Brandwave

Azure Machine Learning vs Neptune:Which is more popular?

In September 2026, Azure Machine Learning had more branded searches than Neptune among MLOps platforms worldwide. Azure Machine Learning had about 6,600 branded searches, while Neptune had 1,600. Azure Machine Learning made up 2.1% of all MLOps platform searches we track, and Neptune accounted for 0.52%. When we asked ChatGPT and Google AI Overviews about MLOps platforms, Azure Machine Learning appeared in four of the five answers and Neptune in none.

Among MLOps platforms worldwide in September 2026

Who do people search for more?

Azure Machine Learning, about 4 searches for every 1 for Neptune

Azure Machine Learning 6.6K searchesNeptune 1.6K searches

Who does AI mention more?

Azure Machine Learning, mentioned in 4 of 5 answers, Neptune in 0

Azure Machine Learning in 4 of 5Neptune in 0 of 5

Who does AI recommend more?

Azure Machine Learning, the only one of the two named

Azure Machine Learning first in 4Neptune never named

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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. Neptune did not appear in any of the five answers.

Most recommended by AI

Brands get a higher ranking if they are mentioned earlier in the answers.

  1. Amazon SageMaker1st
  2. Google Cloud Vertex AI2nd
  3. Databricks Mosaic AI3rd
  4. Azure Machine Learning4th
  5. MLflow5th
  6. Dataiku6th
  7. Kubeflow7th
  8. DataRobot8th
  9. Weights & Biases9th
  10. Neptune–
  11. +1 more

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

+1 more

See every answer about MLOps 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 Azure Machine Learning or Neptune more popular in search?

This chart shows how often people search Google for Azure Machine Learning and Neptune by name. Each line represents a brand's share of searches for all 11 MLOps platforms we track, month by month, from English-language searches worldwide.

Azure Machine Learning and Neptune among MLOps platforms worldwide, by month

Share of searches by month for Azure Machine Learning, Neptune. The figures are in the table below the chart.

View monthly share of searches table
MonthGoogle Cloud Vertex AIWeights & BiasesMLflowAmazon SageMakerDataikuDataRobotKubeflowDatabricks Mosaic AIAzure Machine LearningNeptuneComet
Oct 202528.7%16.9%12.9%14%12.9%4.7%3.9%1.7%3.1%0.51%0.62%
Nov 202535%16.9%12.8%12.1%10.5%3.8%3.8%1.4%2.6%0.51%0.51%
Dec 202537.7%17.4%11.3%10.7%9.3%3.4%3.4%1.3%2.3%2.8%0.43%
Jan 202637%17.1%11.1%11.6%11.1%3.3%3.3%1.6%2.7%0.65%0.54%
Feb 202639.3%15.5%11.8%11.2%9.6%3.5%3.5%1.6%2.9%0.57%0.45%
Mar 202640.2%15.9%12.1%10.3%9.9%3%3.6%1.6%2.4%0.58%0.48%
Apr 202640%18.5%12%9.3%9.9%2.9%2.9%1.6%2%0.38%0.38%
May 202639.2%18.1%11.8%10.1%9.6%3.5%2.9%1.7%2.4%0.38%0.38%
Jun 202635.1%16.9%12.9%11%12.9%3.1%3.1%2%2.1%0.49%0.34%
Jul 202633.4%16.2%15%10.5%12.3%3.7%3.7%2.4%2%0.39%0.39%
Aug 202630.8%17.4%16.9%11.8%11.3%3.4%3.4%2.5%1.8%0.44%0.34%
Sep 202629.2%16.6%16%13.7%13.1%3.2%3.2%2.2%2.1%0.52%0.28%

How has the Azure Machine Learning and Neptune comparison changed over the last 12 months?

3 findings
  • The lead changed hands 2 times in the 12 months ending September 2026: Neptune took it in December 2025, Azure Machine Learning took it in January 2026.
  • Across the 12 months ending September 2026, Azure Machine Learning’s share of searches among MLOps platforms worldwide moved from 3.1% to 2.1%, and its estimated monthly branded searches moved from 14.8K to 6.6K.
  • 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.

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

2 changes

  1. Estimated monthly branded searches for Azure Machine Learning worldwide fell 55.4% over 12 measured months, from 14.8K to 6.6K in September 2026.

  2. Estimated monthly branded searches for Neptune worldwide fell 33.3% over 12 measured months, from 2.4K to 1.6K in September 2026.

How are branded searches counted?

2 search terms

Brandwave collects information about searches that people make online using Azure Machine Learning’s and Neptune’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.

Azure Machine Learning

1 branded search term

  • azure machine learning

Neptune

1 branded search term

  • neptune ai

How the Brand Demand Index is measured

Other head-to-heads among MLOps platforms

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