 2026 | 39.2% | 18.1% | 11.8% | 10.1% | 9.6% | 3.5% | 2.9% | 1.7% | 2.4% | 0.38% | 0.38% |
| Jun 2026 | 35.1% | 16.9% | 12.9% | 11% | 12.9% | 3.1% | 3.1% | 2% | 2.1% | 0.49% | 0.34% |
| Jul 2026 | 33.4% | 16.2% | 15% | 10.5% | 12.3% | 3.7% | 3.7% | 2.4% | 2% | 0.39% | 0.39% |
| Aug 2026 | 30.8% | 17.4% | 16.9% | 11.8% | 11.3% | 3.4% | 3.4% | 2.5% | 1.8% | 0.44% | 0.34% |
| Sep 2026 | 29.2% | 16.6% | 16% | 13.7% | 13.1% | 3.2% | 3.2% | 2.2% | 2.1% | 0.52% | 0.28% |
| Rank | Brand | Share of searches | Estimated monthly branded searches | vs prior month | Share change |
|---|---|---|---|---|---|
| 1, held 1st | 29.2% | 90.5K | 0% | -1.6 points | |
| 2, held 2nd | 16.6% | 51.3K | +0.31% | -0.9 points | |
| 3, held 3rd | 16% | 49.5K | 0% | -0.9 points | |
| 4, held 4th | 13.7% | 42.4K | +22.5% | +1.9 points | |
| 5, held 5th | 13.1% | 40.5K | +22.4% | +1.8 points | |
| 6, held 6th | 3.2% | 9.9K | 0% | -0.2 points | |
| 7, held 7th | 3.2% | 9.9K | 0% | -0.2 points | |
| 8, held 8th | 2.2% | 6.7K | -8.2% | -0.3 points | |
| 9, held 9th | 2.1% | 6.6K | +22.2% | +0.3 points | |
| 10, held 10th | 0.52% | 1.6K | +23.1% | +0.1 points | |
| 11, held 11th | 0.28% | 880 | -12% | -0.1 points |
29.2%
Held 1st. 90.5K estimated branded searches, 0% vs prior month. Share -1.6 points.
16.6%
Held 2nd. 51.3K estimated branded searches, +0.31% vs prior month. Share -0.9 points.
3.
MLflow16%
Held 3rd. 49.5K estimated branded searches, 0% vs prior month. Share -0.9 points.
13.7%
Held 4th. 42.4K estimated branded searches, +22.5% vs prior month. Share +1.9 points.
5.
Dataiku13.1%
Held 5th. 40.5K estimated branded searches, +22.4% vs prior month. Share +1.8 points.
3.2%
Held 6th. 9.9K estimated branded searches, 0% vs prior month. Share -0.2 points.
7.
Kubeflow3.2%
Held 7th. 9.9K estimated branded searches, 0% vs prior month. Share -0.2 points.
2.2%
Held 8th. 6.7K estimated branded searches, -8.2% vs prior month. Share -0.3 points.
2.1%
Held 9th. 6.6K estimated branded searches, +22.2% vs prior month. Share +0.3 points.
10.
Neptune0.52%
Held 10th. 1.6K estimated branded searches, +23.1% vs prior month. Share +0.1 points.
11.
Comet0.28%
Held 11th. 880 estimated branded searches, -12% vs prior month. Share -0.1 points.
Compare popularity between Azure Machine Learning and its closest rivals

Azure Machine Learning vs DataRobot: compare popularity
Azure Machine Learning vs Kubeflow: compare popularity
Azure Machine Learning vs Databricks Mosaic AI: compare popularity
Azure Machine Learning vs Neptune: compare popularity
Azure Machine Learning vs Comet: compare popularity- Compare Azure Machine Learning with any brand
Every comparison with Azure Machine Learning
16 comparisons
- Amazon SageMaker vs Azure Machine Learning
- Azure Machine Learning vs DataRobot
- Azure Machine Learning vs Google Cloud
- Azure Machine Learning vs H2O.ai
- Azure Machine Learning vs Databricks
- Azure Machine Learning vs Databricks Mosaic AI
- Azure Machine Learning vs Dataiku
- Azure Machine Learning vs Google Cloud Vertex AI
- Azure Machine Learning vs Kubeflow
- Azure Machine Learning vs MLflow
- Azure Machine Learning vs Weights & Biases
- Azure Machine Learning vs Domino Data Lab
- AutoGluon vs Azure Machine Learning
- Azure Machine Learning vs PyCaret
- Azure Machine Learning vs Neptune
- Azure Machine Learning vs Comet
How has branded search demand for Azure Machine Learning changed worldwide over the last 12 months?
4 findings
- Across the 12 months ending September 2026, estimated monthly branded searches for Azure Machine Learning worldwide fell from 14.8K to 6.6K.
- Across the 12 months ending September 2026, Azure Machine Learning’s share of searches among MLOps platforms worldwide decreased from 3.1% to 2.1%.
- Across the 12 months ending September 2026, Azure Machine Learning’s share of searches among MLOps platforms worldwide peaked at 3.1% in October 2025 and was lowest at 1.8% in August 2026.
- Across the 12 months ending September 2026, Azure Machine Learning fell from 8th to 9th among MLOps platforms worldwide.
How did search popularity change for MLOps platforms worldwide in September 2026?
6 changes

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

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

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

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

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

Estimated monthly branded searches for Comet worldwide fell 69.7% over 12 measured months, from 2.9K to 880 in September 2026.
How are Azure Machine Learning’s branded searches counted?
1 search term
Brandwave collects information about searches that people make online using Azure Machine Learning’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.
- azure machine learning
Who owns Azure Machine Learning?
Azure Machine Learning is owned by
Microsoft. Brandwave also tracks
Microsoft Copilot,
Azure AI Document Intelligence, Azure AI Search,
Azure Bicep,
Azure Blob Storage,
Azure Container Apps,
Azure Container Registry,
Azure Cosmos DB,
Azure Data Factory,
Azure DevOps,
Azure Service Bus, Azure Stream Analytics,
Bing,
Clipchamp,
GitHub Actions,
GitHub Copilot,
LinkedIn,
LinkedIn Ads, LinkedIn Recruiter,
LinkedIn Sales Navigator,
Microsoft 365,
Microsoft Advertising,
Microsoft Authenticator,
Microsoft Azure,
Microsoft Bookings,
Microsoft Clarity, Microsoft Defender Vulnerability Management,
Microsoft Designer,
Microsoft Dynamics 365,
Microsoft Dynamics 365 Business Central, Microsoft Dynamics 365 Supply Chain Management,
Microsoft Edge,
Microsoft Entra,
Microsoft Forms,
Microsoft Learn, Microsoft OneNote,
Microsoft Planner, Microsoft Power Automate Process Mining,
Microsoft Power BI,
Microsoft PowerPoint,
Microsoft Purview,
Microsoft Surface,
Microsoft Teams,
Microsoft To Do,
Microsoft Translator,
Microsoft Visio,
Microsoft Whiteboard,
Minecraft,
OneDrive, OneNote,
Outlook, Power Automate, Power BI,
SharePoint,
Xbox and
Xbox Game Pass, owned by the same company, worldwide.
Do you work for Azure Machine Learning? To request corrections or removal please contact us via our support page and we will be happy to assist.
Where does Azure Machine Learning compete?
| Competitor set | Rank | Share of searches | Ranking |
|---|---|---|---|
| AutoML platforms | 5th of 7 | 0.2% | Show ranking |
| Machine learning platforms | 9th of 10 | 0.43% | Show ranking |
| MLOps platforms | 9th of 11 | 2.1% | Shown above |

Is Azure Machine Learning your brand?
Put your own campaigns, spend and outcomes next to this demand line, so you can see which of your marketing lined up with the movements above.