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Best Large Language Model Operationalization (LLMOps) Software with Guardrails & Policies Capabilities

Below are the top-rated Large Language Model Operationalization (LLMOps) Software with Guardrails & Policies capabilities, as verified by G2’s Research team. Real users have identified Guardrails & Policies 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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9 Listings in Large Language Model Operationalization (LLMOps) Available
(183)4.4 out of 5
4th Easiest To Use in Large Language Model Operationalization (LLMOps) software
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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.

    Dataiku is the Universal AI Platform, giving organizations control over their AI talent, processes, and technologies to unleash the creation of analytics, models, and agents. Aggressively agnostic, it

    Users
    • Data Scientist
    • Data Analyst
    Industries
    • Financial Services
    • Pharmaceuticals
    Market Segment
    • 61% Enterprise
    • 21% 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.
    • Dataiku is a platform that manages the entire data pipeline from data preparation to machine learning and deployment, allowing both technical and non-technical users to collaborate.
    • Users like the platform's ease of use, its ability to manage code and datasets visually, its AI-driven operation, its strong version control, and its no-code feature that aids those uncomfortable with coding.
    • Users reported issues with the platform feeling heavy for smaller projects, a steep initial learning curve, high licensing costs for small companies, limitations in scalability and integration, performance issues, and a lack of comprehensive documentation and tutorials.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Dataiku 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
    82
    Features
    80
    Usability
    43
    Easy Integrations
    41
    Productivity Improvement
    41
    Cons
    Learning Curve
    42
    Steep Learning Curve
    25
    Slow Performance
    22
    Difficult Learning
    20
    Expensive
    20
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Dataiku
    Company Website
    Year Founded
    2013
    HQ Location
    New York, NY
    Twitter
    @dataiku
    23,026 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,411 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Dataiku is the Universal AI Platform, giving organizations control over their AI talent, processes, and technologies to unleash the creation of analytics, models, and agents. Aggressively agnostic, it

Users
  • Data Scientist
  • Data Analyst
Industries
  • Financial Services
  • Pharmaceuticals
Market Segment
  • 61% Enterprise
  • 21% 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.
  • Dataiku is a platform that manages the entire data pipeline from data preparation to machine learning and deployment, allowing both technical and non-technical users to collaborate.
  • Users like the platform's ease of use, its ability to manage code and datasets visually, its AI-driven operation, its strong version control, and its no-code feature that aids those uncomfortable with coding.
  • Users reported issues with the platform feeling heavy for smaller projects, a steep initial learning curve, high licensing costs for small companies, limitations in scalability and integration, performance issues, and a lack of comprehensive documentation and tutorials.
Dataiku 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
82
Features
80
Usability
43
Easy Integrations
41
Productivity Improvement
41
Cons
Learning Curve
42
Steep Learning Curve
25
Slow Performance
22
Difficult Learning
20
Expensive
20
Seller Details
Seller
Dataiku
Company Website
Year Founded
2013
HQ Location
New York, NY
Twitter
@dataiku
23,026 Twitter followers
LinkedIn® Page
www.linkedin.com
1,411 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
    4,078 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    549 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
4,078 Twitter followers
LinkedIn® Page
www.linkedin.com
549 employees on LinkedIn®

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  • Overview
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  • 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
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Portkey is the essential control panel for AI-powered applications, trusted by thousands of dev teams worldwide. Our comprehensive suite includes: - AI Gateway: Seamlessly manage and route your AI re

    Users
    No information available
    Industries
    • Computer Software
    Market Segment
    • 53% Small-Business
    • 41% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Portkey 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
    Easy Integrations
    8
    Ease of Use
    7
    Integrations
    7
    Cost Optimization
    6
    Features
    6
    Cons
    Poor Documentation
    4
    Software Bugs
    4
    Limited Features
    3
    Missing Features
    3
    Alert Issues
    2
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Portkey
    Year Founded
    2023
    HQ Location
    San Francisco, US
    LinkedIn® Page
    www.linkedin.com
    25 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Portkey is the essential control panel for AI-powered applications, trusted by thousands of dev teams worldwide. Our comprehensive suite includes: - AI Gateway: Seamlessly manage and route your AI re

Users
No information available
Industries
  • Computer Software
Market Segment
  • 53% Small-Business
  • 41% Mid-Market
Portkey 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
Easy Integrations
8
Ease of Use
7
Integrations
7
Cost Optimization
6
Features
6
Cons
Poor Documentation
4
Software Bugs
4
Limited Features
3
Missing Features
3
Alert Issues
2
Seller Details
Seller
Portkey
Year Founded
2023
HQ Location
San Francisco, US
LinkedIn® Page
www.linkedin.com
25 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.

    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
    • 62% Small-Business
    • 26% 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
    Features
    13
    Model Variety
    11
    AI Technology
    9
    Ease of Use
    9
    User Interface
    9
    Cons
    Expensive
    8
    Complexity
    4
    Poor UI Design
    4
    UX Improvement
    4
    Difficult Learning
    3
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Clarifai
    Year Founded
    2013
    HQ Location
    Wilmington, Delaware
    Twitter
    @clarifai
    10,843 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.

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
  • 62% Small-Business
  • 26% 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
Features
13
Model Variety
11
AI Technology
9
Ease of Use
9
User Interface
9
Cons
Expensive
8
Complexity
4
Poor UI Design
4
UX Improvement
4
Difficult Learning
3
Seller Details
Seller
Clarifai
Year Founded
2013
HQ Location
Wilmington, Delaware
Twitter
@clarifai
10,843 Twitter followers
LinkedIn® Page
www.linkedin.com
94 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Autoblocks AI is a cloud-based workspace that enables product teams to collaboratively evaluate, test, and improve their GenAI/LLM products.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 50% Mid-Market
    • 25% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Autoblocks 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
    3
    User Interface
    2
    Collaboration
    1
    Customer Support
    1
    Customization
    1
    Cons
    Complexity Issues
    1
    Limited Access
    1
    Limited Customization
    1
    Workflow Issues
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    LinkedIn® Page
    www.linkedin.com
    1 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Autoblocks AI is a cloud-based workspace that enables product teams to collaboratively evaluate, test, and improve their GenAI/LLM products.

Users
No information available
Industries
No information available
Market Segment
  • 50% Mid-Market
  • 25% Enterprise
Autoblocks 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
3
User Interface
2
Collaboration
1
Customer Support
1
Customization
1
Cons
Complexity Issues
1
Limited Access
1
Limited Customization
1
Workflow Issues
1
Seller Details
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.

    Preamble AI Trust Platform (ATP) delivers the only fully integrated GenAI platform that streamlines AI security, compliance, and growth—without the complexity or cost of multiple tools. As the team th

    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.
    Industries
    No information available
    Market Segment
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Preamble
    Year Founded
    2020
    HQ Location
    Pittsburgh, US
    Twitter
    @PreambleAI
    719 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    5 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Preamble AI Trust Platform (ATP) delivers the only fully integrated GenAI platform that streamlines AI security, compliance, and growth—without the complexity or cost of multiple tools. As the team th

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.
Industries
No information available
Market Segment
No information available
Seller Details
Seller
Preamble
Year Founded
2020
HQ Location
Pittsburgh, US
Twitter
@PreambleAI
719 Twitter followers
LinkedIn® Page
www.linkedin.com
5 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    The Robust Intelligence Model Engine (RIME) helps your team secure your AI lifecycle and prevent AI Failure. Run hundreds of tests to automatically identify implicit assumptions and failures of

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Cisco
    Year Founded
    1984
    HQ Location
    San Jose, CA
    Twitter
    @Cisco
    721,895 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    95,148 employees on LinkedIn®
    Ownership
    NASDAQ:CSCO
Product Description
How are these determined?Information
This description is provided by the seller.

The Robust Intelligence Model Engine (RIME) helps your team secure your AI lifecycle and prevent AI Failure. Run hundreds of tests to automatically identify implicit assumptions and failures of

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
Seller Details
Seller
Cisco
Year Founded
1984
HQ Location
San Jose, CA
Twitter
@Cisco
721,895 Twitter followers
LinkedIn® Page
www.linkedin.com
95,148 employees on LinkedIn®
Ownership
NASDAQ:CSCO
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Roli is an intelligent infrastructure that simplifies, secures, and scales your apps.

    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.
    Industries
    No information available
    Market Segment
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Roli AI
    Year Founded
    2023
    HQ Location
    Boston, US
    LinkedIn® Page
    www.linkedin.com
    3 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Roli is an intelligent infrastructure that simplifies, secures, and scales your apps.

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.
Industries
No information available
Market Segment
No information available
Seller Details
Seller
Roli AI
Year Founded
2023
HQ Location
Boston, US
LinkedIn® Page
www.linkedin.com
3 employees on LinkedIn®