Business Intelligence Tools
Questions 6Top 5 of 85 brandsScore
Subcategory
Machine Learning Platforms
This index adds up the scores of 7 questions. 136 brands are ranked.
- Edition
- Nov 12, 2026
- Methodology
- v5.0
- Panel
- 6 AI surfaces
AI Visibility Ranking
Brands across every question in this category, ordered by GenRank score.
#BrandScore
- 1AWS SageMaker159.9
- 2Azure Machine Learning152.4
- 3Databricks Lakehouse135.7
- 4RunPod108.1
- 5Snowflake100.0
- 6Vertex AI98.4
- 7Lambda Labs83.5
- 8Labelbox82.7
- 9Hugging Face81.6
- 10Scikit-learn79.4
Show all 50
- 11Google BigQuery76.9
- 12CoreWeave73.4
- 13Google Colab72.7
- 14Databricks69.9
- 15KNIME Analytics Platform69.8
- 16Redshift66.1
- 17Google Cloud Platform63.6
- 18H2O.ai63.1
- 19Scale AI (product)60.2
- 20CVAT59.1
- 21Google Gemini API57.8
- 22SuperAnnotate54.9
- 23Roboflow54.7
- 24Label Studio (by Heartex)52.8
- 25AWS50.7
- 26Anthropic Claude API48.2
- 27OpenAI47.5
- 28Google Teachable Machine46.5
- 29Encord45.2
- 30TensorFlow44.4
- 31Vast.ai41.4
- 32Microsoft Fabric38.3
- 33PyTorch35.2
- 34DataRobot34.6
- 35OpenAI API33.5
- 36Mistral AI33.5
- 37Teradata32.7
- 38V7 (V7 Darwin)31.6
- 39Hyperstack31.4
- 40DeepSeek API31.3
- 41Kaggle29.5
- 42Anthropic28.4
- 43Weka28.0
- 44DeepSeek (product)28.0
- 45Groq27.5
- 46Azure Synapse Analytics27.5
- 47Replicate27.4
- 48RapidMiner25.8
- 49Together AI25.8
- 50Appen25.8
- 1AWS SageMaker159.9
- 2Azure Machine Learning152.4
- 3Databricks Lakehouse135.7
- 4RunPod108.1
- 5Snowflake100.0
- 6Vertex AI98.4
- 7Lambda Labs83.5
- 8Labelbox82.7
- 9Hugging Face81.6
- 10Scikit-learn79.4
- 11Google BigQuery76.9
- 12CoreWeave73.4
- 13Google Colab72.7
- 14Databricks69.9
- 15KNIME Analytics Platform69.8
- 16Redshift66.1
- 17Google Cloud Platform63.6
- 18H2O.ai63.1
- 19Scale AI (product)60.2
- 20CVAT59.1
- 21Google Gemini API57.8
- 22SuperAnnotate54.9
- 23Roboflow54.7
- 24Label Studio (by Heartex)52.8
- 25AWS50.7
- 26Anthropic Claude API48.2
- 27OpenAI47.5
- 28Google Teachable Machine46.5
- 29Encord45.2
- 30TensorFlow44.4
- 31Vast.ai41.4
- 32Microsoft Fabric38.3
- 33PyTorch35.2
- 34DataRobot34.6
- 35OpenAI API33.5
- 36Mistral AI33.5
- 37Teradata32.7
- 38V7 (V7 Darwin)31.6
- 39Hyperstack31.4
- 40DeepSeek API31.3
- 41Kaggle29.5
- 42Anthropic28.4
- 43Weka28.0
- 44DeepSeek (product)28.0
- 45Groq27.5
- 46Azure Synapse Analytics27.5
- 47Replicate27.4
- 48RapidMiner25.8
- 49Together AI25.8
- 50Appen25.8
Top 50 of 136
The GenRank score sums each brand’s question-level visibility inside this category. Higher means AI names the brand more often and earlier. It is not bounded, so compare brands within one category, not across categories. Methodology
The questions behind this index
7Each question with its top three brands by GenRank score and how many brands its answers named.
Rank trend
Rank trends are drawn once two weekly editions under the same methodology exist. Only the first edition is in so far.
Named by surface
Each cell: of the surface's 7 answers, how many named the brand. Darker means named more often.
- Window
- Oct 18, 2026 ~ Nov 8, 2026
| Brand |  Google AI Overviews |  ChatGPT |  Claude |  Gemini | Google AI Mode |  Microsoft Copilot |
|---|---|---|---|---|---|---|
| 1AWS SageMaker | 2 | 2 | 2 | 2 | 1 | 3 |
| 2Azure Machine Learning | 2 | 2 | 3 | 1 | 2 | 2 |
| 3Databricks Lakehouse | 2 | 2 | 2 | 2 | 2 | 3 |
| 4RunPod | 1 | 2 | 1 | 2 | 1 | 1 |
| 5Snowflake | 1 | 1 | 1 | 1 | 1 | 1 |
| 6Vertex AI | 0 | 2 | 2 | 2 | 1 | 4 |
| 7Lambda Labs | 1 | 1 | 2 | 2 | 1 | 1 |
| 8Labelbox | 1 | 1 | 1 | 1 | 1 | 1 |
| 9Hugging Face | 1 | 1 | 2 | 1 | 2 | 0 |
| 10Scikit-learn | 0 | 0 | 3 | 2 | 1 | 1 |
| 11Google BigQuery | 1 | 1 | 1 | 1 | 1 | 1 |
| 12CoreWeave | 1 | 1 | 1 | 1 | 1 | 1 |
| 13Google Colab | 0 | 1 | 1 | 3 | 1 | 0 |
| 14Databricks | 1 | 1 | 1 | 1 | 1 | 0 |
| 15KNIME Analytics Platform | 1 | 0 | 2 | 1 | 0 | 3 |
Named alongside
Brands named in the same answers in the last four weeks. Circle size: answers naming the brand. Line width: answers naming both.
- Answers naming the brand
- 3
- 6
- 20
- Answers naming both
- 1
- 16
- Answers naming the brand
- 3
- 6
- 20
- Answers naming both
- 1
- 16
| Brand | Answers naming the brand | Named alongside |
|---|---|---|
| AWS SageMaker | 20 | Azure Machine Learning (16), Vertex AI (15), Databricks (11) |
| Azure Machine Learning | 19 | AWS SageMaker (16), Vertex AI (14), Databricks (11) |
| Databricks Lakehouse | 13 | Snowflake (6), Redshift (6), AWS SageMaker (6) |
| RunPod | 11 | Lambda Labs (9), AWS (6), CoreWeave (6) |
| Snowflake | 7 | Redshift (6), Databricks Lakehouse (6), Google BigQuery (6) |
| Vertex AI | 17 | AWS SageMaker (15), Azure Machine Learning (14), Databricks (9) |
| Lambda Labs | 10 | RunPod (9), AWS (6), CoreWeave (6) |
| Labelbox | 6 | CVAT (6), Encord (5), SuperAnnotate (5) |
| Hugging Face | 11 | Vertex AI (7), AWS SageMaker (6), Azure Machine Learning (6) |
| Scikit-learn | 9 | Google Colab (6), AWS SageMaker (5), Azure Machine Learning (5) |
| Google BigQuery | 6 | Snowflake (6), Redshift (6), Databricks Lakehouse (6) |
| CoreWeave | 6 | RunPod (6), Lambda Labs (6), AWS (5) |
| Google Colab | 13 | AWS SageMaker (8), Azure Machine Learning (7), Scikit-learn (6) |
| Databricks | 11 | AWS SageMaker (11), Azure Machine Learning (11), Vertex AI (9) |
| KNIME Analytics Platform | 7 | AWS SageMaker (6), H2O.ai (5), Vertex AI (5) |
| Redshift | 6 | Snowflake (6), Databricks Lakehouse (6), Google BigQuery (6) |
| Google Cloud Platform | 7 | AWS (6), RunPod (6), Lambda Labs (6) |
| H2O.ai | 10 | AWS SageMaker (10), Azure Machine Learning (9), Vertex AI (8) |
| Scale AI (product) | 4 | CVAT (4), Label Studio (by Heartex) (4), Labelbox (4) |
| CVAT | 6 | Labelbox (6), Encord (5), SuperAnnotate (5) |
| Google Gemini API | 5 | Anthropic Claude API (3), Hugging Face (2), OpenAI (2) |
| SuperAnnotate | 5 | CVAT (5), Labelbox (5), Encord (4) |
| Roboflow | 5 | CVAT (5), Labelbox (5), Encord (4) |
| Label Studio (by Heartex) | 4 | CVAT (4), Scale AI (product) (4), Labelbox (4) |
| AWS | 6 | RunPod (6), Google Cloud Platform (6), Lambda Labs (6) |
| Anthropic Claude API | 3 | Google Gemini API (3), Hugging Face (1), OpenAI (1) |
| OpenAI | 4 | Google Gemini API (2), Anthropic Claude API (1), AWS (1) |
| Google Teachable Machine | 4 | Google Colab (4), Scikit-learn (3), KNIME Analytics Platform (1) |
| Encord | 5 | CVAT (5), Labelbox (5), SuperAnnotate (4) |
| TensorFlow | 6 | AWS SageMaker (5), Azure Machine Learning (4), Databricks (4) |
Most cited sources
Sites cited by the answers to this category's questions and its subcategories'. Counts are citing answers. All of this week's questions. Earlier ranks appear once two weekly runs of the same methodology exist.
| Rank | Source | Citing answers |
|---|---|---|
| 1 | youtube.com | 5 |
| 2 | worldmetrics.org | 5 |
| 3 | learn.g2.com | 4 |
| 4 | digitalocean.com | 4 |
| 5 | reddit.com | 4 |
| 6 | thectoclub.com | 4 |
| 7 | runpod.io | 4 |
| 8 | thirstysprout.com | 4 |
| 9 | encord.com | 4 |
| 10 | analyticsinsight.net | 3 |
Sources and brands
Which cited sources appear in the answers that name each brand, counted in answers.
| Cited sources | Brand | Answers naming the brand |
|---|---|---|
| runpod.io | RunPod | 6 |
| thectoclub.com | Azure Machine Learning | 4 |
| runpod.io | Lambda Labs | 4 |
| thectoclub.com | Vertex AI | 4 |
| learn.g2.com | Vertex AI | 4 |
| thirstysprout.com | AWS SageMaker | 4 |
| thectoclub.com | AWS SageMaker | 4 |
| worldmetrics.org | Vertex AI | 3 |
| aws.amazon.com | AWS SageMaker | 3 |
| cloud.google.com | AWS SageMaker | 3 |
| cloud.google.com | Azure Machine Learning | 3 |
| cloud.google.com | RunPod | 3 |
| cloud.google.com | Vertex AI | 3 |
| digitalocean.com | RunPod | 3 |
| digitalocean.com | Lambda Labs | 3 |
| learn.g2.com | AWS SageMaker | 3 |
| runpod.io | AWS SageMaker | 3 |
| runpod.io | Azure Machine Learning | 3 |
| runpod.io | Vertex AI | 3 |
| thectoclub.com | Databricks Lakehouse | 3 |
| thirstysprout.com | Databricks Lakehouse | 3 |
| thirstysprout.com | Azure Machine Learning | 3 |
| thirstysprout.com | Vertex AI | 3 |
| worldmetrics.org | Databricks Lakehouse | 3 |
| worldmetrics.org | Azure Machine Learning | 2 |
| thectoclub.com | Snowflake | 2 |
| aws.amazon.com | Vertex AI | 2 |
| aws.amazon.com | RunPod | 2 |
| worldmetrics.org | AWS SageMaker | 2 |
| learn.g2.com | Databricks Lakehouse | 2 |
| aws.amazon.com | Azure Machine Learning | 2 |
| learn.g2.com | Azure Machine Learning | 2 |
| digitalocean.com | AWS SageMaker | 2 |
| worldmetrics.org | Labelbox | 2 |
| digitalocean.com | Databricks Lakehouse | 1 |
| cloud.google.com | Lambda Labs | 1 |
| worldmetrics.org | Snowflake | 1 |
| learn.g2.com | Labelbox | 1 |
| aws.amazon.com | Databricks Lakehouse | 1 |
| cloud.google.com | Databricks Lakehouse | 1 |
| digitalocean.com | Vertex AI | 1 |
| digitalocean.com | Azure Machine Learning | 1 |
| runpod.io | Databricks Lakehouse | 1 |
Citations by source type
How many citations in this edition point at each kind of source.
Other indexes in Data & Analytics Software
The other indexes under the same parent, each with its top five brands.