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

Bijou Barry
BB
Researched and written by Bijou Barry

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

(650)4.3 out of 5
2nd Easiest To Use in Large Language Model Operationalization (LLMOps) software
View top Consulting Services for Vertex AI
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
    • 31% 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
    180
    Model Variety
    133
    Machine Learning
    126
    Features
    125
    Integrations
    100
    Cons
    Expensive
    80
    Learning Curve
    56
    Complexity
    54
    Complexity Issues
    50
    Performance Issues
    39
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Google
    Company Website
    Year Founded
    1998
    HQ Location
    Mountain View, CA
    Twitter
    @google
    31,742,146 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
  • 31% 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
180
Model Variety
133
Machine Learning
126
Features
125
Integrations
100
Cons
Expensive
80
Learning Curve
56
Complexity
54
Complexity Issues
50
Performance Issues
39
Seller Details
Seller
Google
Company Website
Year Founded
1998
HQ Location
Mountain View, CA
Twitter
@google
31,742,146 Twitter followers
LinkedIn® Page
www.linkedin.com
325,935 employees on LinkedIn®
(135)4.4 out of 5
Optimized for quick response
  • 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
    • 38% Small-Business
    • 32% 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
    68
    Model Variety
    25
    AI Integration
    20
    Features
    20
    Easy Integrations
    19
    Cons
    Improvement Needed
    17
    Expensive
    16
    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
    709,081 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
  • 38% Small-Business
  • 32% 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
68
Model Variety
25
AI Integration
20
Features
20
Easy Integrations
19
Cons
Improvement Needed
17
Expensive
16
Complexity
13
Difficult Learning
13
UX Improvement
12
Seller Details
Seller
IBM
Company Website
Year Founded
1911
HQ Location
Armonk, NY
Twitter
@IBM
709,081 Twitter followers
LinkedIn® Page
www.linkedin.com
339,241 employees on LinkedIn®
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(272)4.9 out of 5
Optimized for quick response
View top Consulting Services for SuperAnnotate
Entry Level Price:Contact Us
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    SuperAnnotate bridges the gap between cutting-edge AI innovation and the high-quality human data that powers it - helping advanced AI teams build more intelligent models. With a global network of thou

    Users
    • Student
    • CEO
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 55% 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
    48
    Annotation Efficiency
    28
    Customer Support
    22
    User Interface
    20
    Data Labeling
    19
    Cons
    Slow Performance
    7
    Limited Customization
    6
    Performance Issues
    6
    Annotation Issues
    5
    Lack of Resources
    5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    2018
    HQ Location
    San Francisco, CA
    Twitter
    @superannotate
    697 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    315 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

SuperAnnotate bridges the gap between cutting-edge AI innovation and the high-quality human data that powers it - helping advanced AI teams build more intelligent models. With a global network of thou

Users
  • Student
  • CEO
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 55% 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
48
Annotation Efficiency
28
Customer Support
22
User Interface
20
Data Labeling
19
Cons
Slow Performance
7
Limited Customization
6
Performance Issues
6
Annotation Issues
5
Lack of Resources
5
Seller Details
Company Website
Year Founded
2018
HQ Location
San Francisco, CA
Twitter
@superannotate
697 Twitter followers
LinkedIn® Page
www.linkedin.com
315 employees on LinkedIn®
(473)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
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
    • 75% Small-Business
    • 14% 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 designed to solve AI chatbot problems, offering features such as natural language understanding, customization, integration capabilities, and performance efficiency.
    • Reviewers frequently mention the ease of use, the proactive support team, the platform's ability to make complex chatbot development more accessible, and the freedom it offers in handling various situations.
    • Reviewers experienced issues with the interface, particularly on the Edge browser, a lack of desired integrations, high costs, outdated documentation, and challenges in conversation management.
  • 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
    117
    Integrations
    108
    Easy Integrations
    101
    Intuitive
    93
    Cons
    Learning Curve
    84
    Missing Features
    47
    Limited 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
    2,652 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    120 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
  • 75% Small-Business
  • 14% 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 designed to solve AI chatbot problems, offering features such as natural language understanding, customization, integration capabilities, and performance efficiency.
  • Reviewers frequently mention the ease of use, the proactive support team, the platform's ability to make complex chatbot development more accessible, and the freedom it offers in handling various situations.
  • Reviewers experienced issues with the interface, particularly on the Edge browser, a lack of desired integrations, high costs, outdated documentation, and challenges in conversation management.
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
117
Integrations
108
Easy Integrations
101
Intuitive
93
Cons
Learning Curve
84
Missing Features
47
Limited Features
46
Steep Learning Curve
42
Poor Documentation
35
Seller Details
Seller
Botpress
Company Website
Year Founded
2017
HQ Location
Quebec, QC
Twitter
@getbotpress
2,652 Twitter followers
LinkedIn® Page
www.linkedin.com
120 employees on LinkedIn®
Entry Level Price:Starting at $530.00
  • 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
    30
    AI Integration
    28
    Automation
    28
    Integrations
    23
    Cons
    Learning Curve
    21
    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
    709,081 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
30
AI Integration
28
Automation
28
Integrations
23
Cons
Learning Curve
21
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
709,081 Twitter followers
LinkedIn® Page
www.linkedin.com
339,241 employees on LinkedIn®
(270)4.4 out of 5
3rd Easiest To Use in Large Language Model Operationalization (LLMOps) software
View top Consulting Services for Kong Gateway
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
    57
    API Management
    53
    Security
    43
    Features
    41
    Scalability
    41
    Cons
    Poor Documentation
    28
    Missing Features
    21
    API Management
    20
    Limited Features
    20
    Learning Difficulty
    16
  • 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
    896 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
57
API Management
53
Security
43
Features
41
Scalability
41
Cons
Poor Documentation
28
Missing Features
21
API Management
20
Limited Features
20
Learning Difficulty
16
Seller Details
Seller
Kong Inc
Company Website
Year Founded
2017
HQ Location
San Francisco, CA
LinkedIn® Page
www.linkedin.com
896 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
    802 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
802 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
    Year Founded
    2023
    HQ Location
    N/A
    LinkedIn® Page
    www.linkedin.com
    11 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
Year Founded
2023
HQ Location
N/A
LinkedIn® Page
www.linkedin.com
11 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
    • Computer & Network Security
    Market Segment
    • 57% 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
    4,076 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    574 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
  • Computer & Network Security
Market Segment
  • 57% 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
4,076 Twitter followers
LinkedIn® Page
www.linkedin.com
574 employees on LinkedIn®