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Best Generative AI Infrastructure Software for for Small Business

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, small business features, pricing, setup, and installation differ from businesses of other sizes, which is why we match buyers to the right Small 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 Small Business Generative AI Infrastructure category.

In addition to qualifying for inclusion in the Generative AI Infrastructure Software category, to qualify for inclusion in the Small Business Generative AI Infrastructure Software category, a product must have at least 10 reviews left by a reviewer from a small 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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9 Listings in Small Business Generative AI Infrastructure Available

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    G2 Score
Vertex AI
By Google
(511)4.3 out of 5
2nd 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, and

    Users
    • Software Engineer
    • Data Scientist
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 38% Small-Business
    • 35% 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
    211
    Model Variety
    123
    Features
    121
    Machine Learning
    110
    Integrations
    85
    Cons
    Expensive
    59
    Performance Issues
    53
    Learning Curve
    50
    Complexity
    46
    Complexity Issues
    43
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Google
    Company Website
    Year Founded
    1998
    HQ Location
    Mountain View, CA
    Twitter
    @google
    32,520,271 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    301,875 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
  • Software Engineer
  • Data Scientist
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 38% Small-Business
  • 35% 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
211
Model Variety
123
Features
121
Machine Learning
110
Integrations
85
Cons
Expensive
59
Performance Issues
53
Learning Curve
50
Complexity
46
Complexity Issues
43
Seller Details
Seller
Google
Company Website
Year Founded
1998
HQ Location
Mountain View, CA
Twitter
@google
32,520,271 Twitter followers
LinkedIn® Page
www.linkedin.com
301,875 employees on LinkedIn®
Carbon
By Carbon
(27)4.9 out of 5
Save to My Lists
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Carbon is the fastest way to connect external data to LLMs, no matter the source. Our universal retrieval engine allows Large Language Models (LLMs) to search for relevant content across multimedia f

    Users
    No information available
    Industries
    • Information Technology and Services
    Market Segment
    • 96% Small-Business
    • 4% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Carbon 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
    9
    Easy Integrations
    7
    Features
    5
    Response Time
    5
    Customer Support
    4
    Cons
    Expensive
    6
    Poor Documentation
    6
    Learning Curve
    5
    Complexity Issues
    4
    Slow Performance
    4
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Carbon
    HQ Location
    N/A
    Twitter
    @carbon__ai
    831 Twitter followers
Product Description
How are these determined?Information
This description is provided by the seller.

Carbon is the fastest way to connect external data to LLMs, no matter the source. Our universal retrieval engine allows Large Language Models (LLMs) to search for relevant content across multimedia f

Users
No information available
Industries
  • Information Technology and Services
Market Segment
  • 96% Small-Business
  • 4% Mid-Market
Carbon 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
9
Easy Integrations
7
Features
5
Response Time
5
Customer Support
4
Cons
Expensive
6
Poor Documentation
6
Learning Curve
5
Complexity Issues
4
Slow Performance
4
Seller Details
Seller
Carbon
HQ Location
N/A
Twitter
@carbon__ai
831 Twitter followers
Read Carbon Reviews

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Saturn Cloud
By Saturn Cloud
(294)4.8 out of 5
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.

    Saturn Cloud is an AI/ML platform available on every cloud. Data teams and engineers can build, scale, and deploy their AI/ML applications with any stack. Quickly spin up environments to test new idea

    Users
    • Data Scientist
    • Software Engineer
    Industries
    • Computer Software
    • Higher Education
    Market Segment
    • 82% Small-Business
    • 12% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Saturn Cloud 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
    120
    Free Services
    42
    Setup Ease
    42
    GPU Performance
    38
    User Interface
    31
    Cons
    Limited Hours
    17
    Limited Free Access
    15
    Missing Features
    14
    Slow Startup
    13
    Expensive
    12
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Saturn Cloud
    Company Website
    Year Founded
    2018
    HQ Location
    New York, US
    Twitter
    @saturn_cloud
    3,307 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    37 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Saturn Cloud is an AI/ML platform available on every cloud. Data teams and engineers can build, scale, and deploy their AI/ML applications with any stack. Quickly spin up environments to test new idea

Users
  • Data Scientist
  • Software Engineer
Industries
  • Computer Software
  • Higher Education
Market Segment
  • 82% Small-Business
  • 12% Mid-Market
Saturn Cloud 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
120
Free Services
42
Setup Ease
42
GPU Performance
38
User Interface
31
Cons
Limited Hours
17
Limited Free Access
15
Missing Features
14
Slow Startup
13
Expensive
12
Seller Details
Seller
Saturn Cloud
Company Website
Year Founded
2018
HQ Location
New York, US
Twitter
@saturn_cloud
3,307 Twitter followers
LinkedIn® Page
www.linkedin.com
37 employees on LinkedIn®
Botpress
By Botpress
(317)4.6 out of 5
3rd 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
    • 80% 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 chatbot development tool that allows users to create, implement, and deploy chatbots on various platforms.
    • Reviewers frequently mention the user-friendly interface, powerful AI-driven automation, and the ability to create highly customized chatbots with minimal coding knowledge.
    • Reviewers mentioned that self-hosting can be complex, requiring technical knowledge for setup and maintenance, and the platform's documentation could be more detailed for complex use cases.
  • 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
    207
    Integrations
    109
    Features
    105
    Easy Integrations
    101
    Intuitive
    98
    Cons
    Learning Curve
    84
    Missing Features
    54
    Limited Features
    52
    Steep Learning Curve
    46
    Poor Documentation
    34
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Botpress
    Company Website
    Year Founded
    2017
    HQ Location
    Quebec, QC
    Twitter
    @getbotpress
    2,473 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    47 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
  • 80% 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 chatbot development tool that allows users to create, implement, and deploy chatbots on various platforms.
  • Reviewers frequently mention the user-friendly interface, powerful AI-driven automation, and the ability to create highly customized chatbots with minimal coding knowledge.
  • Reviewers mentioned that self-hosting can be complex, requiring technical knowledge for setup and maintenance, and the platform's documentation could be more detailed for complex use cases.
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
207
Integrations
109
Features
105
Easy Integrations
101
Intuitive
98
Cons
Learning Curve
84
Missing Features
54
Limited Features
52
Steep Learning Curve
46
Poor Documentation
34
Seller Details
Seller
Botpress
Company Website
Year Founded
2017
HQ Location
Quebec, QC
Twitter
@getbotpress
2,473 Twitter followers
LinkedIn® Page
www.linkedin.com
47 employees on LinkedIn®
Clarifai
By Clarifai
(59)4.3 out of 5
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.

    Clarifai is a leader in AI orchestration and development, helping organizations, teams, and developers build, deploy, orchestrate, and operationalize AI at scale. Clarifai’s cutting-edge AI workflow o

    Users
    No information available
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 59% Small-Business
    • 27% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Clarifai 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
    26
    Model Variety
    25
    Features
    21
    Easy Integrations
    14
    AI Technology
    12
    Cons
    Expensive
    8
    Poor Documentation
    8
    Poor User Interface
    7
    Slow Performance
    7
    Difficult Learning
    6
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Clarifai
    Company Website
    Year Founded
    2013
    HQ Location
    Wilmington, Delaware
    Twitter
    @clarifai
    10,976 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    103 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Clarifai is a leader in AI orchestration and development, helping organizations, teams, and developers build, deploy, orchestrate, and operationalize AI at scale. Clarifai’s cutting-edge AI workflow o

Users
No information available
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 59% Small-Business
  • 27% Mid-Market
Clarifai 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
26
Model Variety
25
Features
21
Easy Integrations
14
AI Technology
12
Cons
Expensive
8
Poor Documentation
8
Poor User Interface
7
Slow Performance
7
Difficult Learning
6
Seller Details
Seller
Clarifai
Company Website
Year Founded
2013
HQ Location
Wilmington, Delaware
Twitter
@clarifai
10,976 Twitter followers
LinkedIn® Page
www.linkedin.com
103 employees on LinkedIn®
Tune AI
By NimbleBox.ai
(152)4.4 out of 5
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.

    Tune AI is the leading Enterprise GenAI stack for securely fine-tuning models & deploying LLM powered apps. Our offerings include: Tune Chat: An AI chat app with 350,000+ users and powerful model

    Users
    No information available
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 75% Small-Business
    • 18% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Tune 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
    96
    Features
    77
    Useful
    72
    Helpful
    58
    User Interface
    51
    Cons
    Limitations
    29
    AI Limitations
    28
    Usage Limitations
    25
    Missing Features
    23
    Improvement Needed
    22
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    NimbleBox.ai
    Year Founded
    2018
    HQ Location
    San Francisco, US
    Twitter
    @NimbleBoxAI
    467 Twitter followers
    LinkedIn® Page
    in.linkedin.com
    37 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Tune AI is the leading Enterprise GenAI stack for securely fine-tuning models & deploying LLM powered apps. Our offerings include: Tune Chat: An AI chat app with 350,000+ users and powerful model

Users
No information available
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 75% Small-Business
  • 18% Mid-Market
Tune 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
96
Features
77
Useful
72
Helpful
58
User Interface
51
Cons
Limitations
29
AI Limitations
28
Usage Limitations
25
Missing Features
23
Improvement Needed
22
Seller Details
Seller
NimbleBox.ai
Year Founded
2018
HQ Location
San Francisco, US
Twitter
@NimbleBoxAI
467 Twitter followers
LinkedIn® Page
in.linkedin.com
37 employees on LinkedIn®
Read Tune AI Reviews
ImageChat
By Chooch
(14)4.4 out of 5
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.

    ImageChat redefines the application of Generative AI with computer vision. This cutting-edge technology integrates the power of computer vision with advanced language processing to seamlessly conduct

    Users
    No information available
    Industries
    • Computer Software
    Market Segment
    • 79% Small-Business
    • 14% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • ImageChat 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
    Features
    5
    Image Generation
    4
    Simple
    4
    AI Integration
    3
    Cons
    Accuracy Issues
    4
    Learning Curve
    3
    AI Limitations
    2
    Complexity
    2
    Complexity Issues
    2
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Chooch
    Year Founded
    2015
    HQ Location
    San Mateo, California
    Twitter
    @Chooch_AI
    1,750 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    45 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

ImageChat redefines the application of Generative AI with computer vision. This cutting-edge technology integrates the power of computer vision with advanced language processing to seamlessly conduct

Users
No information available
Industries
  • Computer Software
Market Segment
  • 79% Small-Business
  • 14% Mid-Market
ImageChat 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
Features
5
Image Generation
4
Simple
4
AI Integration
3
Cons
Accuracy Issues
4
Learning Curve
3
AI Limitations
2
Complexity
2
Complexity Issues
2
Seller Details
Seller
Chooch
Year Founded
2015
HQ Location
San Mateo, California
Twitter
@Chooch_AI
1,750 Twitter followers
LinkedIn® Page
www.linkedin.com
45 employees on LinkedIn®
Read ImageChat Reviews
Promptly
By TryPromptly
(13)4.3 out of 5
Save to My Lists
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Enterprise ready AI platform to build AI Agents, workflows and applications with your data. Single platform to simplify and automate your workflows.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 77% Small-Business
    • 15% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Promptly 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
    9
    Efficiency
    5
    Features
    5
    Integrations
    4
    Customer Support
    3
    Cons
    Poor Documentation
    3
    Accuracy Issues
    2
    Learning Curve
    2
    Limited Customization
    2
    Missing Features
    2
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    TryPromptly
    Year Founded
    2023
    HQ Location
    Milpitas, CA
    Twitter
    @trypromptly
    344 Twitter followers
    LinkedIn® Page
    linkedin.com
    7 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Enterprise ready AI platform to build AI Agents, workflows and applications with your data. Single platform to simplify and automate your workflows.

Users
No information available
Industries
No information available
Market Segment
  • 77% Small-Business
  • 15% Enterprise
Promptly 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
9
Efficiency
5
Features
5
Integrations
4
Customer Support
3
Cons
Poor Documentation
3
Accuracy Issues
2
Learning Curve
2
Limited Customization
2
Missing Features
2
Seller Details
Seller
TryPromptly
Year Founded
2023
HQ Location
Milpitas, CA
Twitter
@trypromptly
344 Twitter followers
LinkedIn® Page
linkedin.com
7 employees on LinkedIn®
Read Promptly Reviews
Altair AI Studio
By Altair
(497)4.6 out of 5
Optimized for quick response
Save to My Lists
  • 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% Enterprise
  • 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
    4
    Data Visualization
    3
    Intuitive
    3
    AI Capabilities
    2
    AI Technology
    2
    Cons
    Lacking Features
    2
    Missing Features
    2
    Accuracy Issues
    1
    Difficult Customization
    1
    Expensive
    1
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Altair
    Company Website
    Year Founded
    1985
    HQ Location
    Troy, MI
    Twitter
    @Altair_Inc
    7,334 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    4,102 employees on LinkedIn®
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% Enterprise
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
4
Data Visualization
3
Intuitive
3
AI Capabilities
2
AI Technology
2
Cons
Lacking Features
2
Missing Features
2
Accuracy Issues
1
Difficult Customization
1
Expensive
1
Seller Details
Seller
Altair
Company Website
Year Founded
1985
HQ Location
Troy, MI
Twitter
@Altair_Inc
7,334 Twitter followers
LinkedIn® Page
www.linkedin.com
4,102 employees on LinkedIn®
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9 Listings in Small Business Generative AI Infrastructure Available

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