• HOME
  • CATEGORIES

    • CATEGORIES

    • Browse All Categories
  • FOR VENDORS

    • FOR VENDORS

    • Log In to Vendor Portal
    • Get Started
  • REVIEWS

    • REVIEWS

    • Write a Review
    • Product Reviews
    • Vendor Directory
    • Product Comparisons
  • GARTNER PEER COMMUNITY™
  • GARTNER.COM
  • Community GuidelinesListing GuidelinesBrowse VendorsRules of EngagementFAQPrivacyTerms of Service
    ©2026 Gartner, Inc. and/or its affiliates.
    All rights reserved.
  • Categories

    • Loading categories...

      Browse All Categories

      Loading markets...

  • For Vendors

    • Log In to Vendor Portal 

    • Get Started 

  • Write a Review

Join / Sign In
All Categories
/
AI Governance Platforms

AI Governance Platforms Reviews and Ratings

What are AI Governance Platforms?

Gartner defines AI governance platforms as tools designed to ensure organizations adhere to organization policy, regulations and industry standards across common responsible AI principles. These platforms allow leaders responsible for AI and other technical or business leaders to streamline governance processes organization wide and serve as a central repository for trust, risk and security controls. They also automate workflow approvals for new AI use cases, applications and to streamline governance processes organization wide. AI governance platforms support a wide range of AI techniques across built, blended, embedded and bring-your-own-AI applications.

Learn More About This Category
How Categories and Markets Are Defined

Product Listings

Filter by

Products 1 - 20 of 41
Sort by
Logo of OneTrust AI Governance

OneTrust AI Governance

By OneTrust

4.5
(2 Ratings)

OneTrust Data & AI Governance is a software designed to help organizations manage data and artificial intelligence initiatives by establishing governance frameworks across data assets. The software enables teams to inventory, classify, and control data usage, facilitating compliance with regulatory requirements and internal policies. It offers automated workflows for assessing data risks, supporting visibility into data lineage, and monitoring data activities. The software provides tools for orchestrating AI model documentation and review processes, fostering responsible AI deployment. By centralizing governance practices, the software helps mitigate risks, uphold data protection standards, and enhance transparency throughout data and AI lifecycles, supporting organizations in addressing regulatory and operational requirements related to data and AI management.

Show More Details
Logo of LogicGate Risk Cloud

LogicGate Risk Cloud

By LogicGate

4
(1 Rating)

LogicGate Risk Cloud is a no-code governance, risk, and compliance (GRC) platform that scales and adapts to your changing business needs and regulatory requirements. It provides solutions for every GRC use case from one integrated platform to help you build, evolve, and communicate a market-leading risk strategy and program.

Show More Details
Logo of TrustWorks

TrustWorks

By TrustWorks

4
(1 Rating)

TrustWorks Platform includes a Risk Management feature that helps organizations identify, assess, and mitigate privacy and AI-related risks with clarity and control. The platform provides structured guidance on risk types, severity, ownership, and recommended mitigation steps to support confident, informed decision-making.

With centralized tracking, teams gain visibility into current risks and their status across the organization. Pre-built templates simplify the creation and classification of common risks, helping maintain consistency and accelerate onboarding.

TrustWorks also offers AI-assisted mitigation suggestions, enabling faster response based on risk type and context. Mitigation measures can be assigned to specific owners or teams, tracked as actionable tasks, and monitored to completion, supporting cross-functional collaboration and efficient resolution.

Show More Details
Logo of Aiceberg

Aiceberg

By Aiceberg

Aiceberg is a software designed to assist organizations in building and managing artificial intelligence workflows. The software provides features for configuring, deploying, and monitoring AI models, and aims to streamline data science processes from development to production. Aiceberg offers tools for version control, collaboration, and experiment tracking, which help address business problems related to operationalizing machine learning and ensuring reproducibility in data analysis. The software is structured to integrate with existing technology stacks and supports scalability for varying data and performance requirements.

Be the first to .
Logo of Airia

Airia

By Airia

Airia is an enterprise AI security, orchestration, and governance platform designed to support the deployment and operation of AI systems across organizations. The platform provides controls for managing AI agents, models, applications, and data sources within centralized workflows.

Airia helps organizations address security, governance, and operational challenges associated with agentic and model-driven AI environments, including policy enforcement, access management, monitoring, and risk reduction. It is intended for use in regulated and complex enterprise settings where oversight, auditability, and control are required.

By integrating orchestration and governance capabilities, Airia supports organizations in operationalizing AI while maintaining consistency, visibility, and compliance across AI use cases.

Be the first to .
Logo of Asenion AI Management System

Asenion AI Management System

By Asenion

Asenion AI Management System is a software designed to facilitate the development, deployment, monitoring, and governance of artificial intelligence models in business environments. The software enables organizations to automate AI lifecycle processes, manage data integration, and ensure compliance with internal and external policies. It provides tools for version control, access management, and transparency in model operations, supporting traceability and audit requirements. The software addresses challenges related to scaling AI across various teams and projects by offering centralized model management, collaboration features, and integration capabilities with existing IT infrastructure. It is intended to help organizations optimize the administration and reliability of AI initiatives while maintaining operational oversight.

Be the first to .
Logo of Bigeye AI Trust Platform

Bigeye AI Trust Platform

By Bigeye

Bigeye is the data observability platform for large enterprises. Bigeye Data Observability strengthens data reliability by empowering data teams to quickly monitor, identify and resolve incidents across their entire enterprise data stack, including modern, legacy and hybrid environments. Our data observability platform is powered by cross-source column-level lineage that enables the automation of core observability workflows, helping data teams to quickly identify data incident impact and find root cause. Leading data driven enterprises use Bigeye to improve data trust and ensure the data powering their business stays reliable by default.

Be the first to .
Logo of Collibra Platform

Collibra Platform

By Collibra

Collibra frees your data from the constraints of silos by unifying data and AI governance across your entire ecosystem, regardless of source or compute engine, for ultimate flexibility in how you manage data. Our Collibra Platform gives you automated visibility, control and tracing from input through output, and it automates documentation and data traceability for AI use cases to power speed, data observability and safety. Our enterprise metadata graph enriches data context with every use, and our intuitive UX brings technical and business users into the fold to access and steward data.

Accelerate and strengthen every data and AI use case when everyone in your organization can trust, comply and consume.

Be the first to .
Logo of Coralogix

Coralogix

By Coralogix

Coralogix is a software that focuses on centralized log management and analytics for organizations needing to manage large volumes of log data across their cloud environments. The software enables users to ingest, parse, and analyze logs, metrics, and traces in real time, converting raw data into actionable insights. Coralogix automates the detection of anomalies, monitors application performance, and streamlines compliance reporting. The software provides features such as alerting, visualization, and querying through dashboards, supporting observability and troubleshooting efforts for DevOps, security, and engineering teams. Coralogix helps address challenges related to operational visibility, incident response, and system health monitoring within distributed infrastructure and applications.

Be the first to .
Logo of Cranium

Cranium

By Cranium

Cranium is software designed to support organizations in securing and managing their artificial intelligence and machine learning environments. The software offers features for monitoring, vulnerability management, and compliance focused on AI workflows and related infrastructure. Cranium provides capabilities to identify and assess risks associated with AI models, ensure adherence to governance frameworks, and streamline reporting for regulatory and security requirements. The software addresses the business problem of managing visibility and reducing risks in increasingly complex AI-driven operations by delivering centralized oversight and controls tailored to AI systems.

Be the first to .
Logo of Credo AI Governance Platform

Credo AI Governance Platform

By Credo AI

Credo AI Governance Platform is a software that provides organizations with tools to manage, monitor, and document the use of artificial intelligence systems across the enterprise. The software enables governance teams to assess AI models for compliance with internal policies and external regulations, facilitating the identification of potential risks and ethical concerns. It supports the creation of standardized workflows for model evaluation, risk assessment, and reporting, aiding teams in aligning AI systems with business objectives and regulatory requirements. The platform helps streamline coordination between technical and non-technical stakeholders by offering features for model inventory management, impact assessment, and audit-ready reporting. The software aims to address challenges related to transparency, accountability, and responsible AI deployment within complex organizational environments.

Be the first to .
Logo of Dataiku

Dataiku

By Dataiku

Dataiku is a single, end-to-end platform for building and managing analytics, models, and agents across your organization. It provides no-, low-, and full-code interfaces so data scientists, analysts, and business users can all build AI using their existing skills. Dataiku works with any cloud provider, data platform, and GenAI service, ensuring infrastructure freedom and avoiding vendor lock-in. Built-in governance and monitoring give you the visibility and control to confidently deploy AI at scale.

Be the first to .
Logo of DataRobot Agent Workforce Platform

DataRobot Agent Workforce Platform

By DataRobot

DataRobot is agentic AI for the workforce. Our agentic platform enables frontline/business teams to develop, deliver, and govern AI agents and applications that work intelligently and securely with core business processes, infrastructure, and systems — maximizing impact and minimizing risk for organizations across industries.

Be the first to .
Logo of Deeploy

Deeploy

By Deeploy

Deeploy is a software designed to facilitate responsible deployment and monitoring of machine learning models within organizations. This software provides a platform for managing, monitoring, and explaining AI models in production environments. It supports seamless integration with existing data science workflows, enabling version control, automated deployment, and detailed tracking of model performance. Deeploy includes features for monitoring model predictions, detecting data drift, and ensuring compliance with internal and external regulations. The software addresses challenges in operationalizing machine learning solutions by enabling transparency, traceability, and auditability of models, allowing organizations to maintain control and oversight throughout the model lifecycle.

Be the first to .
Logo of Domino Enterprise AI Platform

Domino Enterprise AI Platform

By Domino Data Lab

Domino Enterprise AI Platform is a software designed to enable data science, IT, and AI/ML teams to develop, deploy, and manage models within enterprise environments. The software provides a centralized platform for collaboration, reproducibility, and governance of data workflows, supporting various programming languages and tools. It integrates with existing infrastructure, facilitating access to scalable computing resources and version control for experiments. By streamlining model lifecycle management, the software addresses business challenges related to operationalizing artificial intelligence initiatives, ensuring compliance, and improving productivity across analytics-driven projects. Domino is the open platform to industrialize all AI and drive real outcomes — applications, models, and agents — by connecting your existing infrastructure to deliver value on a secure, scalable platform with built-in cost optimization and governance.

Be the first to .
Logo of Dynamo AI

Dynamo AI

By Dynamo AI

Dynamo AI is a software designed to support the development, deployment, and monitoring of artificial intelligence models for enterprise applications. The software provides tools for data processing, model training, evaluation, and performance tracking within machine learning workflows. It enables organizations to manage end-to-end AI model lifecycles, ensuring reproducibility, transparency, and compliance. Dynamo AI supports collaboration between data science teams and offers features for scalable model deployment and integration with existing IT systems. The software addresses challenges related to managing AI initiatives, including operationalizing models, maintaining governance, and monitoring outcomes to reduce risks in production environments.

Be the first to .
Logo of Enzai

Enzai

By Enzai

Enzai is a software that provides organizations with tools to manage governance and compliance for artificial intelligence systems. It offers features designed to help document model development processes, track compliance with regulatory requirements, and maintain audit logs throughout the lifecycle of AI models. The software supports workflow collaboration across teams, offering mechanisms for policy enforcement and risk assessment to address accountability in AI deployments. Enzai helps organizations establish and maintain visibility and control over their AI systems, aiming to support risk management and ensure operational alignment with applicable standards and regulations.

Be the first to .
Logo of FairNow

FairNow

By FairNow

FairNow is a software designed to analyze, identify, and mitigate biases in machine learning models. The software provides tools for fairness assessment, model transparency, and actionable insights for organizations developing AI systems. It enables users to monitor potential bias concerning protected attributes and facilitates compliance with fairness regulations. FairNow offers automated reporting and integrates with common machine learning frameworks, allowing data scientists and engineers to assess risk and improve model outputs. This software serves businesses addressing challenges in implementing ethical AI, supporting teams in reducing discrimination and increasing accountability within automated decision-making processes.

Be the first to .
Logo of HiddenLayer

HiddenLayer

By HiddenLayer

HiddenLayer's AI Security Platform secures agentic, generative, and predictive AI applications across the entire lifecycle, including AI discovery, AI supply chain security, AI attack simulation, and AI runtime security. Backed by patented technology and expert-driven adversarial AI research, HiddenLayer protects IP, ensures compliance, and enables safe adoption of AI at enterprise scale. The platform can be deployed via SaaS, On-prem, Air Gapped or hybrid to meet clients preferred integrations while being non-invasive.

Be the first to .
Logo of Holistic AI

Holistic AI

By Holistic AI

Holistic AI is a software that provides tools for organizations to manage and mitigate risks associated with artificial intelligence systems by offering assessment, monitoring, and compliance management capabilities. The software focuses on evaluating AI systems for governance, fairness, transparency, and regulatory adherence, enabling users to identify potential biases, monitor models post-deployment, and document compliance activities. Holistic AI assists organizations in navigating regulatory requirements related to AI by generating reports, facilitating audits, and maintaining records of conformity. This software aims to address business challenges related to trust, accountability, and regulatory exposure in the deployment and management of AI technologies.

Be the first to .

Features of AI Governance Platforms

Updated November 2025

Mandatory Features:

  • Automated Policy Compliance and Enforcement at Runtime: Provides centralized, automated management and enforcement of AI-specific policies via multiple guardrails, including control validation for AI-specific risks (e.g., bias, data leakage, trust, privacy, security), access controls, use case alignment and other enterprise policies, remediation recommendations and compliance reporting.

  • Audit: Provides comprehensive audit trails of actions taken in the platform and, where applicable, automatically logs all activities related to the AI life cycle.

  • Interoperability: Enables different systems, devices, applications or agents to work together exchanging and utilizing information effectively. Integrations could include the D&A governance platform, model observability tools, AI discovery tools, AI cybersecurity platforms (e.g., red teaming, scanning for all entries, prompt-injection checks), and AI project and ROI management tools.

  • AI Inventory/Catalog: Provides a centralized, discoverable registry of all AI use cases and AI services like SaaS services with embedded AI that can support multiple use cases. These use cases include applications, agents and models within the organization, including version history, metadata (purpose, data sources, algorithms), documentation (e.g., model cards or systems cards), ownership, development stage and deployment status.

  • Workflow and Approvals: Enables the automation of routine governance tasks such as new AI use case model, application or agent approval by a governing body; risk and security assessments internal to the organization or with third parties; approvals; testing procedures; and documentation generation. Facilitates communication and coordinated action among diverse stakeholders. Includes structured signoff, attestation and approval requirements.

  • Data Usage Mapping: Captures data mapping used by various AI entities and tracks the usage and misuse over time. This may also include ability to track the provenance of training data and interface with data governance platforms to include data lineage, classification, ownership and data observability information. This feature can be captured via the AI governance platform directly or via interoperability with a D&A governance platform.

  • Evidence Collection: Provides documentation for trust, risk and security assessments, testing and validation results (such as security, bias detection, model), risk and compliance remediation evidence.

  • Risk Management and Regulations: Provides AI features and risk cataloging applied to AI applications, models or use cases. Frameworks to classify, assess and mitigate AI-specific risks (bias, fairness, robustness, etc.) including content libraries that address unique regulations for AI and privacy (e.g., EU AI Act, GDPR) frameworks (e.g., NIST AI RMF) and standards (e.g., ISO 42001) as well as organization acceptable use and responsible AI policies (also called AI ethics policies).

Gartner Research

Market Guide for AI Governance Platforms

Top Trending Products

OneTrust AI GovernanceLogicGate Risk Cloud

Gartner Peer Insights content consists of the opinions of individual end users based on their own experiences, and should not be construed as statements of fact, nor do they represent the views of Gartner or its affiliates. Gartner does not endorse any vendor, product or service depicted in this content nor makes any warranties, expressed or implied, with respect to this content, about its accuracy or completeness, including any warranties of merchantability or fitness for a particular purpose.

This site is protected by hCaptcha and its Privacy Policy and Terms of Use apply.


Software reviews and ratings for EMMS, BI, CRM, MDM, analytics, security and other platforms - Peer Insights by Gartner
Community GuidelinesListing GuidelinesBrowse VendorsRules of EngagementFAQsPrivacyTerms of Use

©2026 Gartner, Inc. and/or its affiliates.

All rights reserved.