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Best Data Science Platforms

What 10 leading AI models recommend

Top Recommendations

#1

H2O.ai

Mentioned by
8/10
models
Average rank: 6.9
Gemini Fclaude-sonnet-4.5claude-opus-4.5+5 more
#2

Microsoft Azure Machine Learning

Mentioned by
7/10
models
Average rank: 3.1
Gemini Fclaude-sonnet-4.5claude-opus-4.5+4 more
#3

DataRobot

Mentioned by
7/10
models
Average rank: 4.7
Gemini Fclaude-sonnet-4.5gpt-4o-mini+4 more
#4

MLflow

Mentioned by
6/10
models
Average rank: 1.0
Gemini Fclaude-sonnet-4.5claude-opus-4.5+3 more
#5

Databricks

Mentioned by
6/10
models
Average rank: 1.0
Gemini Fclaude-sonnet-4.5claude-opus-4.5+3 more
#6

Amazon SageMaker

Mentioned by
6/10
models
Average rank: 2.7
Gemini FGemini Pclaude-sonnet-4.5+3 more

What Each AI Model Says

?

claude-opus-4.5

  1. 2AWS SageMaker+
  2. 3Microsoft Azure Machine Learning+
  3. 4Google Cloud Vertex AI+
  4. 6IBM Watson Studio+
  5. 7Palantir Foundry+
G

Gemini 2.5 Pro

  1. 1Amazon SageMaker+
  2. 2Azure Machine Learning+
  3. 3Vertex AI+
?

claude-sonnet-4.5

  1. 3Amazon SageMaker+
  2. 4Microsoft Azure Machine Learning+
  3. 5Google Cloud Vertex AI+
  4. 4Delta Lake+
  5. 5MLflow+
G

Gemini 2.5 Flash

  1. 2Amazon SageMaker+
  2. 3Google Cloud AI Platform+
  3. 4Microsoft Azure Machine Learning+
  4. 8TIBCO Data Science~
  5. 9SAS Viya~
?

glm-4.7

  1. 1Vertex AI+
  2. 2Azure Machine Learning+
  3. 3H2O-3+
  4. 4MLflow+
  5. 5Apache Spark+
?

gpt-5.1

  1. 1Delta Lake+
  2. 1Databricks Lakehouse Platform+
  3. 1Mosaic AI+
  4. 1MLflow+
  5. 2SageMaker Autopilot+
D

DeepSeek V3

  1. 2Microsoft Azure Machine Learning+
  2. 3Amazon SageMaker+
  3. 4Google Cloud Vertex AI+
  4. 8IBM Watson Studio+
  5. 10SAS Viya+
?

mistral-large-2512

  1. 4Amazon SageMaker+
  2. 5Microsoft Azure Machine Learning+
  3. 6Google Vertex AI+
  4. 8IBM Watson Studio~
  5. 5MLflow+
?

gpt-4o-mini

  1. 1Microsoft Azure Machine Learning+
  2. 2Google Cloud AI Platform+
  3. 3Amazon SageMaker+
  4. 4IBM Watson Studio+
  5. 5DataRobot+
?

llama-3.3-70b-instruct:free

  1. 1TensorFlow+
  2. 2Azure Machine Learning+
  3. 3IBM Watson Studio+
  4. 4DataRobot+
  5. 5H2O.ai Driverless AI+

Complete Rankings

RankProduct/CompanyModels MentioningAvg. RankMentioned By
1H2O.ai
8/10
6.9
Gemini Fclaude-sonnet-4.5claude-opus-4.5gpt-4o-minigpt-5.1mistral-large-2512DeepSeekglm-4.7
2Microsoft Azure Machine Learning
7/10
3.1
Gemini Fclaude-sonnet-4.5claude-opus-4.5gpt-4o-minigpt-5.1mistral-large-2512DeepSeek
3DataRobot
7/10
4.7
Gemini Fclaude-sonnet-4.5gpt-4o-minigpt-5.1llama-3.3-70b-instruct:freeDeepSeekglm-4.7
4MLflow
6/10
1.0
Gemini Fclaude-sonnet-4.5claude-opus-4.5gpt-5.1mistral-large-2512glm-4.7
5Databricks
6/10
1.0
Gemini Fclaude-sonnet-4.5claude-opus-4.5mistral-large-2512DeepSeekglm-4.7
6Amazon SageMaker
6/10
2.7
Gemini FGemini Pclaude-sonnet-4.5gpt-4o-minimistral-large-2512DeepSeek
7IBM Watson Studio
5/10
5.8
claude-opus-4.5gpt-4o-minillama-3.3-70b-instruct:freemistral-large-2512DeepSeek
8RapidMiner
5/10
8.4
claude-sonnet-4.5gpt-4o-minillama-3.3-70b-instruct:freemistral-large-2512DeepSeek
9AutoML
5/10
-
claude-sonnet-4.5gpt-4o-minillama-3.3-70b-instruct:freeDeepSeekglm-4.7
10Delta Lake
4/10
1.0
gpt-5.1Gemini Fclaude-sonnet-4.5claude-opus-4.5
11Google Cloud Vertex AI
4/10
4.3
claude-sonnet-4.5claude-opus-4.5gpt-5.1DeepSeek
12Dataiku
4/10
4.8
claude-sonnet-4.5claude-opus-4.5gpt-5.1mistral-large-2512
13Domino Data Lab
4/10
7.3
Gemini Fclaude-opus-4.5gpt-5.1mistral-large-2512
14Driverless AI
4/10
8.0
Gemini Fclaude-sonnet-4.5gpt-5.1mistral-large-2512
15Alteryx
4/10
8.3
Gemini Fclaude-sonnet-4.5mistral-large-2512DeepSeek
16Microsoft
3/10
1.7
Gemini Pgpt-4o-minillama-3.3-70b-instruct:free
17Azure Machine Learning
3/10
2.0
Gemini Pllama-3.3-70b-instruct:freeglm-4.7
18Vertex AI
3/10
3.0
Gemini FGemini Pglm-4.7
19Apache Spark
3/10
-
Gemini Fclaude-opus-4.5glm-4.7
20TensorFlow
2/10
1.0
gpt-4o-minillama-3.3-70b-instruct:free
21Google
2/10
1.5
gpt-4o-minillama-3.3-70b-instruct:free
22SageMaker Autopilot
2/10
2.0
Gemini Fgpt-5.1
23AWS
2/10
2.0
Gemini Pgpt-4o-mini
24AWS SageMaker
2/10
2.0
claude-opus-4.5gpt-5.1
25Google Cloud AI Platform
2/10
2.5
Gemini Fgpt-4o-mini
26Google Cloud
2/10
3.0
Gemini Pglm-4.7
27IBM
2/10
3.5
gpt-4o-minillama-3.3-70b-instruct:free
28SAS Viya
2/10
9.5
Gemini FDeepSeek
29H2O-3
2/10
-
claude-sonnet-4.5glm-4.7
30Lakehouse Architecture
2/10
-
Gemini Fglm-4.7
31SageMaker Studio
2/10
-
claude-sonnet-4.5claude-opus-4.5
32Low-code/no-code interface
2/10
-
mistral-large-2512DeepSeek
33Mosaic AI
1/10
1.0
gpt-5.1
34Databricks Lakehouse Platform
1/10
1.0
gpt-5.1
35Unified analytics + ML
1/10
1.0
gpt-5.1
36Amazon Web Services
1/10
2.0
glm-4.7
37Vertex AI Studio
1/10
4.0
gpt-5.1
38Microsoft Azure
1/10
4.0
glm-4.7
39H2O.ai Driverless AI
1/10
5.0
llama-3.3-70b-instruct:free
40SAS
1/10
6.0
llama-3.3-70b-instruct:free
41Google Vertex AI
1/10
6.0
mistral-large-2512
42Cortex
1/10
6.0
gpt-5.1
43SAS Visual Data Mining and Machine Learning
1/10
6.0
llama-3.3-70b-instruct:free
44Snowpark
1/10
6.0
gpt-5.1
45Streamlit
1/10
6.0
gpt-5.1
46Snowflake AI Data Cloud
1/10
6.0
gpt-5.1
47Palantir Foundry
1/10
7.0
claude-opus-4.5
48H2O
1/10
8.0
gpt-5.1
49Snowflake
1/10
8.0
claude-opus-4.5
50TIBCO Data Science
1/10
8.0
Gemini F
51DataScience
1/10
8.0
llama-3.3-70b-instruct:free
52KNIME
1/10
10.0
claude-sonnet-4.5
53Breadth of Services
1/10
-
Gemini P
54Scalability and flexibility
1/10
-
llama-3.3-70b-instruct:free
55Steep learning curve
1/10
-
llama-3.3-70b-instruct:free
56Lakehouse Platform
1/10
-
mistral-large-2512
57MLOps Focus
1/10
-
mistral-large-2512
58AWS Integration
1/10
-
mistral-large-2512
59AutoML & Responsible AI
1/10
-
mistral-large-2512
60Apache Spark integration
1/10
-
DeepSeek
61MLOps capabilities
1/10
-
DeepSeek
62Explainable AI (XAI)
1/10
-
DeepSeek
63SageMaker
1/10
-
glm-4.7
64SageMaker Canvas
1/10
-
glm-4.7
65Superior Data Integration
1/10
-
Gemini P
66State-of-the-Art AI/ML
1/10
-
Gemini P
67Smaller Enterprise Market Share
1/10
-
Gemini P
68MLOps
1/10
-
claude-sonnet-4.5
69Low-code
1/10
-
claude-sonnet-4.5
70Autopilot
1/10
-
claude-opus-4.5
71Designer
1/10
-
claude-opus-4.5
72BigQuery ML
1/10
-
claude-opus-4.5
73OpenScale
1/10
-
claude-opus-4.5
74Slightly Less Comprehensive than SageMaker
1/10
-
Gemini P
75Responsible AI Tooling
1/10
-
Gemini P
76Drag-and-Drop Designer
1/10
-
glm-4.7
77Snowpark ML
1/10
-
claude-opus-4.5
78H2O Driverless AI
1/10
-
claude-opus-4.5
79Complexity and "Sea of Services"
1/10
-
Gemini P

Query Posed to AI Models

"Platforms that provide a range of tools for data scientists to build, deploy, and manage machine learning models. Rank the leading vendors in the Data Science Platforms market. For each vendor, explain their key strengths and weaknesses, and which types of businesses they are best suited for."

Generated: January 2, 2026 at 05:53 AM