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Best Generative AI Infrastructure Software for Medium-Sized Businesses

Matthew Miller
MM
Researched and written by Matthew Miller

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.

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.

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5 Listings in Generative AI Infrastructure Available
(571)4.3 out of 5
2nd Easiest To Use in Generative AI Infrastructure software
View top Consulting Services for Vertex AI
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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, and

    Users
    • Data Scientist
    • Software Engineer
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 37% 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
    213
    Features
    136
    Model Variety
    134
    Machine Learning
    127
    Integrations
    101
    Cons
    Expensive
    75
    Learning Curve
    56
    Performance Issues
    49
    Complexity Issues
    48
    Complexity
    46
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Google
    Company Website
    Year Founded
    1998
    HQ Location
    Mountain View, CA
    Twitter
    @google
    32,750,646 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    310,061 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, and

Users
  • Data Scientist
  • Software Engineer
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 37% 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
213
Features
136
Model Variety
134
Machine Learning
127
Integrations
101
Cons
Expensive
75
Learning Curve
56
Performance Issues
49
Complexity Issues
48
Complexity
46
Seller Details
Seller
Google
Company Website
Year Founded
1998
HQ Location
Mountain View, CA
Twitter
@google
32,750,646 Twitter followers
LinkedIn® Page
www.linkedin.com
310,061 employees on LinkedIn®
(56,039)4.6 out of 5
Optimized for quick response
1st Easiest To Use in Generative AI Infrastructure software
View top Consulting Services for Zoom Workplace
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Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Zoom Workplace is an AI-powered collaboration platform that helps you streamline communications, increase employee engagement, optimize in-person time, and improve productivity. Streamline communicati

    Users
    • Owner
    • Software Engineer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 51% Small-Business
    • 31% 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.
    • Zoom Workplace is a unified platform for meetings, chat, whiteboarding, and team collaboration, designed to streamline communication and boost productivity.
    • Users like the platform's user-friendly interface, seamless integration of various features, and its ability to function smoothly even with minimal bandwidth, making it a preferred choice for remote meetings and online courses.
    • Users reported issues with the platform's performance lagging when multiple collaboration tools are used simultaneously, especially on lower-end devices, and some found the number of features overwhelming, leading to a steep learning curve for new or less tech-savvy users.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Zoom Workplace 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
    7,450
    Video Conferencing
    3,472
    Reliability
    2,659
    Easy Communication
    2,339
    Video Quality
    2,335
    Cons
    Meeting Issues
    2,037
    Limited Features
    1,898
    Zoom Issues
    1,796
    Connection Issues
    1,166
    Missing Features
    1,084
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Zoom
    Company Website
    Year Founded
    2011
    HQ Location
    San Jose, CA
    Twitter
    @zoom
    1,055,095 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    11,530 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Zoom Workplace is an AI-powered collaboration platform that helps you streamline communications, increase employee engagement, optimize in-person time, and improve productivity. Streamline communicati

Users
  • Owner
  • Software Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 51% Small-Business
  • 31% 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.
  • Zoom Workplace is a unified platform for meetings, chat, whiteboarding, and team collaboration, designed to streamline communication and boost productivity.
  • Users like the platform's user-friendly interface, seamless integration of various features, and its ability to function smoothly even with minimal bandwidth, making it a preferred choice for remote meetings and online courses.
  • Users reported issues with the platform's performance lagging when multiple collaboration tools are used simultaneously, especially on lower-end devices, and some found the number of features overwhelming, leading to a steep learning curve for new or less tech-savvy users.
Zoom Workplace 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
7,450
Video Conferencing
3,472
Reliability
2,659
Easy Communication
2,339
Video Quality
2,335
Cons
Meeting Issues
2,037
Limited Features
1,898
Zoom Issues
1,796
Connection Issues
1,166
Missing Features
1,084
Seller Details
Seller
Zoom
Company Website
Year Founded
2011
HQ Location
San Jose, CA
Twitter
@zoom
1,055,095 Twitter followers
LinkedIn® Page
www.linkedin.com
11,530 employees on LinkedIn®

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  • 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
    • 46% Enterprise
    • 32% 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
    16
    Model Variety
    12
    Features
    10
    Easy Integrations
    8
    AI Integration
    6
    Cons
    Expensive
    18
    Complexity Issues
    8
    Learning Curve
    6
    Model Issues
    5
    Limited Access
    4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2006
    HQ Location
    Seattle, WA
    Twitter
    @awscloud
    2,229,471 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    143,150 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
  • 46% Enterprise
  • 32% 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
16
Model Variety
12
Features
10
Easy Integrations
8
AI Integration
6
Cons
Expensive
18
Complexity Issues
8
Learning Curve
6
Model Issues
5
Limited Access
4
Seller Details
Year Founded
2006
HQ Location
Seattle, WA
Twitter
@awscloud
2,229,471 Twitter followers
LinkedIn® Page
www.linkedin.com
143,150 employees on LinkedIn®
Ownership
NASDAQ: AMZN
(367)4.6 out of 5
4th 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 an AI agent platform that empowers individuals and teams of all sizes to build, deploy, and monitor AI-powered agents for various applications. As a pioneer in the chatbot industry, Botpre

    Users
    • CEO
    • Founder
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 78% Small-Business
    • 16% 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 for building AI-powered chatbots, offering a user-friendly visual flow builder, natural language understanding, and customization options.
    • Users frequently mention the ease of implementation, the helpfulness of the tutorials and community support, and the flexibility and power of the platform.
    • Reviewers experienced issues with unstable features, slow customer support responses, sudden page reloads, and a steep learning curve for beginners.
  • 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
    216
    Features
    123
    Integrations
    121
    Easy Integrations
    114
    Chatbot Development
    112
    Cons
    Learning Curve
    86
    Missing Features
    57
    Limited Features
    54
    Steep Learning Curve
    45
    AI Limitations
    35
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Botpress
    Company Website
    Year Founded
    2017
    HQ Location
    Quebec, QC
    Twitter
    @getbotpress
    2,540 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    62 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Botpress is an AI agent platform that empowers individuals and teams of all sizes to build, deploy, and monitor AI-powered agents for various applications. As a pioneer in the chatbot industry, Botpre

Users
  • CEO
  • Founder
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 78% Small-Business
  • 16% 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 for building AI-powered chatbots, offering a user-friendly visual flow builder, natural language understanding, and customization options.
  • Users frequently mention the ease of implementation, the helpfulness of the tutorials and community support, and the flexibility and power of the platform.
  • Reviewers experienced issues with unstable features, slow customer support responses, sudden page reloads, and a steep learning curve for beginners.
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
216
Features
123
Integrations
121
Easy Integrations
114
Chatbot Development
112
Cons
Learning Curve
86
Missing Features
57
Limited Features
54
Steep Learning Curve
45
AI Limitations
35
Seller Details
Seller
Botpress
Company Website
Year Founded
2017
HQ Location
Quebec, QC
Twitter
@getbotpress
2,540 Twitter followers
LinkedIn® Page
www.linkedin.com
62 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
  • 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
    6
    AI Integration
    5
    AI Technology
    5
    Machine Learning
    5
    AI Capabilities
    4
    Cons
    Complexity
    2
    Large Dataset Handling
    2
    Poor Performance
    2
    Slow Performance
    2
    Access Control
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Altair
    Year Founded
    1985
    HQ Location
    Troy, MI
    Twitter
    @Altair_Inc
    7,294 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    4,269 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
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
6
AI Integration
5
AI Technology
5
Machine Learning
5
AI Capabilities
4
Cons
Complexity
2
Large Dataset Handling
2
Poor Performance
2
Slow Performance
2
Access Control
1
Seller Details
Seller
Altair
Year Founded
1985
HQ Location
Troy, MI
Twitter
@Altair_Inc
7,294 Twitter followers
LinkedIn® Page
www.linkedin.com
4,269 employees on LinkedIn®
Ownership
NASDAQ:ALTR