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Best Data Science Platforms

What 10 leading AI models recommend

Top Companies

#1

Microsoft

Mentioned by
10/10
models
Average rank: 2.9
Gemini FGemini PClaude S4.5+7 more
#2

Google

Mentioned by
10/10
models
Average rank: 3.6
Gemini FClaude S4.5claude-opus-4.5+7 more
#3

Amazon

Mentioned by
9/10
models
Average rank: 2.4
Gemini FClaude S4.5claude-opus-4.5+6 more
#4

H2O.ai

Mentioned by
8/10
models
Average rank: 6.8
Gemini FClaude S4.5GPT-4o-mini+5 more
#5

Databricks

Mentioned by
6/10
models
Average rank: 1.0
Gemini FClaude S4.5claude-opus-4.5+3 more
#6

IBM

Mentioned by
5/10
models
Average rank: 6.2
claude-opus-4.5GPT-4o-miniLlama 3.3+2 more

What Each AI Model Says

Claude Opus 4.5

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

Gemini 2.5 Pro

  1. 1Amazon SageMaker(Amazon)+
  2. 2Azure Machine Learning(Microsoft)+
  3. 3Vertex AI(Google)+

Claude Sonnet 4.5

  1. 3Amazon SageMaker(Amazon)+
  2. 4Microsoft Azure Machine Learning(Microsoft)+
  3. 5Google Cloud Vertex AI(Google)+
  4. 4Delta Lake(Databricks)+
  5. 5SageMaker Studio(Amazon)+

Gemini 2.5 Flash

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

GLM 4.7

  1. 1MLflow(Databricks)+
  2. 2SageMaker Canvas(Amazon)+
  3. 3Apache Spark(Apache Software Foundation)+
  4. 4SageMaker(Amazon)+
  5. 5Azure Machine Learning(Microsoft)+

GPT-5.1

  1. 1MLflow(Databricks)+
  2. 1Delta Lake(Databricks)+
  3. 1Mosaic AI(Databricks)+
  4. 1Databricks Lakehouse Platform(Databricks)+
  5. 2AWS SageMaker(Amazon)+
DeepSeek

DeepSeek V3

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

Mistral Large 3

  1. 4Amazon SageMaker(Amazon)+
  2. 5Microsoft Azure Machine Learning(Microsoft)+
  3. 6Google Vertex AI(Google)+
  4. 8IBM Watson Studio(IBM)~
  5. 5Driverless AI(H2O.ai)+

GPT-4o-mini

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

Llama 3.3 70B

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

Complete Rankings

RankCompanyModels MentioningAvg. RankMentioned By
1Microsoft
10/10
2.9
Gemini FGemini PClaude S4.5GPT-4o-miniclaude-opus-4.5Llama 3.3DeepSeekGLM 4.7GPT-5.1Mistral L3
2Google
10/10
3.6
Gemini FClaude S4.5claude-opus-4.5GPT-4o-miniGPT-5.1Llama 3.3DeepSeekMistral L3Gemini PGLM 4.7
3Amazon
9/10
2.4
Gemini FClaude S4.5claude-opus-4.5GPT-4o-miniGPT-5.1DeepSeekMistral L3GLM 4.7Gemini P
4H2O.ai
8/10
6.8
Gemini FClaude S4.5GPT-4o-miniclaude-opus-4.5GPT-5.1Llama 3.3Mistral L3GLM 4.7
5Databricks
6/10
1.0
Gemini FClaude S4.5claude-opus-4.5GPT-5.1Mistral L3GLM 4.7
6IBM
5/10
6.2
claude-opus-4.5GPT-4o-miniLlama 3.3DeepSeekMistral L3
7DataRobot
3/10
5.3
GPT-4o-miniGPT-5.1Llama 3.3
8SAS Institute
3/10
8.3
Gemini FLlama 3.3DeepSeek
9Apache Software Foundation
3/10
-
claude-opus-4.5GLM 4.7Gemini F
10Snowflake
2/10
6.0
claude-opus-4.5GPT-5.1
11Altair Engineering
2/10
7.0
Llama 3.3GPT-4o-mini
12Dataiku
1/10
5.0
GPT-5.1
13Palo Alto Networks
1/10
6.0
GPT-5.1
14Palantir Technologies
1/10
7.0
claude-opus-4.5
15TIBCO Software
1/10
8.0
Gemini F
16Tesla
1/10
-
claude-opus-4.5
17Domino Data Lab
1/10
9.0
GPT-5.1

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