Dataset size
The latest MLOps Platforms run found 19 recommended brands and 24 cited sources in AI answers.
MLOps Platforms
This weekly AI Brand Index shows how AI tools answer buyer questions in the MLOps Platforms 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
19
ranked across AI engines
Sources
Evidence base
24
domains cited in answers
Brand sites
Official share
30%
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 |
|---|---|
| Databricks | 1 |
| Amazon SageMaker | 2 |
| MLflow | 3 |
| Google Vertex AI | 4 |
| Weights & Biases | 5 |
Amazon SageMakerWhat AI tools say about MLOps Platforms
Movement
What changed this week?
Amazon SageMaker entered the index this week directly at position 2.
Sources
Which sources shape AI answers?
No single publisher dominates. The most cited sources are Gartner, Addepto and Guptadeepak, which means the citation field is open.
Engines
Do AI engines agree on the leader?
The engines disagree on the leader. ChatGPT and Gemini both name Databricks first and Google AI Mode and Perplexity both name MLflow first.
Citation-ready
Key facts from this AI Brand Index report
Current leader
Databricks ranks #1 for MLOps Platforms in the latest SupaIntent AI Brand Index run.
Top brands
Databricks, Amazon SageMaker, and MLflow lead MLOps Platforms across AI answers from ChatGPT, Google AI Mode, Gemini and Perplexity.
Brand sites
Gartner, Addepto, and Guptadeepak are the most cited brand sites in this category.
Weekly movement
Top 10 onlyEntered the index
New in the top 10
GitHub Actions#9
Biggest losses
Moved down this week
Domino Data Lab3 to #11
Unchanged at the top
Leader held position
Databricksstayed #1
Rank history
Weekly rank changes for the current top 10
| Rank | Brand | Previous | Current | Change | Best |
|---|---|---|---|---|---|
| #1 | #1 | #1 | 0 | #1 | |
| #2 | Amazon SageMaker | New | #2 | New | #2 |
| #3 | #4 | #3 | 1 | #1 | |
| #4 | #3 | #4 | 1 | #3 | |
| #5 | #5 | #5 | 0 | #2 | |
| #6 | #6 | #6 | 0 | #6 | |
| #7 | #9 | #7 | 2 | #3 | |
| #8 | #7 | #8 | 1 | #5 | |
| #9 | New | #9 | New | #9 | |
| #10 | #11 | #10 | 1 | #7 |
Current brand snapshot
19 brands
| # | Pos. | Brand |  ChatGPT |  Google AI Mode |  Gemini |  Perplexity | Seen in |
|---|---|---|---|---|---|---|---|
| 1 | 0 | #1 | #4 | #1 | - | | |
| 2 | New | #2 | #2 | #3 | - | | |
| 3 | +1 | #9 | #1 | - | #1 | | |
| 4 | -1 | #3 | #3 | #4 | - | | |
| 5 | 0 | - | #5 | #2 | #4 | | |
| 6 | 0 | - | #6 | #7 | #2 | | |
| 7 | +2 | #4 | - | #5 | #8 | | |
| 8 | -1 | #6 | #8 | #6 | - | | |
| 9 | New | - | - | - | #3 | | |
| 10 | +1 | #5 | #10 | - | - | | |
| 11 | -3 | #7 | #9 | - | - | | |
| 12 | New | - | - | - | #5 | | |
| 13 | New | - | - | - | #6 | | |
| 14 | New | - | - | #8 | - | | |
| 15 | -3 | #8 | - | - | - | | |
| 16 | New | - | - | - | #7 | | |
| 17 | New | - | - | #9 | - | | |
| 18 | New | - | - | #10 | - | | |
| 19 | 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 |
|---|---|
| Databricks | 1 |
| Amazon SageMaker | 2 |
| Google Vertex AI | 3 |
| Microsoft Azure Machine Learning | 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 | +3 | #4 | - | - | - | | |
| 5 | -1 | #5 | - | - | - | | |
| 6 | -1 | #6 | - | - | - | | |
| 7 | -1 | #7 | - | - | - | | |
| 8 | 0 | #8 | - | - | - | | |
| 9 | +1 | #9 | - | - | - | | |
| 10 | New | #10 | - | - | - | |
Current source snapshot
1 sources
| # | Source | Ment.Mentions | LLMs |
|---|---|---|---|
| 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 |
|---|---|
| MLflow | 1 |
| Amazon SageMaker | 2 |
| Google Vertex AI | 3 |
| Databricks | 4 |
| Weights & Biases | 5 |
Amazon SageMakerCurrent brand snapshot
10 brands
| # | Pos. | Brand | ChatGPT | Google AI Mode | Gemini | Perplexity | Seen in |
|---|---|---|---|---|---|---|---|
| 1 | 0 | - | #1 | - | - | | |
| 2 | +1 | - | #2 | - | - | | |
| 3 | New | - | #3 | - | - | | |
| 4 | +1 | - | #4 | - | - | | |
| 5 | -3 | - | #5 | - | - | | |
| 6 | 0 | - | #6 | - | - | | |
| 7 | New | - | #7 | - | - | | |
| 8 | 0 | - | #8 | - | - | | |
| 9 | -2 | - | #9 | - | - | | |
| 10 | New | - | #10 | - | - | |
Current source snapshot
4 sources
| # | Source | Ment.Mentions | LLMs |
|---|---|---|---|
| 1 | 3 | | |
| 2 | 3 | | |
| 3 | 2 | | |
| 4 | 2 | |
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 |
| Weights & Biases | 2 |
| Amazon SageMaker | 3 |
| Google Vertex AI | 4 |
| Azure Machine Learning | 5 |
Amazon SageMakerCurrent brand snapshot
10 brands
| # | Pos. | Brand | ChatGPT | Google AI Mode | Gemini | Perplexity | Seen in |
|---|---|---|---|---|---|---|---|
| 1 | 0 | - | - | #1 | - | | |
| 2 | +5 | - | - | #2 | - | | |
| 3 | -1 | - | - | #3 | - | | |
| 4 | New | - | - | #4 | - | | |
| 5 | -1 | - | - | #5 | - | | |
| 6 | -1 | - | - | #6 | - | | |
| 7 | +1 | - | - | #7 | - | | |
| 8 | New | - | - | #8 | - | | |
| 9 | New | - | - | #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 |
|---|---|
| MLflow | 1 |
| Kubeflow | 2 |
| GitHub Actions | 3 |
| Weights & Biases | 4 |
| DVC (Data Version Control) | 5 |
Current brand snapshot
8 brands
| # | Pos. | Brand | ChatGPT | Google AI Mode | Gemini | Perplexity | Seen in |
|---|---|---|---|---|---|---|---|
| 1 | +1 | - | - | - | #1 | | |
| 2 | +2 | - | - | - | #2 | | |
| 3 | New | - | - | - | #3 | | |
| 4 | -1 | - | - | - | #4 | | |
| 5 | New | - | - | - | #5 | | |
| 6 | New | - | - | - | #6 | | |
| 7 | New | - | - | - | #7 | | |
| 8 | New | - | - | - | #8 | |
Common AI search questions about MLOps Platforms
Q1
Who leads MLOps Platforms in AI answers?
Databricks is the most recommended MLOps platforms brand in the latest AI Brand Index run. The next highest-ranked brands are Amazon SageMaker and MLflow. The engines disagree on the leader. ChatGPT and Gemini both name Databricks first and Google AI Mode and Perplexity both name MLflow first.
Q2
Which cited sources are used for MLOps Platforms?
The most cited sources for MLOps platforms recommendations are Gartner, Addepto and Guptadeepak, out of 24 tracked sources. No single publisher dominates. The most cited sources are Gartner, Addepto and Guptadeepak, which means the citation field is open.
Q3
How fresh is this MLOps Platforms ranking?
The AI Brand Index updates every Sunday. In the latest run, Amazon SageMaker and GitHub Actions entered the top 10 and Domino Data Lab moved three or more positions in the MLOps platforms index.
How to cite this report
Cite the canonical SupaIntent report page when referencing this AI visibility ranking.
SupaIntent AI Brand Index: MLOps Platforms. https://supaintent.com/ai-brand-index/artificial-intelligence-mlops-platforms
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 MLOps Platforms, including 19 recommended brands and 24 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.