Databricks Mosaic AI vs Weights & Biases:Which is more popular?
In September 2026, Weights & Biases had more branded searches than Databricks Mosaic AI among MLOps platforms worldwide. Weights & Biases had about 51,300 branded searches, while Databricks Mosaic AI had 6,700. Weights & Biases made up 16.6% of all MLOps platform searches we track, and Databricks Mosaic AI accounted for 2.2%. When we asked ChatGPT and Google AI Overviews about MLOps platforms, Databricks Mosaic AI appeared in four of the five answers and Weights & Biases in one. Databricks Mosaic AI was mentioned before Weights & Biases in every answer that named either.
Who do people search for more?
Weights & Biases, about 8 searches for every 1 for Databricks Mosaic AI
Who does AI mention more?
Databricks Mosaic AI, mentioned in 4 of 5 answers, Weights & Biases in 1
Who does AI recommend more?
Databricks Mosaic AI, named ahead of Weights & Biases in 4 of 4 answers
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Top MLOps platforms in ChatGPT and Google AI Overviews
In three ChatGPT questions and two Google AI Overviews, Databricks Mosaic AI was mentioned in four out of five: in all three ChatGPT answers and in one of the two Google AI Overviews. Weights & Biases was mentioned in one out of five: in one of the three ChatGPT answers, but not in either of the two Google AI Overviews. Databricks Mosaic AI was listed before Weights & Biases in every answer that named either.
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 Databricks Mosaic AI or Weights & Biases more popular in search?
This chart shows how often people search Google for Databricks Mosaic AI and Weights & Biases 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 Weights & Biases, Databricks Mosaic AI. 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 Databricks Mosaic AI and Weights & Biases comparison changed over the last 12 months?
3 findings
- Weights & Biases was ahead of Databricks Mosaic AI in every measured month of the 12 months ending September 2026.
- Across the 12 months ending September 2026, Databricks Mosaic AI’s share of searches among MLOps platforms worldwide moved from 1.7% to 2.2%, and its estimated monthly branded searches moved from 7.9K to 6.7K.
- Across the 12 months ending September 2026, Weights & Biases’ share of searches among MLOps platforms worldwide moved from 16.9% to 16.6%, and its estimated monthly branded searches moved from 79.6K to 51.3K.
How did search popularity change for MLOps platforms worldwide in September 2026?
2 changes

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

Estimated monthly branded searches for Databricks Mosaic AI worldwide fell 15.2% over 12 measured months, from 7.9K to 6.7K in September 2026.
How are branded searches counted?
5 search terms
Brandwave collects information about searches that people make online using Databricks Mosaic AI’s and Weights & Biases’ 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.
Databricks Mosaic AI
2 branded search terms
- databricks mosaic ai
- mosaic ai
Weights & Biases
3 branded search terms
- wandb
- weights and biases
- weights biases
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

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