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Best Large Language Model Operationalization (LLMOps) Software with Model Deployment Capabilities

Below are the top-rated Large Language Model Operationalization (LLMOps) Software with Model Deployment capabilities, as verified by G2’s Research team. Real users have identified Model Deployment as an important function of Large Language Model Operationalization (LLMOps) Software. Compare different products that offer this feature so you can decide which is best for your business needs.
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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 Large Language Model Operationalization (LLMOps) Available
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    TrueFoundry is a unified platform with an enterprise-grade AI Gateway - combining LLM, MCP, and Agent Gateway - to securely manage, route, and govern AI workloads across providers. Its agentic deploym

    Users
    No information available
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 47% Mid-Market
    • 38% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • TrueFoundry 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
    28
    Customer Support
    20
    User Interface
    19
    Deployment Ease
    18
    Easy Integrations
    12
    Cons
    Missing Features
    7
    Complexity Issues
    3
    Deployment Issues
    3
    Difficult Setup
    3
    Lacking Features
    3
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    2021
    HQ Location
    San Francisco, California
    LinkedIn® Page
    www.linkedin.com
    89 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

TrueFoundry is a unified platform with an enterprise-grade AI Gateway - combining LLM, MCP, and Agent Gateway - to securely manage, route, and govern AI workloads across providers. Its agentic deploym

Users
No information available
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 47% Mid-Market
  • 38% Small-Business
TrueFoundry 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
28
Customer Support
20
User Interface
19
Deployment Ease
18
Easy Integrations
12
Cons
Missing Features
7
Complexity Issues
3
Deployment Issues
3
Difficult Setup
3
Lacking Features
3
Seller Details
Company Website
Year Founded
2021
HQ Location
San Francisco, California
LinkedIn® Page
www.linkedin.com
89 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

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

    Users
    • Software Engineer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 39% Enterprise
    • 36% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • AWS Bedrock Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    14
    Model Variety
    13
    Easy Integrations
    9
    Features
    8
    Integrations
    6
    Cons
    Expensive
    19
    Complexity Issues
    7
    Learning Curve
    5
    Limited Access
    5
    Model Issues
    5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2006
    HQ Location
    Seattle, WA
    Twitter
    @awscloud
    2,217,439 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    143,584 employees on LinkedIn®
    Ownership
    NASDAQ: AMZN
Product Description
How are these determined?Information
This description is provided by the seller.

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

Users
  • Software Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 39% Enterprise
  • 36% Mid-Market
AWS Bedrock Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
14
Model Variety
13
Easy Integrations
9
Features
8
Integrations
6
Cons
Expensive
19
Complexity Issues
7
Learning Curve
5
Limited Access
5
Model Issues
5
Seller Details
Year Founded
2006
HQ Location
Seattle, WA
Twitter
@awscloud
2,217,439 Twitter followers
LinkedIn® Page
www.linkedin.com
143,584 employees on LinkedIn®
Ownership
NASDAQ: AMZN

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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.

    Dynamiq is an end-to-end operating platform for agentic and GenAI applications. From model fine-tuning to multi-agent orchestration, we cover the entire GenAI lifecycle. Everything you need - from gua

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 71% Small-Business
    • 29% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Dynamiq 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
    5
    AI Integration
    3
    Deployment Ease
    3
    Features
    3
    Efficiency
    2
    Cons
    Missing Features
    2
    Integration Issues
    1
    Lack of Integration
    1
    Limited Features
    1
    Workflow Issues
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Dynamiq
    Year Founded
    2024
    Twitter
    @DynamiqAGI
    570 Twitter followers
    LinkedIn® Page
    www.linkedin.com
Product Description
How are these determined?Information
This description is provided by the seller.

Dynamiq is an end-to-end operating platform for agentic and GenAI applications. From model fine-tuning to multi-agent orchestration, we cover the entire GenAI lifecycle. Everything you need - from gua

Users
No information available
Industries
No information available
Market Segment
  • 71% Small-Business
  • 29% Mid-Market
Dynamiq 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
5
AI Integration
3
Deployment Ease
3
Features
3
Efficiency
2
Cons
Missing Features
2
Integration Issues
1
Lack of Integration
1
Limited Features
1
Workflow Issues
1
Seller Details
Seller
Dynamiq
Year Founded
2024
Twitter
@DynamiqAGI
570 Twitter followers
LinkedIn® Page
www.linkedin.com
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    From trained ML models to production-grade prediction services with just a few lines of code

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • BentoML 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
    Deployment Ease
    2
    Ease of Use
    2
    Features
    2
    Scalability
    2
    Customer Support
    1
    Cons
    Complex Setup
    2
    Complex Implementation
    1
    Complexity
    1
    Complexity Issues
    1
    Difficult Setup
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    BentoML
    Year Founded
    2019
    HQ Location
    San Francisco, US
    LinkedIn® Page
    www.linkedin.com
    16 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

From trained ML models to production-grade prediction services with just a few lines of code

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
BentoML 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
Deployment Ease
2
Ease of Use
2
Features
2
Scalability
2
Customer Support
1
Cons
Complex Setup
2
Complex Implementation
1
Complexity
1
Complexity Issues
1
Difficult Setup
1
Seller Details
Seller
BentoML
Year Founded
2019
HQ Location
San Francisco, US
LinkedIn® Page
www.linkedin.com
16 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Product Description Lamatic is a managed tech stack and orchestration platform that allows product teams to quickly deploy and easily manage production-grade custom APIs that deliver the AI functiona

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Lamatic
    Year Founded
    2023
    HQ Location
    Miami / Fort Lauderdale, US
    LinkedIn® Page
    www.linkedin.com
    16 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Product Description Lamatic is a managed tech stack and orchestration platform that allows product teams to quickly deploy and easily manage production-grade custom APIs that deliver the AI functiona

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
Seller Details
Seller
Lamatic
Year Founded
2023
HQ Location
Miami / Fort Lauderdale, US
LinkedIn® Page
www.linkedin.com
16 employees on LinkedIn®
Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Rayven's a low-code platform that enables you to build, deploy and scale powerful apps, AI tools + automations - fast. It's flexible, scalable, works with your existing technologies, and also gives yo

    Users
    No information available
    Industries
    • Information Technology and Services
    • Retail
    Market Segment
    • 37% Mid-Market
    • 28% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Rayven 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
    45
    Features
    36
    Automation
    34
    Customization
    30
    Simple
    26
    Cons
    Learning Curve
    18
    Difficult Learning
    17
    Learning Difficulty
    15
    Complex Setup
    11
    Setup Complexity
    11
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Rayven
    Year Founded
    2016
    HQ Location
    Sydney, AU
    Twitter
    @RayvenIOT
    53 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    28 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Rayven's a low-code platform that enables you to build, deploy and scale powerful apps, AI tools + automations - fast. It's flexible, scalable, works with your existing technologies, and also gives yo

Users
No information available
Industries
  • Information Technology and Services
  • Retail
Market Segment
  • 37% Mid-Market
  • 28% Small-Business
Rayven 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
45
Features
36
Automation
34
Customization
30
Simple
26
Cons
Learning Curve
18
Difficult Learning
17
Learning Difficulty
15
Complex Setup
11
Setup Complexity
11
Seller Details
Seller
Rayven
Year Founded
2016
HQ Location
Sydney, AU
Twitter
@RayvenIOT
53 Twitter followers
LinkedIn® Page
www.linkedin.com
28 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Opentune is a versatile web app that amplifies the capabilities of your Al models. Whether you are using chatbots, language models, or other Al-powered applications, Opentune can enhance their perform

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Opentune 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
    Chatbot Creation
    1
    Customization
    1
    Ease of Use
    1
    Flexibility
    1
    Model Variety
    1
    Cons
    Expensive
    1
    Poor Documentation
    1
    Poor Usability
    1
    Slow Performance
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Weboasis
    LinkedIn® Page
    www.linkedin.com
    1 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Opentune is a versatile web app that amplifies the capabilities of your Al models. Whether you are using chatbots, language models, or other Al-powered applications, Opentune can enhance their perform

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
Opentune 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
Chatbot Creation
1
Customization
1
Ease of Use
1
Flexibility
1
Model Variety
1
Cons
Expensive
1
Poor Documentation
1
Poor Usability
1
Slow Performance
1
Seller Details
Seller
Weboasis
LinkedIn® Page
www.linkedin.com
1 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    The Developer Platform For LoRA Fine-Tuning. Private. Powerful. Cost-Effective. The fastest, most efficient way to fine-tune and serve open-source AI models in your cloud.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Predibase 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
    Customization
    1
    Ease of Use
    1
    Efficiency
    1
    Features
    1
    Free Services
    1
    Cons
    Poor Customer Support
    1
    Poor UI
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Predibase
    HQ Location
    San Francisco, US
    LinkedIn® Page
    www.linkedin.com
    28 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

The Developer Platform For LoRA Fine-Tuning. Private. Powerful. Cost-Effective. The fastest, most efficient way to fine-tune and serve open-source AI models in your cloud.

Users
No information available
Industries
No information available
Market Segment
  • 100% Mid-Market
Predibase 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
Customization
1
Ease of Use
1
Efficiency
1
Features
1
Free Services
1
Cons
Poor Customer Support
1
Poor UI
1
Seller Details
Seller
Predibase
HQ Location
San Francisco, US
LinkedIn® Page
www.linkedin.com
28 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Our generative AI platform offers end-to-end solutions for your LLM development lifecycle. Generate high-quality, diverse data, experiment with prompts and models, evaluate your pipeline with automate

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Shaip Generative AI Platform 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
    Performance Satisfaction
    1
    Cons
    Accuracy Issues
    1
    AI Limitations
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Shaip
    Year Founded
    2018
    HQ Location
    Louisville, Kentucky
    Twitter
    @weareShaip
    237 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    331 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Our generative AI platform offers end-to-end solutions for your LLM development lifecycle. Generate high-quality, diverse data, experiment with prompts and models, evaluate your pipeline with automate

Users
No information available
Industries
No information available
Market Segment
  • 100% Mid-Market
Shaip Generative AI Platform 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
Performance Satisfaction
1
Cons
Accuracy Issues
1
AI Limitations
1
Seller Details
Seller
Shaip
Year Founded
2018
HQ Location
Louisville, Kentucky
Twitter
@weareShaip
237 Twitter followers
LinkedIn® Page
www.linkedin.com
331 employees on LinkedIn®