Dataset size
The latest Machine Learning Software run found 18 recommended brands and 27 cited sources in AI answers.
Machine Learning Software
This weekly AI Brand Index shows how AI tools answer buyer questions in the Machine Learning Software category. SupaIntent asks each LLM the same question: which brands are the most visible, significant, and recommended in that niche. Each system returns its own top. We track what brands are recommended, which cited sources are used and how positions move week to week. Use it to see the freshest AI visibility data for this category.
Updated 9 August 2026
Brands
Category coverage
18
ranked across AI engines
Sources
Evidence base
27
domains cited in answers
Brand sites
Official share
17%
from brand-owned domains
AI model filter
Position history
Position history chart for the top brands in this AI Brand Index category. Lower rank numbers mean stronger visibility.
| Brand | Latest rank |
|---|---|
| Google Vertex AI | 1 |
| Microsoft Azure AI | 2 |
| AWS SageMaker | 3 |
| Databricks | 4 |
| Dataiku | 5 |
AWS SageMakerWhat AI tools say about Machine Learning Software
Movement
What changed this week?
Google Vertex AI has held the top position, and the ranking below it moved little this week.
Sources
Which sources shape AI answers?
No single publisher dominates. The most cited sources are G2, G2 and Ciopages, which means the citation field is open.
Engines
Do AI engines agree on the leader?
The engines disagree on the leader. ChatGPT names Databricks, Google AI Mode and Gemini both name Google Vertex AI first, and Perplexity names TensorFlow, which does not appear in the top five of any other engine.
Citation-ready
Key facts from this AI Brand Index report
Current leader
Google Vertex AI ranks #1 for Machine Learning Software in the latest SupaIntent AI Brand Index run.
Top brands
Google Vertex AI, Microsoft Azure AI, and AWS SageMaker lead Machine Learning Software across AI answers from ChatGPT, Google AI Mode, Gemini and Perplexity.
Brand sites
G2, G2, and Ciopages are the most cited brand sites in this category.
Weekly movement
Top 10 onlyEntered the index
New in the top 10
PyTorch#7
TensorFlow#10
Biggest losses
Moved down this week
H2O.ai3 to #13
Unchanged at the top
Leader held position
Google Vertex AIstayed #1
Rank history
Weekly rank changes for the current top 10
| Rank | Brand | Previous | Current | Change | Best |
|---|---|---|---|---|---|
| #1 | #1 | #1 | 0 | #1 | |
| #2 | #2 | #2 | 0 | #2 | |
| #3 | AWS SageMaker | #3 | #3 | 0 | #1 |
| #4 | #4 | #4 | 0 | #1 | |
| #5 | #5 | #5 | 0 | #5 | |
| #6 | #8 | #6 | 2 | #6 | |
| #7 | New | #7 | New | #7 | |
| #8 | #6 | #8 | 2 | #4 | |
| #9 | #9 | #9 | 0 | #9 | |
| #10 | New | #10 | New | #10 |
Current brand snapshot
18 brands
| # | Pos. | Brand |  ChatGPT |  Google AI Mode |  Gemini |  Perplexity | Seen in |
|---|---|---|---|---|---|---|---|
| 1 | 0 | #3 | #1 | #1 | #5 | | |
| 2 | 0 | #4 | - | #2 | #6 | | |
| 3 | 0 | #2 | #2 | #6 | #7 | | |
| 4 | 0 | #1 | #4 | #7 | #9 | | |
| 5 | 0 | #7 | #5 | #3 | - | | |
| 6 | +2 | #9 | #9 | #4 | #8 | | |
| 7 | New | - | #7 | - | #2 | | |
| 8 | -2 | #5 | #6 | - | - | | |
| 9 | 0 | #8 | #10 | #5 | - | | |
| 10 | New | - | - | - | #1 | | |
| 11 | New | - | - | - | #3 | | |
| 12 | -1 | - | - | - | #4 | | |
| 13 | -3 | #6 | - | #10 | - | | |
| 14 | New | - | - | #8 | - | | |
| 15 | New | - | #8 | - | - | | |
| 16 | New | - | - | #9 | - | | |
| 17 | New | - | - | - | #10 | | |
| 18 | New | #10 | - | - | - | |
Current source snapshot
27 sources
| # | Source | Ment.Mentions | LLMs |
|---|---|---|---|
| 1 | 10 | | |
| 2 | 10 | | |
| 3 | 10 | | |
| 4 | 9 | | |
| 5 | 8 | | |
| 6 | 5 | | |
| 7 | AmazonOfficial | 2 | |
| 8 | GoogleOfficial | 2 | |
| 9 | 2 | | |
| 10 | 1 | | |
| 11 | MicrosoftOfficial | 1 | |
| 12 | DatabricksOfficial | 1 | |
| 13 | 1 | | |
| 14 | H2oOfficial | 1 | |
| 15 | HuggingfaceOfficial | 1 | |
| 16 | IbmOfficial | 1 | |
| 17 | 1 | | |
| 18 | KerasOfficial | 1 | |
| 19 | 1 | | |
| 20 | 1 | | |
| 21 | 1 | | |
| 22 | MathworksOfficial | 1 | |
| 23 | PytorchOfficial | 1 | |
| 24 | 1 | | |
| 25 | 1 | | |
| 26 | 1 | | |
| 27 | TensorflowOfficial | 1 | |
Position history
Position history chart for the top brands in this AI Brand Index category. Lower rank numbers mean stronger visibility.
| Brand | Latest rank |
|---|---|
| Databricks | 1 |
| Amazon SageMaker | 2 |
| Google Vertex AI | 3 |
| Microsoft Azure Machine Learning | 4 |
| DataRobot | 5 |
Amazon SageMakerCurrent brand snapshot
10 brands
| # | Pos. | Brand | ChatGPT | Google AI Mode | Gemini | Perplexity | Seen in |
|---|---|---|---|---|---|---|---|
| 1 | +1 | #1 | - | - | - | | |
| 2 | +2 | #2 | - | - | - | | |
| 3 | +2 | #3 | - | - | - | | |
| 4 | -1 | #4 | - | - | - | | |
| 5 | +1 | #5 | - | - | - | | |
| 6 | New | #6 | - | - | - | | |
| 7 | -6 | #7 | - | - | - | | |
| 8 | -1 | #8 | - | - | - | | |
| 9 | -1 | #9 | - | - | - | | |
| 10 | New | #10 | - | - | - | |
Position history
Position history chart for the top brands in this AI Brand Index category. Lower rank numbers mean stronger visibility.
| Brand | Latest rank |
|---|---|
| Google Vertex AI | 1 |
| Amazon SageMaker | 2 |
| Microsoft Azure Machine Learning | 3 |
| Databricks | 4 |
| Dataiku | 5 |
Amazon SageMakerCurrent brand snapshot
10 brands
| # | Pos. | Brand | ChatGPT | Google AI Mode | Gemini | Perplexity | Seen in |
|---|---|---|---|---|---|---|---|
| 1 | 0 | - | #1 | - | - | | |
| 2 | 0 | - | #2 | - | - | | |
| 3 | 0 | - | #3 | - | - | | |
| 4 | 0 | - | #4 | - | - | | |
| 5 | +1 | - | #5 | - | - | | |
| 6 | -1 | - | #6 | - | - | | |
| 7 | New | - | #7 | - | - | | |
| 8 | New | - | #8 | - | - | | |
| 9 | 0 | - | #9 | - | - | | |
| 10 | -2 | - | #10 | - | - | |
Current source snapshot
11 sources
| # | Source | Ment.Mentions | LLMs |
|---|---|---|---|
| 1 | 8 | | |
| 2 | 2 | | |
| 3 | 1 | | |
| 4 | 1 | | |
| 5 | 1 | | |
| 6 | 1 | | |
| 7 | 1 | | |
| 8 | 1 | | |
| 9 | 1 | | |
| 10 | 1 | | |
| 11 | 1 | |
Position history
Position history chart for the top brands in this AI Brand Index category. Lower rank numbers mean stronger visibility.
| Brand | Latest rank |
|---|---|
| Google Vertex AI | 1 |
| Microsoft Azure Machine Learning | 2 |
| Dataiku | 3 |
| IBM watsonx.ai | 4 |
| SAS Viya | 5 |
Amazon SageMakerCurrent brand snapshot
10 brands
| # | Pos. | Brand | ChatGPT | Google AI Mode | Gemini | Perplexity | Seen in |
|---|---|---|---|---|---|---|---|
| 1 | +1 | - | - | #1 | - | | |
| 2 | -1 | - | - | #2 | - | | |
| 3 | +1 | - | - | #3 | - | | |
| 4 | New | - | - | #4 | - | | |
| 5 | New | - | - | #5 | - | | |
| 6 | -3 | - | - | #6 | - | | |
| 7 | New | - | - | #7 | - | | |
| 8 | New | - | - | #8 | - | | |
| 9 | New | - | - | #9 | - | | |
| 10 | -1 | - | - | #10 | - | |
Position history
Position history chart for the top brands in this AI Brand Index category. Lower rank numbers mean stronger visibility.
| Brand | Latest rank |
|---|---|
| TensorFlow | 1 |
| PyTorch | 2 |
| Keras | 3 |
| Hugging Face | 4 |
| Google Cloud AI Platform | 5 |
AWS SageMakerCurrent brand snapshot
10 brands
| # | Pos. | Brand | ChatGPT | Google AI Mode | Gemini | Perplexity | Seen in |
|---|---|---|---|---|---|---|---|
| 1 | New | - | - | - | #1 | | |
| 2 | New | - | - | - | #2 | | |
| 3 | New | - | - | - | #3 | | |
| 4 | +1 | - | - | - | #4 | | |
| 5 | New | - | - | - | #5 | | |
| 6 | -3 | - | - | - | #6 | | |
| 7 | New | - | - | - | #7 | | |
| 8 | -1 | - | - | - | #8 | | |
| 9 | -3 | - | - | - | #9 | | |
| 10 | New | - | - | - | #10 | |
Current source snapshot
11 sources
| # | Source | Ment.Mentions | LLMs |
|---|---|---|---|
| 1 | 9 | | |
| 2 | GoogleOfficial | 2 | |
| 3 | AmazonOfficial | 1 | |
| 4 | MicrosoftOfficial | 1 | |
| 5 | DatabricksOfficial | 1 | |
| 6 | HuggingfaceOfficial | 1 | |
| 7 | IbmOfficial | 1 | |
| 8 | KerasOfficial | 1 | |
| 9 | MathworksOfficial | 1 | |
| 10 | PytorchOfficial | 1 | |
| 11 | TensorflowOfficial | 1 | |
Common AI search questions about Machine Learning Software
Q1
Who leads Machine Learning Software in AI answers?
Google Vertex AI is the most recommended machine learning software brand in the latest AI Brand Index run. The next highest-ranked brands are Microsoft Azure AI and AWS SageMaker. The engines disagree on the leader. ChatGPT names Databricks, Google AI Mode and Gemini both name Google Vertex AI first, and Perplexity names TensorFlow.
Q2
Which cited sources are used for Machine Learning Software?
The most cited sources for machine learning software recommendations are G2, G2 and Ciopages, out of 27 tracked sources. No single publisher dominates. The most cited sources are G2, G2 and Ciopages, which means the citation field is open.
Q3
How fresh is this Machine Learning Software ranking?
The AI Brand Index updates every Sunday. In the latest run, PyTorch and TensorFlow entered the top 10 and H2O.ai moved three or more positions in the machine learning software index.
How to cite this report
Cite the canonical SupaIntent report page when referencing this AI visibility ranking.
SupaIntent AI Brand Index: Machine Learning Software. https://supaintent.com/ai-brand-index/artificial-intelligence-machine-learning-software
Report data
Download the same ranking data used by the chart, tables and Dataset schema.
AI Brand Index methodology
Rankings use collected AI answers, cited sources, brand-site matching, and provider-level position history.
- SupaIntent measures buying-intent AI answers across ChatGPT, Google AI Mode, Gemini and Perplexity.
- This report uses the latest observed AI answers for Machine Learning Software, including 18 recommended brands and 27 cited sources.
- Brand sites are identified from official domains and subdomains, then separated from review, community and publisher sources.
- Weekly movement compares the latest rank with the previous collected position for each brand.
Reveal where AI sends your clients
Track prompt-level visibility across ChatGPT, Gemini, Perplexity, and Google AI search. See which competitors win the answer, which sources shape the response, and where your brand is missing.