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Best AI and Machine Learning Platforms

What 10 leading AI models recommend

Top Recommendations

#1

DataRobot

Mentioned by
10/10
models
Average rank: 6.1
Gemini FGemini Pclaude-sonnet-4.5+7 more
#2

H2O.ai

Mentioned by
9/10
models
Average rank: 6.9
Gemini FGemini Pclaude-sonnet-4.5+6 more
#3

Vertex AI

Mentioned by
7/10
models
Average rank: 2.1
Gemini FGemini Pclaude-sonnet-4.5+4 more
#4

Databricks

Mentioned by
7/10
models
Average rank: 5.0
Gemini FGemini Pclaude-opus-4.5+4 more
#5

IBM Watson Studio

Mentioned by
6/10
models
Average rank: 4.8
Gemini Fclaude-sonnet-4.5claude-opus-4.5+3 more
#6

AutoML

Mentioned by
5/10
models
Average rank: 1.0
claude-sonnet-4.5claude-opus-4.5gpt-4o-mini+2 more

What Each AI Model Says

?

glm-4.7

  1. 1Amazon SageMaker+
  2. 2Azure Machine Learning+
  3. 3Vertex AI+
  4. 4Databricks Lakehouse Platform+
  5. 4MLflow+
G

Gemini 2.5 Pro

  1. 1Amazon SageMaker+
  2. 2Azure Machine Learning+
  3. 3Vertex AI+
  4. 4Databricks Lakehouse Platform+
  5. 5Cortex AI+
?

claude-sonnet-4.5

  1. 1Google Cloud AI Platform+
  2. 1Vertex AI+
  3. 2Microsoft Azure Machine Learning+
  4. 3Amazon SageMaker+
  5. 4Databricks Lakehouse Platform+
?

gpt-5.1

  1. 1SageMaker+
  2. 1Amazon Bedrock+
  3. 2Azure AI Studio+
  4. 2Azure Machine Learning+
  5. 3Vertex AI+
?

gpt-4o-mini

  1. 1Google Cloud AI Platform+
  2. 1TensorFlow+
  3. 2Power BI+
  4. 2Microsoft Azure Machine Learning+
  5. 2Azure DevOps+
?

claude-opus-4.5

  1. 1SageMaker+
  2. 2Azure Machine Learning+
  3. 3Vertex AI+
  4. 5IBM Watson Studio+
  5. 7Driverless AI+
D

DeepSeek V3

  1. 1Google Cloud Vertex AI+
  2. 2Amazon SageMaker+
  3. 3Microsoft Azure Machine Learning+
  4. 4IBM Watson Studio+
  5. 5Databricks Lakehouse AI+
G

Gemini 2.5 Flash

  1. 1Vertex AI+
  2. 1Google Cloud AI Platform+
  3. 2SageMaker+
  4. 3Microsoft Azure Machine Learning+
  5. 4MLflow+
?

mistral-large-2512

  1. 1Vertex AI+
  2. 2Azure ML+
  3. 3SageMaker+
  4. 4Watsonx+
  5. 7Transformers+
?

llama-3.3-70b-instruct:free

  1. 1Google Cloud AI Platform+
  2. 2Amazon SageMaker+
  3. 3Microsoft Azure Machine Learning+
  4. 4IBM Watson Studio+
  5. 5H2O.ai Driverless AI+

Complete Rankings

RankProduct/CompanyModels MentioningAvg. RankMentioned By
1DataRobot
10/10
6.1
Gemini FGemini Pclaude-sonnet-4.5claude-opus-4.5gpt-4o-minigpt-5.1llama-3.3-70b-instruct:freemistral-large-2512DeepSeekglm-4.7
2H2O.ai
9/10
6.9
Gemini FGemini Pclaude-sonnet-4.5claude-opus-4.5gpt-4o-minigpt-5.1mistral-large-2512DeepSeekglm-4.7
3Vertex AI
7/10
2.1
Gemini FGemini Pclaude-sonnet-4.5claude-opus-4.5gpt-5.1mistral-large-2512glm-4.7
4Databricks
7/10
5.0
Gemini FGemini Pclaude-opus-4.5gpt-5.1llama-3.3-70b-instruct:freemistral-large-2512glm-4.7
5IBM Watson Studio
6/10
4.8
Gemini Fclaude-sonnet-4.5claude-opus-4.5gpt-4o-minillama-3.3-70b-instruct:freeDeepSeek
6AutoML
5/10
1.0
claude-sonnet-4.5claude-opus-4.5gpt-4o-minimistral-large-2512DeepSeek
7Amazon SageMaker
5/10
1.8
Gemini Pclaude-sonnet-4.5llama-3.3-70b-instruct:freeDeepSeekglm-4.7
8Microsoft Azure Machine Learning
5/10
2.6
Gemini Fclaude-sonnet-4.5gpt-4o-minillama-3.3-70b-instruct:freeDeepSeek
9Driverless AI
5/10
7.3
Gemini FGemini Pclaude-opus-4.5mistral-large-2512DeepSeek
10Google Cloud AI Platform
4/10
1.0
Gemini Fclaude-sonnet-4.5gpt-4o-minillama-3.3-70b-instruct:free
11Amazon Web Services
4/10
1.3
Gemini Fclaude-opus-4.5gpt-5.1glm-4.7
12SageMaker
4/10
1.8
Gemini Fclaude-opus-4.5gpt-5.1mistral-large-2512
13Azure Machine Learning
4/10
2.0
Gemini Pclaude-opus-4.5gpt-5.1glm-4.7
14Google Cloud
4/10
3.0
Gemini Pgpt-5.1llama-3.3-70b-instruct:freeglm-4.7
15Microsoft Azure
3/10
2.0
claude-opus-4.5gpt-5.1glm-4.7
16Databricks Lakehouse Platform
3/10
4.0
Gemini Pclaude-sonnet-4.5glm-4.7
17MLflow
3/10
4.0
Gemini FDeepSeekglm-4.7
18Snowflake
3/10
6.0
Gemini Pclaude-sonnet-4.5gpt-5.1
19H2O AI Cloud
3/10
7.0
Gemini Pgpt-5.1glm-4.7
20Amazon Bedrock
2/10
1.0
gpt-5.1mistral-large-2512
21Enterprise Integration
2/10
2.0
claude-sonnet-4.5glm-4.7
22Lakehouse Platform
2/10
4.0
Gemini Fgpt-5.1
23Snowpark
2/10
5.0
Gemini Pgpt-5.1
24DataRobot AI Platform
2/10
5.5
Gemini Pglm-4.7
25Hugging Face
2/10
7.0
claude-opus-4.5mistral-large-2512
26IBM
2/10
7.0
Gemini Pgpt-5.1
27Domino Data Lab
2/10
8.5
Gemini Fllama-3.3-70b-instruct:free
28Weights & Biases
2/10
9.0
Gemini Fclaude-opus-4.5
29Google Cloud AI & Machine Learning
1/10
1.0
mistral-large-2512
30Scalability
1/10
1.0
gpt-4o-mini
31Complexity
1/10
1.0
glm-4.7
32Ecosystem Integration
1/10
1.0
glm-4.7
33Breadth of Features
1/10
1.0
glm-4.7
34Amazon Web Services (AWS)
1/10
1.0
Gemini P
35Google Cloud Vertex AI
1/10
1.0
DeepSeek
36TensorFlow
1/10
1.0
gpt-4o-mini
37Power BI
1/10
2.0
gpt-4o-mini
38Microsoft
1/10
2.0
Gemini P
39User-Friendly Interface
1/10
2.0
gpt-4o-mini
40Azure DevOps
1/10
2.0
gpt-4o-mini
41Azure AI Studio
1/10
2.0
gpt-5.1
42Microsoft Azure AI & Machine Learning
1/10
2.0
mistral-large-2512
43Azure ML
1/10
2.0
mistral-large-2512
44Hybrid Cloud Support
1/10
2.0
glm-4.7
45Google Cloud Platform
1/10
3.0
claude-opus-4.5
46Amazon Web Services (AWS) SageMaker
1/10
3.0
gpt-4o-mini
47Cutting-Edge AI
1/10
3.0
glm-4.7
48Amazon Web Services (AWS) AI & ML
1/10
3.0
mistral-large-2512
49Flexibility
1/10
3.0
gpt-4o-mini
50Watsonx
1/10
4.0
mistral-large-2512
51IBM Watson & Watsonx
1/10
4.0
mistral-large-2512
52Pre-built Models
1/10
4.0
gpt-4o-mini
53Lakehouse AI
1/10
5.0
mistral-large-2512
54Cortex AI
1/10
5.0
Gemini P
55Databricks Lakehouse AI
1/10
5.0
DeepSeek
56AutoML Excellence
1/10
5.0
glm-4.7
57Automated Machine Learning (AutoML)
1/10
5.0
gpt-4o-mini
58Snowflake Cortex
1/10
5.0
gpt-5.1
59H2O.ai Driverless AI
1/10
5.0
llama-3.3-70b-instruct:free
60Dataiku
1/10
6.0
claude-opus-4.5
61Open Source
1/10
6.0
gpt-4o-mini
62watsonx Platform
1/10
6.0
gpt-5.1
63SAS Visual Data Mining and Machine Learning
1/10
7.0
llama-3.3-70b-instruct:free
64Enterprise AI Platform
1/10
7.0
gpt-5.1
65Transformers
1/10
7.0
mistral-large-2512
66RapidMiner
1/10
8.0
llama-3.3-70b-instruct:free
67watsonx
1/10
8.0
Gemini P
68H2O Driverless AI
1/10
8.0
gpt-5.1
69Snowpark ML
1/10
8.0
claude-sonnet-4.5
70SAS Viya
1/10
8.0
DeepSeek
71NVIDIA AI Enterprise
1/10
8.0
mistral-large-2512
72SAS
1/10
9.0
gpt-5.1
73Viya AI & Analytics Platform
1/10
9.0
gpt-5.1
74Palantir Foundry
1/10
9.0
claude-opus-4.5
75Oracle
1/10
10.0
gpt-5.1
76C3 AI
1/10
10.0
mistral-large-2512
77OCI Data Science & AI
1/10
10.0
gpt-5.1
78Alteryx
1/10
10.0
claude-opus-4.5
79AutoAI
1/10
-
DeepSeek
80AutoML Capabilities
1/10
-
Gemini F
81TensorFlow Integration
1/10
-
Gemini F
82Responsible AI Tools
1/10
-
Gemini F
83Hybrid Cloud Capabilities
1/10
-
Gemini F
84Comprehensive Feature Set
1/10
-
claude-sonnet-4.5
85Unified Analytics Platform
1/10
-
claude-sonnet-4.5
86Industry-leading AutoML
1/10
-
claude-sonnet-4.5
87Open-Source Foundation
1/10
-
claude-sonnet-4.5
88Industry-Specific Solutions
1/10
-
claude-sonnet-4.5
89Seamless Integration
1/10
-
claude-sonnet-4.5
90MLOps
1/10
-
claude-opus-4.5
91automated machine learning
1/10
-
llama-3.3-70b-instruct:free
92AWS
1/10
-
llama-3.3-70b-instruct:free
93Azure
1/10
-
llama-3.3-70b-instruct:free
94Apache Spark
1/10
-
llama-3.3-70b-instruct:free
95Generative AI
1/10
-
mistral-large-2512
96Complex pricing
1/10
-
mistral-large-2512
97Azure OpenAI Service
1/10
-
mistral-large-2512
98Vertex AI Model Garden
1/10
-
DeepSeek
99SageMaker Studio
1/10
-
DeepSeek
100Azure Pipelines
1/10
-
DeepSeek

Query Posed to AI Models

"Platforms that provide tools and services for building, deploying, and managing AI and machine learning models across various use cases. Rank the leading vendors in the AI and Machine Learning 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 05:20 AM