Responsible AI Platforms 2026 RadarView™

June, 2026

This RadarView™ helps enterprises reimagine their business road maps and streamline workflows using responsible AI (RAI) on their journey toward hyperconvergence. It offers a detailed assessment of 14 RAI platform providers. Each profile gives an overview of the platform provider, its products and modules, and a list of clients and partnerships, along with brief client case studies. Each profile concludes with analyst insights on the provider’s product maturity and future-proofing.

Why read this RadarView?

RAI platforms are becoming a core enterprise requirement as AI systems gain greater autonomy and business-critical decision-making responsibilities. Rising AI incidents, evolving regulations, and growing concerns around agent behavior are pushing organizations to strengthen governance, monitoring, and risk controls across the AI life cycle. This is driving a new wave of innovation across the AI ecosystem, with providers introducing capabilities for agent observability, governance automation, runtime controls, and AI security to support safe and scalable deployment.

The Responsible AI Platforms 2026 RadarView™ highlights key supply-side trends in the RAI space and Avasant’s viewpoint on them. It aids companies in identifying top platform vendors building RAI solutions. It also offers an analysis of each platform provider’s capabilities in technology and delivery support, enabling organizations to select the right strategic partners for RAI.

Featured providers

This RadarView includes a detailed analysis of the following intelligent Responsible AI platform vendors: Asenion, Collibra, Coralogix, Credo AI, Dataiku, Domino, Enkrypt AI, Fiddler AI, Holistic AI, IBM, Lakera, ModelOp, Modulos, and Monitaur

Methodology

Our evaluation is based on primary input from platform providers, focused briefings, public disclosures, validation from their clients, and Avasant’s ongoing market interactions. The assessment is across the two dimensions of product maturity and future-proofing, leading to our recognition of those platform providers that have brought the most value to the market over the past 12 months.

Table of contents

About the report (Pages 3–5)

Executive summary (Pages 6–11)

    • Defining responsible AI platforms
    • Avasant recognizes 14 top-tier vendors offering Responsible AI platforms
    • Platform provider comparison
    • Tech pioneer comparison

Supply-side trends (Pages 12–15)

    • RAI vendors are augmenting agentic AI governance capabilities through new features focused on observability, runtime intervention, and AI agent security.
    • They are expanding platform portfolios through acquisitions across AI security, compliance, and observability.
    • RAI is evolving into a cross-ecosystem priority, with multiple stakeholder groups advancing governance, security, and operational oversight capabilities.

Platform provider profiles (Pages 16–42)

    • Detailed profiles providing a 360-degree view of the following service providers: Asenion, Collibra, Coralogix, Credo AI, Dataiku, Domino, Enkrypt AI, Fiddler AI, Holistic AI, IBM, Lakera, ModelOp, Modulos, and Monitaur.

Appendix: About RadarView (Pages 43–46)

    • RadarView assessment
    • Research methodology and coverage
    • Interpretation of classification

Key contacts (Page 47)


Read the Research Byte based on this report. Please refer to Avasant’s Responsible AI Platforms 2026 Market Insights™ for detailed insights on the enterprises and demand-side trends.

CONTACT US

DISCLAIMER:

Avasant’s research and other publications are based on information from the best available sources and Avasant’s independent assessment and analysis at the time of publication. Avasant takes no responsibility and assumes no liability for any error/omission or the accuracy of information contained in its research publications. Avasant does not endorse any provider, product or service described in its RadarView™ publications or any other research publications that it makes available to its users, and does not advise users to select only those providers recognized in these publications. Avasant disclaims all warranties, expressed or implied, including any warranties of merchantability or fitness for a particular purpose. None of the graphics, descriptions, research, excerpts, samples or any other content provided in the report(s) or any of its research publications may be reprinted, reproduced, redistributed or used for any external commercial purpose without prior permission from Avasant, LLC. All rights are reserved by Avasant, LLC.

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