DataRobot vs Neptune:Which is more popular?
In September 2026, DataRobot had more branded searches than Neptune among MLOps platforms worldwide. DataRobot had about 9,900 branded searches, while Neptune had 1,600. DataRobot made up 3.2% of all MLOps platform searches we track, and Neptune accounted for 0.52%. When we asked ChatGPT and Google AI Overviews about MLOps platforms, DataRobot appeared in two of the five answers and Neptune in none.
Who do people search for more?
DataRobot, about 6 searches for every 1 for Neptune
Who does AI mention more?
DataRobot, mentioned in 2 of 5 answers, Neptune in 0
Who does AI recommend more?
DataRobot, the only one of the two named
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Top MLOps platforms in ChatGPT and Google AI Overviews
In three ChatGPT questions and two Google AI Overviews, DataRobot was mentioned in two out of five: not in any of the three ChatGPT answers, but 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.
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.
Is DataRobot or Neptune more popular in search?
This chart shows how often people search Google for DataRobot 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.
Share of searches by month for DataRobot, Neptune. 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% |
How has the DataRobot and Neptune comparison changed over the last 12 months?
3 findings
- DataRobot was ahead of Neptune in every measured month of the 12 months ending September 2026.
- Across the 12 months ending September 2026, DataRobot’s share of searches among MLOps platforms worldwide moved from 4.7% to 3.2%, and its estimated monthly branded searches moved from 22.2K to 9.9K.
- 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
How are branded searches counted?
2 search terms
Brandwave collects information about searches that people make online using DataRobot’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.
Other head-to-heads among MLOps platforms
- Google Cloud Vertex AI vs Weights & Biases: compare popularity
- Google Cloud Vertex AI vs MLflow: compare popularity
- Google Cloud Vertex AI vs Amazon SageMaker: compare popularity
- Google Cloud Vertex AI vs Dataiku: compare popularity
- Weights & Biases vs MLflow: compare popularity
- Weights & Biases vs Amazon SageMaker: compare popularity
Put your own brand in this comparison
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