Introducing G2.ai, the future of software buying.Try now

Best Generative AI Infrastructure Software for Medium-Sized Businesses

Blue Bowen
BB
Researched and written by Blue Bowen

Products classified in the overall Generative AI Infrastructure category are similar in many regards and help companies of all sizes solve their business problems. However, medium-sized business features, pricing, setup, and installation differ from businesses of other sizes, which is why we match buyers to the right Medium-Sized Business Generative AI Infrastructure to fit their needs. Compare product ratings based on reviews from enterprise users or connect with one of G2's buying advisors to find the right solutions within the Medium-Sized Business Generative AI Infrastructure category.

In addition to qualifying for inclusion in the Generative AI Infrastructure Software category, to qualify for inclusion in the Medium-Sized Business Generative AI Infrastructure Software category, a product must have at least 10 reviews left by a reviewer from a medium-sized business.

Show More
Show Less

G2 takes pride in showing unbiased reviews on user satisfaction in our ratings and reports. We do not allow paid placements in any of our ratings, rankings, or reports. Learn about our scoring methodologies.

Coming Soon
Get Trending Generative AI Infrastructure Products in Your Inbox

A weekly snapshot of rising stars, new launches, and what everyone's buzzing about.

Sample Trending Products Newsletter
1 filter applied
Clear All
7 Listings in Generative AI Infrastructure Available
(591)4.3 out of 5
1st Easiest To Use in Generative AI Infrastructure software
View top Consulting Services for Vertex AI
Save to My Lists
Entry Level Price:Pay As You Go
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Build, deploy, and scale machine learning (ML) models faster, with fully managed ML tools for any use case. Through Vertex AI Workbench, Vertex AI is natively integrated with BigQuery, Dataproc, a

    Users
    • Software Engineer
    • Data Scientist
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 41% Small-Business
    • 33% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Vertex AI Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    182
    Model Variety
    132
    Features
    127
    Machine Learning
    125
    Integrations
    100
    Cons
    Expensive
    81
    Learning Curve
    58
    Complexity
    56
    Complexity Issues
    52
    Steep Learning Curve
    39
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Google
    Company Website
    Year Founded
    1998
    HQ Location
    Mountain View, CA
    Twitter
    @google
    31,524,859 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    325,307 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Build, deploy, and scale machine learning (ML) models faster, with fully managed ML tools for any use case. Through Vertex AI Workbench, Vertex AI is natively integrated with BigQuery, Dataproc, a

Users
  • Software Engineer
  • Data Scientist
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 41% Small-Business
  • 33% Enterprise
Vertex AI Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
182
Model Variety
132
Features
127
Machine Learning
125
Integrations
100
Cons
Expensive
81
Learning Curve
58
Complexity
56
Complexity Issues
52
Steep Learning Curve
39
Seller Details
Seller
Google
Company Website
Year Founded
1998
HQ Location
Mountain View, CA
Twitter
@google
31,524,859 Twitter followers
LinkedIn® Page
www.linkedin.com
325,307 employees on LinkedIn®
(43)4.5 out of 5
3rd Easiest To Use in Generative AI Infrastructure software
View top Consulting Services for Google Cloud AI Infrastructure
Save to My Lists
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    AI Infrastructure Scalable, high performance, and cost effective infrastructure for every AI workload. AI Accelerators for every use case from high performance training to low-cost inference Scale f

    Users
    No information available
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 47% Small-Business
    • 40% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Google Cloud AI Infrastructure Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Scalability
    17
    Ease of Use
    15
    Integrations
    9
    Cloud Services
    7
    Computing Power
    7
    Cons
    Expensive
    13
    Complexity Issues
    8
    Learning Curve
    7
    Poor Documentation
    6
    Poor UI
    4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Google
    Year Founded
    1998
    HQ Location
    Mountain View, CA
    Twitter
    @google
    31,508,752 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    325,307 employees on LinkedIn®
    Ownership
    NASDAQ:GOOG
Product Description
How are these determined?Information
This description is provided by the seller.

AI Infrastructure Scalable, high performance, and cost effective infrastructure for every AI workload. AI Accelerators for every use case from high performance training to low-cost inference Scale f

Users
No information available
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 47% Small-Business
  • 40% Mid-Market
Google Cloud AI Infrastructure Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Scalability
17
Ease of Use
15
Integrations
9
Cloud Services
7
Computing Power
7
Cons
Expensive
13
Complexity Issues
8
Learning Curve
7
Poor Documentation
6
Poor UI
4
Seller Details
Seller
Google
Year Founded
1998
HQ Location
Mountain View, CA
Twitter
@google
31,508,752 Twitter followers
LinkedIn® Page
www.linkedin.com
325,307 employees on LinkedIn®
Ownership
NASDAQ:GOOG

This is how G2 Deals can help you:

  • Easily shop for curated – and trusted – software
  • Own your own software buying journey
  • Discover exclusive deals on software
(44)4.4 out of 5
8th Easiest To Use in Generative AI Infrastructure software
View top Consulting Services for AWS Bedrock
Save to My Lists
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Amazon Bedrock is a fully managed service that makes foundation models (FMs) from Amazon and other leading AI companies available through an API, so you can choose from various FMs to find the model t

    Users
    • Software Engineer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 39% Enterprise
    • 36% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • AWS Bedrock Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    14
    Model Variety
    13
    Easy Integrations
    9
    Features
    8
    Integrations
    6
    Cons
    Expensive
    19
    Complexity Issues
    7
    Learning Curve
    5
    Limited Access
    5
    Model Issues
    5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2006
    HQ Location
    Seattle, WA
    Twitter
    @awscloud
    2,217,637 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    143,584 employees on LinkedIn®
    Ownership
    NASDAQ: AMZN
Product Description
How are these determined?Information
This description is provided by the seller.

Amazon Bedrock is a fully managed service that makes foundation models (FMs) from Amazon and other leading AI companies available through an API, so you can choose from various FMs to find the model t

Users
  • Software Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 39% Enterprise
  • 36% Mid-Market
AWS Bedrock Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
14
Model Variety
13
Easy Integrations
9
Features
8
Integrations
6
Cons
Expensive
19
Complexity Issues
7
Learning Curve
5
Limited Access
5
Model Issues
5
Seller Details
Year Founded
2006
HQ Location
Seattle, WA
Twitter
@awscloud
2,217,637 Twitter followers
LinkedIn® Page
www.linkedin.com
143,584 employees on LinkedIn®
Ownership
NASDAQ: AMZN
(713)4.7 out of 5
Optimized for quick response
4th Easiest To Use in Generative AI Infrastructure software
View top Consulting Services for Workato
Save to My Lists
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Workato is the enterprise orchestration platform trusted by 12,000+ global customers to move faster, innovate confidently, and lead with AI. The only vendor rated #1 in both analyst and customer revie

    Users
    • Software Engineer
    • Integration Engineer
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 43% Mid-Market
    • 35% Enterprise
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • Workato is a low code, no code tool designed to create automation solutions and integrate systems like Zendesk and Google Sheets.
    • Users frequently mention the platform's intuitive nature, ease of use, smooth implementation, wide range of connectors, and the ability to clone or reuse recipes, which saves time and encourages safe experimentation.
    • Reviewers noted issues with transparency into cost structure, stringent constraints imposed by Workato development, difficulties with initial integration, and occasional freezing when the job-queue increases.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Workato Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    277
    Integrations
    183
    Easy Integrations
    175
    Automation
    148
    Features
    140
    Cons
    Expensive
    58
    Complexity
    55
    Data Limitations
    54
    Learning Curve
    50
    Missing Features
    46
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Workato
    Company Website
    Year Founded
    2013
    HQ Location
    Mountain View, California
    Twitter
    @Workato
    3,548 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,291 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Workato is the enterprise orchestration platform trusted by 12,000+ global customers to move faster, innovate confidently, and lead with AI. The only vendor rated #1 in both analyst and customer revie

Users
  • Software Engineer
  • Integration Engineer
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 43% Mid-Market
  • 35% Enterprise
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • Workato is a low code, no code tool designed to create automation solutions and integrate systems like Zendesk and Google Sheets.
  • Users frequently mention the platform's intuitive nature, ease of use, smooth implementation, wide range of connectors, and the ability to clone or reuse recipes, which saves time and encourages safe experimentation.
  • Reviewers noted issues with transparency into cost structure, stringent constraints imposed by Workato development, difficulties with initial integration, and occasional freezing when the job-queue increases.
Workato Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
277
Integrations
183
Easy Integrations
175
Automation
148
Features
140
Cons
Expensive
58
Complexity
55
Data Limitations
54
Learning Curve
50
Missing Features
46
Seller Details
Seller
Workato
Company Website
Year Founded
2013
HQ Location
Mountain View, California
Twitter
@Workato
3,548 Twitter followers
LinkedIn® Page
www.linkedin.com
1,291 employees on LinkedIn®
(183)4.4 out of 5
View top Consulting Services for Dataiku
Save to My Lists
Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Dataiku is the Universal AI Platform, giving organizations control over their AI talent, processes, and technologies to unleash the creation of analytics, models, and agents. Aggressively agnostic, it

    Users
    • Data Scientist
    • Data Analyst
    Industries
    • Financial Services
    • Pharmaceuticals
    Market Segment
    • 61% Enterprise
    • 21% Mid-Market
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • Dataiku is a platform that manages the entire data pipeline from data preparation to machine learning and deployment, allowing both technical and non-technical users to collaborate.
    • Users like the platform's ease of use, its ability to manage code and datasets visually, its AI-driven operation, its strong version control, and its no-code feature that aids those uncomfortable with coding.
    • Users reported issues with the platform feeling heavy for smaller projects, a steep initial learning curve, high licensing costs for small companies, limitations in scalability and integration, performance issues, and a lack of comprehensive documentation and tutorials.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Dataiku Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    82
    Features
    80
    Usability
    43
    Easy Integrations
    41
    Productivity Improvement
    41
    Cons
    Learning Curve
    42
    Steep Learning Curve
    25
    Slow Performance
    22
    Difficult Learning
    20
    Expensive
    20
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Dataiku
    Company Website
    Year Founded
    2013
    HQ Location
    New York, NY
    Twitter
    @dataiku
    23,019 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,411 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Dataiku is the Universal AI Platform, giving organizations control over their AI talent, processes, and technologies to unleash the creation of analytics, models, and agents. Aggressively agnostic, it

Users
  • Data Scientist
  • Data Analyst
Industries
  • Financial Services
  • Pharmaceuticals
Market Segment
  • 61% Enterprise
  • 21% Mid-Market
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • Dataiku is a platform that manages the entire data pipeline from data preparation to machine learning and deployment, allowing both technical and non-technical users to collaborate.
  • Users like the platform's ease of use, its ability to manage code and datasets visually, its AI-driven operation, its strong version control, and its no-code feature that aids those uncomfortable with coding.
  • Users reported issues with the platform feeling heavy for smaller projects, a steep initial learning curve, high licensing costs for small companies, limitations in scalability and integration, performance issues, and a lack of comprehensive documentation and tutorials.
Dataiku Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
82
Features
80
Usability
43
Easy Integrations
41
Productivity Improvement
41
Cons
Learning Curve
42
Steep Learning Curve
25
Slow Performance
22
Difficult Learning
20
Expensive
20
Seller Details
Seller
Dataiku
Company Website
Year Founded
2013
HQ Location
New York, NY
Twitter
@dataiku
23,019 Twitter followers
LinkedIn® Page
www.linkedin.com
1,411 employees on LinkedIn®
(440)4.5 out of 5
Optimized for quick response
6th Easiest To Use in Generative AI Infrastructure software
View top Consulting Services for Botpress
Save to My Lists
Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Botpress is a leading AI platform built for creating and deploying autonomous AI agents at scale. Headquartered in Montreal and trusted by teams in over 190 countries, Botpress gives organizations the

    Users
    • CEO
    • Founder
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 76% Small-Business
    • 15% Mid-Market
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • Botpress is a platform used to assist with sales by providing information to potential leads, allowing users to build chatbots, and integrating with other software.
    • Reviewers like the user-friendly interface, the ability to create workflows, and the supportive roles of the intern and software developer.
    • Users mentioned challenges with the initial setup, complexities in certain areas, and difficulties with customer support response times.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Botpress Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    187
    Features
    116
    Integrations
    108
    Easy Integrations
    101
    Intuitive
    93
    Cons
    Learning Curve
    84
    Limited Features
    46
    Missing Features
    46
    Steep Learning Curve
    42
    Poor Documentation
    35
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Botpress
    Company Website
    Year Founded
    2017
    HQ Location
    Quebec, QC
    Twitter
    @getbotpress
    2,631 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    90 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Botpress is a leading AI platform built for creating and deploying autonomous AI agents at scale. Headquartered in Montreal and trusted by teams in over 190 countries, Botpress gives organizations the

Users
  • CEO
  • Founder
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 76% Small-Business
  • 15% Mid-Market
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • Botpress is a platform used to assist with sales by providing information to potential leads, allowing users to build chatbots, and integrating with other software.
  • Reviewers like the user-friendly interface, the ability to create workflows, and the supportive roles of the intern and software developer.
  • Users mentioned challenges with the initial setup, complexities in certain areas, and difficulties with customer support response times.
Botpress Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
187
Features
116
Integrations
108
Easy Integrations
101
Intuitive
93
Cons
Learning Curve
84
Limited Features
46
Missing Features
46
Steep Learning Curve
42
Poor Documentation
35
Seller Details
Seller
Botpress
Company Website
Year Founded
2017
HQ Location
Quebec, QC
Twitter
@getbotpress
2,631 Twitter followers
LinkedIn® Page
www.linkedin.com
90 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Altair AI Studio (formerly RapidMiner Studio) is a data science tool that anyone can use to design and prototype highly explainable AI and machine learning models that help build trust throughout an o

    Users
    • Student
    • Data Scientist
    Industries
    • Higher Education
    • Education Management
    Market Segment
    • 43% Small-Business
    • 30% Mid-Market
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • Altair AI Studio is a software with a no-code, drag and drop interface that enables data connectivity and advanced machine learning for data analytics and decision making.
    • Users frequently mention the ease of use, the ability to connect to data sources directly, the advanced machine learning capabilities, and the drag and drop feature for creating reports.
    • Reviewers mentioned slower performance when handling large datasets, occasional UI bugs, complex integration with certain legacy systems, and complications when contacting support.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Altair AI Studio Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    8
    AI Integration
    5
    AI Technology
    5
    Machine Learning
    5
    User Interface
    5
    Cons
    Complexity
    2
    Large Dataset Handling
    2
    Slow Performance
    2
    Access Control
    1
    Accuracy Issues
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Altair
    Year Founded
    1985
    HQ Location
    Troy, MI
    Twitter
    @Altair_Inc
    7,231 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    4,078 employees on LinkedIn®
    Ownership
    NASDAQ:ALTR
Product Description
How are these determined?Information
This description is provided by the seller.

Altair AI Studio (formerly RapidMiner Studio) is a data science tool that anyone can use to design and prototype highly explainable AI and machine learning models that help build trust throughout an o

Users
  • Student
  • Data Scientist
Industries
  • Higher Education
  • Education Management
Market Segment
  • 43% Small-Business
  • 30% Mid-Market
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • Altair AI Studio is a software with a no-code, drag and drop interface that enables data connectivity and advanced machine learning for data analytics and decision making.
  • Users frequently mention the ease of use, the ability to connect to data sources directly, the advanced machine learning capabilities, and the drag and drop feature for creating reports.
  • Reviewers mentioned slower performance when handling large datasets, occasional UI bugs, complex integration with certain legacy systems, and complications when contacting support.
Altair AI Studio Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
8
AI Integration
5
AI Technology
5
Machine Learning
5
User Interface
5
Cons
Complexity
2
Large Dataset Handling
2
Slow Performance
2
Access Control
1
Accuracy Issues
1
Seller Details
Seller
Altair
Year Founded
1985
HQ Location
Troy, MI
Twitter
@Altair_Inc
7,231 Twitter followers
LinkedIn® Page
www.linkedin.com
4,078 employees on LinkedIn®
Ownership
NASDAQ:ALTR