Best Software for 2025 is now live!

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.

Filters

Collapse AllExpand All

G2 Satisfaction Score

Compare

Vertex AI

100

Overall Satisfaction Score

100

Top Industries of Reviewers:

Information Technology and Services

32%

Computer Software

32%

Consulting

21%

Financial Services

16%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.6

Meets Requirements

Average: 9.1

8.6

Ease of Doing Business With

Average: 4.5

8.5

Ease of Setup

Average: 8.6

8.6

Quality of Support

Average: 9.0

8.4

Ease of Admin

Average: 4.1

8.3

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: 9.1

10.0

Meets Requirements

Average: 9.1

9.1

Ease of Doing Business With

Average: 4.5

10.0

Ease of Setup

Average: 8.6

10.0

Quality of Support

Average: 9.0

9.8

Ease of Admin

Average: 4.1

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: 9.1

9.2

Meets Requirements

Average: 9.1

9.3

Ease of Doing Business With

Average: 4.5

10.0

Ease of Setup

Average: 8.6

9.6

Quality of Support

Average: 9.0

9.9

Ease of Admin

Average: 4.1

9.3

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: 9.1

9.4

Meets Requirements

Average: 9.1

9.1

Ease of Doing Business With

Average: 4.5

9.2

Ease of Setup

Average: 8.6

8.9

Quality of Support

Average: 9.0

9.3

Ease of Admin

Average: 4.1

9.2

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: 9.1

9.5

Meets Requirements

Average: 9.1

8.9

Ease of Doing Business With

Average: 4.5

9.0

Ease of Setup

Average: 8.6

9.5

Quality of Support

Average: 9.0

9.1

Ease of Admin

Average: 4.1

9.3

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: 9.1

9.4

Meets Requirements

Average: 9.1

9.3

Ease of Doing Business With

Average: 4.5

0.0

Ease of Setup

Average: 8.6

8.9

Quality of Support

Average: 9.0

9.3

Ease of Admin

Average: 4.1

0.0

Portkey

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

50%

Information Technology and Services

25%

Computer Games

13%

E-Learning

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.7

Meets Requirements

Average: 9.1

9.6

Ease of Doing Business With

Average: 4.5

0.0

Ease of Setup

Average: 8.6

9.4

Quality of Support

Average: 9.0

9.7

Ease of Admin

Average: 4.1

0.0

Botpress

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

44%

Computer Software

25%

Higher Education

19%

Consulting

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.2

Meets Requirements

Average: 9.1

9.1

Ease of Doing Business With

Average: 4.5

8.8

Ease of Setup

Average: 8.6

8.8

Quality of Support

Average: 9.0

8.0

Ease of Admin

Average: 4.1

8.8

Saturn Cloud

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

46%

Research

21%

Information Technology and Services

21%

Graphic Design

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.3

Meets Requirements

Average: 9.1

9.2

Ease of Doing Business With

Average: 4.5

0.0

Ease of Setup

Average: 8.6

9.2

Quality of Support

Average: 9.0

9.1

Ease of Admin

Average: 4.1

0.0

#10

AWS Bedrock

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

53%

Computer Software

24%

Information Services

12%

Hospital & Health Care

12%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.6

Meets Requirements

Average: 9.1

8.9

Ease of Doing Business With

Average: 4.5

8.8

Ease of Setup

Average: 8.6

8.7

Quality of Support

Average: 9.0

8.8

Ease of Admin

Average: 4.1

8.9

#11

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: 9.1

8.0

Meets Requirements

Average: 9.1

9.3

Ease of Doing Business With

Average: 4.5

8.6

Ease of Setup

Average: 8.6

9.1

Quality of Support

Average: 9.0

9.2

Ease of Admin

Average: 4.1

9.9

#12

Tune AI

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

46%

Computer Software

31%

Accounting

15%

Biotechnology

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.2

Meets Requirements

Average: 9.1

8.8

Ease of Doing Business With

Average: 4.5

0.0

Ease of Setup

Average: 8.6

10.0

Quality of Support

Average: 9.0

9.1

Ease of Admin

Average: 4.1

0.0

#13

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: 9.1

8.9

Meets Requirements

Average: 9.1

9.1

Ease of Doing Business With

Average: 4.5

8.3

Ease of Setup

Average: 8.6

8.0

Quality of Support

Average: 9.0

9.0

Ease of Admin

Average: 4.1

8.1

#14

Altair AI Studio

Overall Satisfaction Score

Top Industries of Reviewers:

Education Management

41%

Higher Education

35%

Banking

12%

Marketing and Advertising

12%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.3

Meets Requirements

Average: 9.1

9.1

Ease of Doing Business With

Average: 4.5

8.6

Ease of Setup

Average: 8.6

8.9

Quality of Support

Average: 9.0

9.1

Ease of Admin

Average: 4.1

0.0

#15

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: 9.1

9.2

Meets Requirements

Average: 9.1

9.4

Ease of Doing Business With

Average: 4.5

0.0

Ease of Setup

Average: 8.6

8.9

Quality of Support

Average: 9.0

8.6

Ease of Admin

Average: 4.1

0.0

#16

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: 9.1

9.6

Meets Requirements

Average: 9.1

9.0

Ease of Doing Business With

Average: 4.5

0.0

Ease of Setup

Average: 8.6

0.0

Quality of Support

Average: 9.0

8.7

Ease of Admin

Average: 4.1

0.0

#17

Dify.AI

Overall Satisfaction Score

Top Industries of Reviewers:

Information Services

36%

Information Technology and Services

27%

Computer Software

27%

Consumer Services

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.8

Meets Requirements

Average: 9.1

9.2

Ease of Doing Business With

Average: 4.5

0.0

Ease of Setup

Average: 8.6

9.0

Quality of Support

Average: 9.0

8.7

Ease of Admin

Average: 4.1

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: 9.1

8.9

Meets Requirements

Average: 9.1

9.1

Ease of Doing Business With

Average: 4.5

0.0

Ease of Setup

Average: 8.6

9.2

Quality of Support

Average: 9.0

9.0

Ease of Admin

Average: 4.1

0.0

#19

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: 9.1

8.9

Meets Requirements

Average: 9.1

8.8

Ease of Doing Business With

Average: 4.5

0.0

Ease of Setup

Average: 8.6

8.9

Quality of Support

Average: 9.0

8.9

Ease of Admin

Average: 4.1

0.0

#20

Textual.ai

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

43%

Information Services

29%

Information Technology and Services

14%

Law Enforcement

14%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.4

Meets Requirements

Average: 9.1

8.3

Ease of Doing Business With

Average: 4.5

0.0

Ease of Setup

Average: 8.6

8.0

Quality of Support

Average: 9.0

8.3

Ease of Admin

Average: 4.1

0.0