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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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Vertex AI

100

Overall Satisfaction Score

100

Top Industries of Reviewers:

Information Technology and Services

34%

Computer Software

31%

Consulting

19%

Financial Services

15%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.7

Meets Requirements

Average: 9.0

8.7

Ease of Doing Business With

Average: 5.0

8.7

Ease of Setup

Average: 8.6

8.7

Quality of Support

Average: 9.0

8.5

Ease of Admin

Average: 5.9

8.6

Aporia

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

50%

Information Technology and Services

25%

Facilities Services

13%

Financial Services

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

10.0

Meets Requirements

Average: 9.0

9.1

Ease of Doing Business With

Average: 5.0

10.0

Ease of Setup

Average: 8.6

10.0

Quality of Support

Average: 9.0

9.8

Ease of Admin

Average: 5.9

9.4

TrueFoundry

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

43%

Computer Software

36%

Entertainment

14%

Computer Games

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.2

Meets Requirements

Average: 9.0

9.2

Ease of Doing Business With

Average: 5.0

10.0

Ease of Setup

Average: 8.6

9.6

Quality of Support

Average: 9.0

9.8

Ease of Admin

Average: 5.9

9.3

Portkey

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

56%

Information Technology and Services

22%

Computer Games

11%

E-Learning

11%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.6

Meets Requirements

Average: 9.0

9.7

Ease of Doing Business With

Average: 5.0

0.0

Ease of Setup

Average: 8.6

9.3

Quality of Support

Average: 9.0

9.7

Ease of Admin

Average: 5.9

9.7

Google Cloud AI Infrastructure

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

44%

Information Technology and Services

33%

Construction

11%

Human Resources

11%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.4

Meets Requirements

Average: 9.0

9.1

Ease of Doing Business With

Average: 5.0

9.2

Ease of Setup

Average: 8.6

8.9

Quality of Support

Average: 9.0

9.3

Ease of Admin

Average: 5.9

9.2

Zoom Workplace

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

38%

Computer Software

33%

Financial Services

15%

Music

14%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.2

Meets Requirements

Average: 9.0

9.0

Ease of Doing Business With

Average: 5.0

8.6

Ease of Setup

Average: 8.6

9.2

Quality of Support

Average: 9.0

8.7

Ease of Admin

Average: 5.9

8.9

Saturn Cloud

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

42%

Information Technology and Services

27%

Research

19%

Graphic Design

12%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.4

Meets Requirements

Average: 9.0

9.2

Ease of Doing Business With

Average: 5.0

0.0

Ease of Setup

Average: 8.6

9.5

Quality of Support

Average: 9.0

9.3

Ease of Admin

Average: 5.9

0.0

Carbon

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

85%

Computer Software

Commercial Real Estate

Marketing and Advertising

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.4

Meets Requirements

Average: 9.0

9.3

Ease of Doing Business With

Average: 5.0

0.0

Ease of Setup

Average: 8.6

8.9

Quality of Support

Average: 9.0

9.3

Ease of Admin

Average: 5.9

0.0

Voiceflow

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

33%

Automotive

22%

Banking

22%

Information Technology and Services

22%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.3

Meets Requirements

Average: 9.0

8.8

Ease of Doing Business With

Average: 5.0

9.0

Ease of Setup

Average: 8.6

9.3

Quality of Support

Average: 9.0

8.8

Ease of Admin

Average: 5.9

9.3

#10

Botpress

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

45%

Computer Software

25%

Higher Education

20%

Food & Beverages

10%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.0

Meets Requirements

Average: 9.0

8.9

Ease of Doing Business With

Average: 5.0

8.6

Ease of Setup

Average: 8.6

8.7

Quality of Support

Average: 9.0

7.9

Ease of Admin

Average: 5.9

8.6

#11

IBM watsonx.ai

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

33%

Computer & Network Security

33%

Computer Software

17%

Mechanical or Industrial Engineering

17%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.4

Meets Requirements

Average: 9.0

8.4

Ease of Doing Business With

Average: 5.0

9.1

Ease of Setup

Average: 8.6

8.9

Quality of Support

Average: 9.0

8.8

Ease of Admin

Average: 5.9

9.1

#12

AWS Bedrock

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

50%

Computer Software

28%

Hospital & Health Care

11%

Financial Services

11%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.6

Meets Requirements

Average: 9.0

8.8

Ease of Doing Business With

Average: 5.0

8.8

Ease of Setup

Average: 8.6

8.8

Quality of Support

Average: 9.0

8.7

Ease of Admin

Average: 5.9

9.0

#13

Dataiku

Overall Satisfaction Score

Top Industries of Reviewers:

Insurance

33%

Consulting

33%

Oil & Energy

22%

Biotechnology

11%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.0

Meets Requirements

Average: 9.0

8.7

Ease of Doing Business With

Average: 5.0

9.5

Ease of Setup

Average: 8.6

8.6

Quality of Support

Average: 9.0

8.4

Ease of Admin

Average: 5.9

8.8

#14

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: 9.2

9.5

Meets Requirements

Average: 9.0

8.7

Ease of Doing Business With

Average: 5.0

0.0

Ease of Setup

Average: 8.6

9.2

Quality of Support

Average: 9.0

9.9

Ease of Admin

Average: 5.9

0.0

#15

Clarifai

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

50%

Computer & Network Security

17%

Higher Education

17%

Information Technology and Services

17%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.8

Meets Requirements

Average: 9.0

9.1

Ease of Doing Business With

Average: 5.0

8.3

Ease of Setup

Average: 8.6

7.8

Quality of Support

Average: 9.0

9.0

Ease of Admin

Average: 5.9

8.0

#16

Nvidia AI Enterprise

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

63%

Computer Software

13%

Computer & Network Security

13%

Automotive

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.2

Meets Requirements

Average: 9.0

9.4

Ease of Doing Business With

Average: 5.0

0.0

Ease of Setup

Average: 8.6

8.9

Quality of Support

Average: 9.0

8.6

Ease of Admin

Average: 5.9

0.0

#17

ImageChat

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

50%

Information Technology and Services

30%

Education Management

10%

Food & Beverages

10%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.7

Meets Requirements

Average: 9.0

9.0

Ease of Doing Business With

Average: 5.0

0.0

Ease of Setup

Average: 8.6

0.0

Quality of Support

Average: 9.0

8.6

Ease of Admin

Average: 5.9

0.0

#18

illumex

Overall Satisfaction Score

Top Industries of Reviewers:

Information Services

50%

Consulting

25%

Civil Engineering

13%

Computer & Network Security

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.9

Meets Requirements

Average: 9.0

9.1

Ease of Doing Business With

Average: 5.0

0.0

Ease of Setup

Average: 8.6

9.2

Quality of Support

Average: 9.0

9.0

Ease of Admin

Average: 5.9

0.0

#19

Azure Machine Learning

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

50%

Education Management

25%

Food & Beverages

13%

Logistics and Supply Chain

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

7.9

Meets Requirements

Average: 9.0

9.4

Ease of Doing Business With

Average: 5.0

0.0

Ease of Setup

Average: 8.6

9.1

Quality of Support

Average: 9.0

9.3

Ease of Admin

Average: 5.9

9.9

#20

Promptly

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

50%

Marketing and Advertising

25%

Computer Software

13%

Financial Services

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.9

Meets Requirements

Average: 9.0

8.8

Ease of Doing Business With

Average: 5.0

0.0

Ease of Setup

Average: 8.6

8.9

Quality of Support

Average: 9.0

8.9

Ease of Admin

Average: 5.9

0.0