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Best Large Language Model Operationalization (LLMOps) Software - Page 4

Blue Bowen
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Researched and written by Blue Bowen

Large language model operationalization (LLMOps) platforms allow users to manage, monitor, and optimize large language models (LLM) as they are integrated into business applications.

These tools facilitate not only the deployment of LLMs but also their ongoing maintenance, fine-tuning, and iteration. With LLMOps software, businesses can deploy and operationalize LLMs built by data scientists, machine learning (ML) engineers, and developers to support a wide variety of use cases, from customer support chatbots to content generation.

LLMOps platforms automate deployment, monitor model health, performance, and accuracy, and adapt to changing data or business needs. Some of these platforms also support collaborative workflows to streamline team-based model development and maintenance, enabling businesses to scale LLM usage effectively and achieve measurable business impact.

Additionally, LLMOps tools often provide security, provisioning, and governance features, ensuring only authorized users can make version changes, adjust deployment settings, or access sensitive model data.

These platforms can differ based on the parts of the LLM lifecycle they focus on, such as prompt optimization, custom training, model evaluation, model deployment, and ongoing monitoring. Some tools also emphasize key aspects like model explainability, compliance adherence, and performance tracking.

Most LLMOps solutions are model-agnostic and support multiple frameworks, languages, and platforms to ensure seamless integration into existing business workflows. While some platforms may offer specific optimizations for particular LLMs or frameworks, others provide broader support for general-purpose use.

These tools may also include capabilities for augmenting training data, managing model drift, and supporting real-time inference for efficient LLM outputs.

Some LLMOps platforms offer centralized model management, allowing businesses to govern all their LLMs from a single interface. While similar to general MLOps platforms, LLMOps tools are specialized to address the unique operational needs of LLMs, focusing on performance optimization, security, and model-specific guardrails over a variety of language-based applications.

To qualify for inclusion in the Large Language Model Operationalization (LLMOps) category, a product must:

Offer a platform to monitor, manage, and optimize LLMs
Enable the integration of LLMs into business applications across an organization
Track the health, performance, and accuracy of deployed LLMs
Provide a comprehensive management tool to oversee all LLMs deployed across a business
Offer capabilities for security, access control, and compliance specific to LLM use
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Best Large Language Model Operationalization (LLMOps) Software At A Glance

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200 Listings in Large Language Model Operationalization (LLMOps) Available
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    Ollama.ai
    Year Founded
    2023
    HQ Location
    Palo Alto, US
    LinkedIn® Page
    www.linkedin.com
    43 employees on LinkedIn®
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No information available
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Market Segment
  • 100% Small-Business
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Ollama.ai
Year Founded
2023
HQ Location
Palo Alto, US
LinkedIn® Page
www.linkedin.com
43 employees on LinkedIn®
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    OpenRouter is a unified API gateway that provides developers and businesses with seamless access to a vast array of Large Language Models (LLMs from leading providers such as OpenAI, Anthropic, Google

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    Market Segment
    • 100% Mid-Market
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    Year Founded
    2023
    HQ Location
    N/A
    LinkedIn® Page
    www.linkedin.com
    19 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

OpenRouter is a unified API gateway that provides developers and businesses with seamless access to a vast array of Large Language Models (LLMs from leading providers such as OpenAI, Anthropic, Google

Users
No information available
Industries
No information available
Market Segment
  • 100% Mid-Market
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Year Founded
2023
HQ Location
N/A
LinkedIn® Page
www.linkedin.com
19 employees on LinkedIn®

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    This description is provided by the seller.

    A platform for AI developers to log, evaluate, and improve the quality of their LLM applications

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    Market Segment
    • 100% Small-Business
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  • Plum 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
    Efficiency
    1
    Performance Improvement
    1
    Cons
    Improvement Needed
    1
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    Plum AI
    Year Founded
    2024
    HQ Location
    New York, US
    LinkedIn® Page
    www.linkedin.com
    4 employees on LinkedIn®
Product Description
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This description is provided by the seller.

A platform for AI developers to log, evaluate, and improve the quality of their LLM applications

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
Plum 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
Efficiency
1
Performance Improvement
1
Cons
Improvement Needed
1
Seller Details
Seller
Plum AI
Year Founded
2024
HQ Location
New York, US
LinkedIn® Page
www.linkedin.com
4 employees on LinkedIn®
Entry Level Price:Free
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    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

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    • Information Technology and Services
    • Retail
    Market Segment
    • 40% Mid-Market
    • 30% Small-Business
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  • 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
    32
    Automation
    24
    Features
    23
    Simple
    20
    Customization
    18
    Cons
    Difficult Learning
    11
    Learning Curve
    11
    Learning Difficulty
    10
    Setup Complexity
    7
    Complex Setup
    6
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    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
  • 40% Mid-Market
  • 30% 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
32
Automation
24
Features
23
Simple
20
Customization
18
Cons
Difficult Learning
11
Learning Curve
11
Learning Difficulty
10
Setup Complexity
7
Complex Setup
6
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®
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    Shakudo ensures compatibility across data tools allowing companies to build the best data infrastructure for their needs. With Shakudo you can mix and match your data tooling to create a more reliable

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    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Connectivity
    2
    Data Integration
    2
    Ease of Use
    2
    Easy Integrations
    2
    Integrations
    2
    Cons
    Data Management Issues
    2
    Feature Limitations
    2
    Lacking Features
    2
    Limitations
    2
    Limited Features
    2
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    Shakudo
    Year Founded
    2021
    HQ Location
    Toronto, CA
    LinkedIn® Page
    ca.linkedin.com
    34 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Shakudo ensures compatibility across data tools allowing companies to build the best data infrastructure for their needs. With Shakudo you can mix and match your data tooling to create a more reliable

Users
No information available
Industries
No information available
Market Segment
  • 50% Small-Business
  • 50% Mid-Market
Shakudo 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
Connectivity
2
Data Integration
2
Ease of Use
2
Easy Integrations
2
Integrations
2
Cons
Data Management Issues
2
Feature Limitations
2
Lacking Features
2
Limitations
2
Limited Features
2
Seller Details
Seller
Shakudo
Year Founded
2021
HQ Location
Toronto, CA
LinkedIn® Page
ca.linkedin.com
34 employees on LinkedIn®
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    The AI powered translation agency! GPT for Enterprise! Best platform for complex needs using AI, LLM's and Business rules. Text generation, translations and AI. Textual.ai is suitable for enterpr

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    No information available
    Market Segment
    • 58% Small-Business
    • 25% Mid-Market
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  • Textual.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
    8
    Features
    5
    Performance Satisfaction
    3
    AI Integration
    2
    Simple
    2
    Cons
    Expensive
    3
    AI Limitations
    2
    Missing Features
    2
    Slow Performance
    2
    Error Handling
    1
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    Year Founded
    2014
    HQ Location
    Göteborg, Västra Götaland
    LinkedIn® Page
    www.linkedin.com
    9 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

The AI powered translation agency! GPT for Enterprise! Best platform for complex needs using AI, LLM's and Business rules. Text generation, translations and AI. Textual.ai is suitable for enterpr

Users
No information available
Industries
No information available
Market Segment
  • 58% Small-Business
  • 25% Mid-Market
Textual.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
8
Features
5
Performance Satisfaction
3
AI Integration
2
Simple
2
Cons
Expensive
3
AI Limitations
2
Missing Features
2
Slow Performance
2
Error Handling
1
Seller Details
Year Founded
2014
HQ Location
Göteborg, Västra Götaland
LinkedIn® Page
www.linkedin.com
9 employees on LinkedIn®
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    together.ai The fastest cloud platform for building and running generative AI.

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    Market Segment
    • 50% Enterprise
    • 50% Mid-Market
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  • Together 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
    Features
    2
    Ease of Use
    1
    Free Services
    1
    Implementation Ease
    1
    Integrations
    1
    Cons
    Limited Access
    1
    Slow Performance
    1
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    Year Founded
    2022
    HQ Location
    San Francisco, US
    LinkedIn® Page
    www.linkedin.com
    241 employees on LinkedIn®
Product Description
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This description is provided by the seller.

together.ai The fastest cloud platform for building and running generative AI.

Users
No information available
Industries
No information available
Market Segment
  • 50% Enterprise
  • 50% Mid-Market
Together 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
Features
2
Ease of Use
1
Free Services
1
Implementation Ease
1
Integrations
1
Cons
Limited Access
1
Slow Performance
1
Seller Details
Year Founded
2022
HQ Location
San Francisco, US
LinkedIn® Page
www.linkedin.com
241 employees on LinkedIn®
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    Article Summarizer saves you time and makes information more digestible by automatically creating short summaries of articles.

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    No information available
    Market Segment
    • 75% Mid-Market
    • 25% Small-Business
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  • Trieve 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
    Documentation
    1
    User Interface
    1
    Cons
    Learning Curve
    1
    Poor Customer Support
    1
    Poor Service Quality
    1
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    Trieve
    Year Founded
    2023
    HQ Location
    San Francisco, US
    LinkedIn® Page
    www.linkedin.com
    6 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Article Summarizer saves you time and makes information more digestible by automatically creating short summaries of articles.

Users
No information available
Industries
No information available
Market Segment
  • 75% Mid-Market
  • 25% Small-Business
Trieve 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
Documentation
1
User Interface
1
Cons
Learning Curve
1
Poor Customer Support
1
Poor Service Quality
1
Seller Details
Seller
Trieve
Year Founded
2023
HQ Location
San Francisco, US
LinkedIn® Page
www.linkedin.com
6 employees on LinkedIn®
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    Unify is the central platform for optimized LLM deployment. With a single API key and unified prompting syntax, Unify lets you call and benchmark all third-party LLM endpoint providers; find the endp

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    No information available
    Market Segment
    • 67% Small-Business
    • 33% Mid-Market
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  • Unify 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
    Customer Support
    1
    Ease of Use
    1
    Implementation Ease
    1
    Setup Ease
    1
    Time-Saving
    1
    Cons
    Error Management
    1
    Lack of Guidance
    1
    Lack of Tools
    1
    Learning Curve
    1
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    Unify AI
    Year Founded
    2022
    HQ Location
    London, GB
    Twitter
    @letsunifyai
    2,906 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    59 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Unify is the central platform for optimized LLM deployment. With a single API key and unified prompting syntax, Unify lets you call and benchmark all third-party LLM endpoint providers; find the endp

Users
No information available
Industries
No information available
Market Segment
  • 67% Small-Business
  • 33% Mid-Market
Unify 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
Customer Support
1
Ease of Use
1
Implementation Ease
1
Setup Ease
1
Time-Saving
1
Cons
Error Management
1
Lack of Guidance
1
Lack of Tools
1
Learning Curve
1
Seller Details
Seller
Unify AI
Year Founded
2022
HQ Location
London, GB
Twitter
@letsunifyai
2,906 Twitter followers
LinkedIn® Page
www.linkedin.com
59 employees on LinkedIn®
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    HQ Location
    N/A
    LinkedIn® Page
    www.linkedin.com
    1 employees on LinkedIn®
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N/A
LinkedIn® Page
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1 employees on LinkedIn®
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  • Product Description
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    Evaluate, tune, and serve the best LLMs for your business. If you can measure it, reinforcement learning can optimize it.

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    Year Founded
    2023
    HQ Location
    Paris, FR
    LinkedIn® Page
    www.linkedin.com
    33 employees on LinkedIn®
Product Description
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Evaluate, tune, and serve the best LLMs for your business. If you can measure it, reinforcement learning can optimize it.

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Industries
No information available
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No information available
Seller Details
Year Founded
2023
HQ Location
Paris, FR
LinkedIn® Page
www.linkedin.com
33 employees on LinkedIn®
Entry Level Price:Free
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    AICamp allows your entire team to work together in a shared and collaborative workspace, utilizing all premium AI models. Empower your entire organization with role-based access and detailed AI usage

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    No information available
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    No information available
    Market Segment
    • 100% Small-Business
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    AICamp
    LinkedIn® Page
    www.linkedin.com
    1 employees on LinkedIn®
Product Description
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AICamp allows your entire team to work together in a shared and collaborative workspace, utilizing all premium AI models. Empower your entire organization with role-based access and detailed AI usage

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
Seller Details
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AICamp
LinkedIn® Page
www.linkedin.com
1 employees on LinkedIn®
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    AI Gateway is a secure, enterprise-grade access layer that enables safe, compliant, and controlled use of AI across the organization.

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    N/A
    LinkedIn® Page
    www.linkedin.com
    1 employees on LinkedIn®
Product Description
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AI Gateway is a secure, enterprise-grade access layer that enables safe, compliant, and controlled use of AI across the organization.

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HQ Location
N/A
LinkedIn® Page
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1 employees on LinkedIn®
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    Aipify
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    LinkedIn® Page
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    1 employees on LinkedIn®
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Aipify
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1 employees on LinkedIn®
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    ai.work is the AI workforce platform for internal operations teams. Instead of traditional ticketing systems, forms, and fragmented processes, ai.work gives IT, Procurement, and HR Ops their own AI wo

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    ai.work
    Year Founded
    2024
    HQ Location
    N/A
    LinkedIn® Page
    www.linkedin.com
    15 employees on LinkedIn®
Product Description
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ai.work is the AI workforce platform for internal operations teams. Instead of traditional ticketing systems, forms, and fragmented processes, ai.work gives IT, Procurement, and HR Ops their own AI wo

We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
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No information available
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Seller
ai.work
Year Founded
2024
HQ Location
N/A
LinkedIn® Page
www.linkedin.com
15 employees on LinkedIn®