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Best Large Language Model Operationalization (LLMOps) Software for Small Business

Blue Bowen
BB
Researched and written by Blue Bowen

Products classified in the overall Large Language Model Operationalization (LLMOps) 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 Large Language Model Operationalization (LLMOps) 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 Large Language Model Operationalization (LLMOps) category.

In addition to qualifying for inclusion in the Large Language Model Operationalization (LLMOps) Software category, to qualify for inclusion in the Small Business Large Language Model Operationalization (LLMOps) Software category, a product must have at least 10 reviews left by a reviewer from a small business.

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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 Large Language Model Operationalization (LLMOps) Available

(594)4.3 out of 5
3rd Easiest To Use in Large Language Model Operationalization (LLMOps) 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
    31,569,666 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    325,935 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
31,569,666 Twitter followers
LinkedIn® Page
www.linkedin.com
325,935 employees on LinkedIn®
(122)4.4 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.

    Watsonx.ai is part of the IBM watsonx platform that brings together new generative AI capabilities, powered by foundation models and traditional machine learning into a powerful studio spanning the AI

    Users
    • Consultant
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 37% Small-Business
    • 34% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • IBM watsonx.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
    67
    Model Variety
    25
    Features
    20
    AI Integration
    19
    Easy Integrations
    19
    Cons
    Improvement Needed
    17
    Expensive
    15
    Complexity
    13
    Difficult Learning
    13
    UX Improvement
    12
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    IBM
    Company Website
    Year Founded
    1911
    HQ Location
    Armonk, NY
    Twitter
    @IBM
    708,845 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    339,241 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Watsonx.ai is part of the IBM watsonx platform that brings together new generative AI capabilities, powered by foundation models and traditional machine learning into a powerful studio spanning the AI

Users
  • Consultant
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 37% Small-Business
  • 34% Enterprise
IBM watsonx.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
67
Model Variety
25
Features
20
AI Integration
19
Easy Integrations
19
Cons
Improvement Needed
17
Expensive
15
Complexity
13
Difficult Learning
13
UX Improvement
12
Seller Details
Seller
IBM
Company Website
Year Founded
1911
HQ Location
Armonk, NY
Twitter
@IBM
708,845 Twitter followers
LinkedIn® Page
www.linkedin.com
339,241 employees on LinkedIn®

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(191)4.9 out of 5
Optimized for quick response
View top Consulting Services for SuperAnnotate
Save to My Lists
Entry Level Price:Contact Us
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    SuperAnnotate is the expert in the loop data platform for building and scaling domain-specific, multimodal AI models. Customizable annotation interfaces and AI-powered automations let your experts con

    Users
    • Student
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 62% Small-Business
    • 25% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • SuperAnnotate 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
    43
    Annotation Efficiency
    27
    Customer Support
    19
    User Interface
    18
    Data Labeling
    17
    Cons
    Annotation Issues
    5
    Lack of Resources
    5
    Limited Customization
    5
    Difficult Learning
    4
    Learning Curve
    4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    2018
    HQ Location
    San Francisco, CA
    Twitter
    @superannotate
    694 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    304 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

SuperAnnotate is the expert in the loop data platform for building and scaling domain-specific, multimodal AI models. Customizable annotation interfaces and AI-powered automations let your experts con

Users
  • Student
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 62% Small-Business
  • 25% Mid-Market
SuperAnnotate 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
43
Annotation Efficiency
27
Customer Support
19
User Interface
18
Data Labeling
17
Cons
Annotation Issues
5
Lack of Resources
5
Limited Customization
5
Difficult Learning
4
Learning Curve
4
Seller Details
Company Website
Year Founded
2018
HQ Location
San Francisco, CA
Twitter
@superannotate
694 Twitter followers
LinkedIn® Page
www.linkedin.com
304 employees on LinkedIn®
(441)4.5 out of 5
Optimized for quick response
1st Easiest To Use in Large Language Model Operationalization (LLMOps) software
View top Consulting Services for Botpress
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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.

    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 for building customizable chatbots, integrating with various platforms, and providing AI-powered responses for business needs.
    • Reviewers like the user-friendly interface, the visual flow builder, the ability to customize conversations, and the seamless integration with different platforms.
    • Reviewers experienced a steep learning curve, especially for beginners, and some found the documentation lacking in beginner-friendly explanations and real-world examples.
  • 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
    2,635 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    94 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 for building customizable chatbots, integrating with various platforms, and providing AI-powered responses for business needs.
  • Reviewers like the user-friendly interface, the visual flow builder, the ability to customize conversations, and the seamless integration with different platforms.
  • Reviewers experienced a steep learning curve, especially for beginners, and some found the documentation lacking in beginner-friendly explanations and real-world examples.
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
2,635 Twitter followers
LinkedIn® Page
www.linkedin.com
94 employees on LinkedIn®
(384)4.4 out of 5
Optimized for quick response
Save to My Lists
Entry Level Price:Starting at $500.00
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    IBM® watsonx Orchestrate® puts AI to work for automating complex workflows and processes at scale, without changing your existing systems and tools. IBM watsonx Orchestrate helps you build, deploy

    Users
    • Software Engineer
    • Senior Software Engineer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 42% Enterprise
    • 37% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • IBM watsonx Orchestrate 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
    60
    Easy Integrations
    31
    Automation
    28
    AI Integration
    27
    Integrations
    24
    Cons
    Learning Curve
    22
    Complexity
    17
    Integration Issues
    13
    Missing Features
    12
    Expensive
    11
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    IBM
    Company Website
    Year Founded
    1911
    HQ Location
    Armonk, NY
    Twitter
    @IBM
    708,845 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    339,241 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

IBM® watsonx Orchestrate® puts AI to work for automating complex workflows and processes at scale, without changing your existing systems and tools. IBM watsonx Orchestrate helps you build, deploy

Users
  • Software Engineer
  • Senior Software Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 42% Enterprise
  • 37% Small-Business
IBM watsonx Orchestrate 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
60
Easy Integrations
31
Automation
28
AI Integration
27
Integrations
24
Cons
Learning Curve
22
Complexity
17
Integration Issues
13
Missing Features
12
Expensive
11
Seller Details
Seller
IBM
Company Website
Year Founded
1911
HQ Location
Armonk, NY
Twitter
@IBM
708,845 Twitter followers
LinkedIn® Page
www.linkedin.com
339,241 employees on LinkedIn®
(269)4.4 out of 5
2nd Easiest To Use in Large Language Model Operationalization (LLMOps) software
View top Consulting Services for Kong Gateway
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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.

    Kong is a cloud-based API management solution designed to help organizations streamline their API operations and enhance their digital experiences. As businesses increasingly rely on APIs to connect s

    Users
    • Software Engineer
    • Senior Software Engineer
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 39% Mid-Market
    • 33% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Kong Gateway 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
    59
    API Management
    52
    Security
    45
    Features
    41
    Scalability
    41
    Cons
    Poor Documentation
    29
    Missing Features
    22
    API Management
    21
    Limited Features
    20
    Learning Difficulty
    17
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Kong Inc
    Company Website
    Year Founded
    2017
    HQ Location
    San Francisco, CA
    LinkedIn® Page
    www.linkedin.com
    881 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Kong is a cloud-based API management solution designed to help organizations streamline their API operations and enhance their digital experiences. As businesses increasingly rely on APIs to connect s

Users
  • Software Engineer
  • Senior Software Engineer
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 39% Mid-Market
  • 33% Small-Business
Kong Gateway 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
59
API Management
52
Security
45
Features
41
Scalability
41
Cons
Poor Documentation
29
Missing Features
22
API Management
21
Limited Features
20
Learning Difficulty
17
Seller Details
Seller
Kong Inc
Company Website
Year Founded
2017
HQ Location
San Francisco, CA
LinkedIn® Page
www.linkedin.com
881 employees on LinkedIn®
  • 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
    • Computer Software
    Market Segment
    • 97% Small-Business
    • 3% 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
    4
    Integrations
    3
    Customer Support
    2
    Data Analytics
    2
    Implementation Ease
    2
    Cons
    Poor Documentation
    4
    Expensive
    3
    Complexity
    2
    Complexity Issues
    2
    Difficult Setup
    2
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Carbon
    HQ Location
    Seattle, US
    Twitter
    @carbon__ai
    808 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    3 employees on LinkedIn®
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
  • Computer Software
Market Segment
  • 97% Small-Business
  • 3% 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
4
Integrations
3
Customer Support
2
Data Analytics
2
Implementation Ease
2
Cons
Poor Documentation
4
Expensive
3
Complexity
2
Complexity Issues
2
Difficult Setup
2
Seller Details
Seller
Carbon
HQ Location
Seattle, US
Twitter
@carbon__ai
808 Twitter followers
LinkedIn® Page
www.linkedin.com
3 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    AutoGPT is a generalist LLM based AI agent that can autonomously accomplish minor tasks.

    Users
    No information available
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 63% Small-Business
    • 37% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • AutoGPT 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
    Content Creation
    12
    Ease of Use
    8
    Performance Improvement
    8
    Text Generation
    8
    Knowledge Access
    6
    Cons
    Expensive
    7
    Technical Issues
    7
    Difficult Learning
    4
    Low Accuracy
    4
    Complex Setup
    3
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    OpenAI
    Year Founded
    2015
    HQ Location
    San Francisco, CA
    Twitter
    @OpenAI
    4,582,177 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,933 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

AutoGPT is a generalist LLM based AI agent that can autonomously accomplish minor tasks.

Users
No information available
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 63% Small-Business
  • 37% Mid-Market
AutoGPT 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
Content Creation
12
Ease of Use
8
Performance Improvement
8
Text Generation
8
Knowledge Access
6
Cons
Expensive
7
Technical Issues
7
Difficult Learning
4
Low Accuracy
4
Complex Setup
3
Seller Details
Seller
OpenAI
Year Founded
2015
HQ Location
San Francisco, CA
Twitter
@OpenAI
4,582,177 Twitter followers
LinkedIn® Page
www.linkedin.com
1,933 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Aporia is the leading AI Control Platform, trusted by both emerging tech startups and established Fortune 500 companies to guarantee the privacy, security, and reliability of AI applications. With

    Users
    No information available
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 56% Small-Business
    • 34% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Aporia 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
    20
    Features
    9
    User Interface
    9
    Easy Integrations
    8
    Customer Support
    6
    Cons
    Complexity Issues
    4
    Learning Curve
    4
    Difficult Learning
    3
    Difficult Setup
    3
    Missing Features
    3
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Coralogix
    Year Founded
    2014
    HQ Location
    San Francisco, CA
    Twitter
    @Coralogix
    4,079 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    568 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Aporia is the leading AI Control Platform, trusted by both emerging tech startups and established Fortune 500 companies to guarantee the privacy, security, and reliability of AI applications. With

Users
No information available
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 56% Small-Business
  • 34% Mid-Market
Aporia 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
20
Features
9
User Interface
9
Easy Integrations
8
Customer Support
6
Cons
Complexity Issues
4
Learning Curve
4
Difficult Learning
3
Difficult Setup
3
Missing Features
3
Seller Details
Seller
Coralogix
Year Founded
2014
HQ Location
San Francisco, CA
Twitter
@Coralogix
4,079 Twitter followers
LinkedIn® Page
www.linkedin.com
568 employees on LinkedIn®