The Top 20 Generative AI Infrastructure Software

Check out this list of the top Generative AI Infrastructure Software products based on user satisfaction. A product's satisfaction score is calculated by a proprietary algorithm that factors in real-user satisfaction ratings from review data. Software buyers can compare products according to their satisfaction scores to streamline the buying process and quickly identify the best products based on the experiences of their peers.

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G2 Satisfaction Score

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Vertex AI

100

Overall Satisfaction Score

100

Top Industries of Reviewers:

Computer Software

34%

Information Technology and Services

33%

Consulting

18%

Financial Services

15%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.6

Meets Requirements

Average: 9.0

8.8

Ease of Doing Business With

Average: 6.0

8.9

Ease of Setup

Average: 9.1

8.7

Quality of Support

Average: 9.0

8.5

Ease of Admin

Average: 6.4

8.7

Saturn Cloud

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

47%

Information Technology and Services

23%

Research

20%

Design

10%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.4

Meets Requirements

Average: 9.0

9.1

Ease of Doing Business With

Average: 6.0

9.9

Ease of Setup

Average: 9.1

9.5

Quality of Support

Average: 9.0

9.3

Ease of Admin

Average: 6.4

9.8

Google Cloud AI Infrastructure

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

48%

Computer Software

33%

Leisure, Travel & Tourism

10%

Marketing and Advertising

10%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.1

Meets Requirements

Average: 9.0

9.1

Ease of Doing Business With

Average: 6.0

9.4

Ease of Setup

Average: 9.1

9.2

Quality of Support

Average: 9.0

8.7

Ease of Admin

Average: 6.4

9.2

Langchain

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

55%

Information Technology and Services

36%

Biotechnology

Computer & Network Security

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.1

Meets Requirements

Average: 9.0

9.5

Ease of Doing Business With

Average: 6.0

8.8

Ease of Setup

Average: 9.1

8.9

Quality of Support

Average: 9.0

8.9

Ease of Admin

Average: 6.4

8.6

Workato

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

55%

Computer Software

23%

Financial Services

14%

Non-Profit Organization Management

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.4

Meets Requirements

Average: 9.0

9.4

Ease of Doing Business With

Average: 6.0

9.4

Ease of Setup

Average: 9.1

9.2

Quality of Support

Average: 9.0

9.2

Ease of Admin

Average: 6.4

9.1

Voiceflow

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

46%

Computer Software

23%

Automotive

15%

Banking

15%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.3

Meets Requirements

Average: 9.0

9.0

Ease of Doing Business With

Average: 6.0

9.5

Ease of Setup

Average: 9.1

9.5

Quality of Support

Average: 9.0

8.8

Ease of Admin

Average: 6.4

9.5

Wirestock

Overall Satisfaction Score

Top Industries of Reviewers:

Photography

45%

Design

27%

Arts and Crafts

18%

Graphic Design

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.5

Meets Requirements

Average: 9.0

9.2

Ease of Doing Business With

Average: 6.0

0.0

Ease of Setup

Average: 9.1

9.3

Quality of Support

Average: 9.0

9.7

Ease of Admin

Average: 6.4

0.0

AWS Bedrock

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

48%

Computer Software

29%

Financial Services

14%

Hospital & Health Care

10%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.5

Meets Requirements

Average: 9.0

8.9

Ease of Doing Business With

Average: 6.0

8.7

Ease of Setup

Average: 9.1

8.8

Quality of Support

Average: 9.0

8.8

Ease of Admin

Average: 6.4

9.2

Botpress

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

50%

Computer Software

23%

Higher Education

15%

Consulting

12%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.8

Meets Requirements

Average: 9.0

8.6

Ease of Doing Business With

Average: 6.0

8.6

Ease of Setup

Average: 9.1

8.4

Quality of Support

Average: 9.0

7.7

Ease of Admin

Average: 6.4

8.3

#10

Aporia

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

50%

Information Technology and Services

30%

Facilities Services

10%

Financial Services

10%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.7

Meets Requirements

Average: 9.0

9.1

Ease of Doing Business With

Average: 6.0

10.0

Ease of Setup

Average: 9.1

9.6

Quality of Support

Average: 9.0

9.6

Ease of Admin

Average: 6.4

9.0

#11

Portkey

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

55%

Information Technology and Services

27%

Computer Games

E-Learning

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.6

Meets Requirements

Average: 9.0

9.6

Ease of Doing Business With

Average: 6.0

0.0

Ease of Setup

Average: 9.1

9.4

Quality of Support

Average: 9.0

9.5

Ease of Admin

Average: 6.4

9.7

#12

IBM watsonx.ai

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

36%

Computer Software

27%

Financial Services

18%

Computer & Network Security

18%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.3

Meets Requirements

Average: 9.0

8.7

Ease of Doing Business With

Average: 6.0

9.0

Ease of Setup

Average: 9.1

8.9

Quality of Support

Average: 9.0

9.0

Ease of Admin

Average: 6.4

9.2

#13

TrueFoundry

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

43%

Computer Software

36%

Entertainment

14%

Pharmaceuticals

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.7

Meets Requirements

Average: 9.0

9.0

Ease of Doing Business With

Average: 6.0

10.0

Ease of Setup

Average: 9.1

9.3

Quality of Support

Average: 9.0

9.3

Ease of Admin

Average: 6.4

9.3

#14

Carbon

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

82%

Computer Software

11%

Commercial Real Estate

Marketing and Advertising

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.4

Meets Requirements

Average: 9.0

9.3

Ease of Doing Business With

Average: 6.0

0.0

Ease of Setup

Average: 9.1

9.0

Quality of Support

Average: 9.0

9.4

Ease of Admin

Average: 6.4

0.0

#15

Elasticsearch

Overall Satisfaction Score

Top Industries of Reviewers:

Financial Services

31%

Information Technology and Services

31%

Computer Software

23%

Internet

15%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.6

Meets Requirements

Average: 9.0

9.0

Ease of Doing Business With

Average: 6.0

9.3

Ease of Setup

Average: 9.1

8.7

Quality of Support

Average: 9.0

8.9

Ease of Admin

Average: 6.4

8.7

#16

Dataiku

Overall Satisfaction Score

Top Industries of Reviewers:

Consulting

30%

Insurance

30%

Banking

20%

Computer & Network Security

20%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.6

Meets Requirements

Average: 9.0

8.4

Ease of Doing Business With

Average: 6.0

9.2

Ease of Setup

Average: 9.1

8.4

Quality of Support

Average: 9.0

8.0

Ease of Admin

Average: 6.4

8.9

#17

Lyzr.ai

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

50%

Information Technology and Services

30%

Financial Services

10%

Education Management

10%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.3

Meets Requirements

Average: 9.0

9.0

Ease of Doing Business With

Average: 6.0

0.0

Ease of Setup

Average: 9.1

9.3

Quality of Support

Average: 9.0

9.5

Ease of Admin

Average: 6.4

0.0

#18

Vectorize.io

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

63%

Education Management

13%

Higher Education

13%

Legal Services

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.5

Meets Requirements

Average: 9.0

8.7

Ease of Doing Business With

Average: 6.0

0.0

Ease of Setup

Average: 9.1

9.2

Quality of Support

Average: 9.0

9.8

Ease of Admin

Average: 6.4

0.0

#19

StackAI

Overall Satisfaction Score

Top Industries of Reviewers:

Higher Education

38%

Marketing and Advertising

25%

Education Management

25%

Venture Capital & Private Equity

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.3

Meets Requirements

Average: 9.0

8.9

Ease of Doing Business With

Average: 6.0

0.0

Ease of Setup

Average: 9.1

9.3

Quality of Support

Average: 9.0

9.5

Ease of Admin

Average: 6.4

0.0

#20

Nvidia AI Enterprise

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

56%

Computer Software

22%

Computer & Network Security

11%

Automotive

11%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.3

Meets Requirements

Average: 9.0

9.5

Ease of Doing Business With

Average: 6.0

0.0

Ease of Setup

Average: 9.1

9.0

Quality of Support

Average: 9.0

8.8

Ease of Admin

Average: 6.4

0.0