Best AI Governance Tools of 2026 - Reviews & Comparison

Cyclr

Cyclr is an embedded integration toolkit (embedded iPaaS) for creating, managing and publishing white-labelled integrations directly into your SaaS application. With a low-code, visual integration builder and a fully featured unified API for developers, all teams can impact integration creation and delivery. Flexible deployment methods include an in-app Embedded integration marketplace, where you can push your new integrations live, for your users to self serve, in minutes. Cyclr's fully multi-tenanted architecture helps you scale your integrations with security fully built in - you can even opt for Private deployments (managed or in your infrastructure). Accelerate your AI strategy by Creating and publishing your own MCP Servers too, so you can make your SaaS usable inside LLMs. We help take the hassle out of delivering your users' integration needs.

Starting Price: $1599 per month

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Domino Enterprise AI Platform

Domino Data Lab

Domino is an enterprise AI platform designed to help organizations build, deploy, and scale AI systems that deliver real business outcomes. It provides end-to-end support for the AI lifecycle, from data science experimentation to production deployment and governance. The platform enables teams to access data, tools, and compute resources through a self-service environment with built-in IT controls. Domino supports the development of machine learning models, generative AI applications, and AI agents using preferred tools and frameworks. It also includes governance features such as model tracking, audit trails, and policy enforcement to ensure compliance and transparency. With hybrid and multi-cloud capabilities, organizations can run AI workloads across on-premises and cloud environments. Overall, Domino helps enterprises operationalize AI at scale while maintaining control, security, and efficiency.

1 Rating

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Dataiku

Dataiku is an enterprise AI platform designed to help organizations move from fragmented AI efforts to fully scalable and governed AI success. It brings together people, data, and technology into a single system that enables collaboration between domain experts and technical teams. The platform allows users to build, deploy, and manage AI models, analytics workflows, and AI agents with greater efficiency. Dataiku emphasizes orchestration by connecting data sources, applications, and machine learning processes into unified pipelines. It also provides strong governance capabilities, helping organizations monitor performance, control costs, and reduce risks across AI initiatives. Businesses across industries use Dataiku to modernize analytics, automate workflows, and scale machine learning across teams. With proven results from global enterprises, the platform supports faster innovation and measurable ROI through AI-driven solutions.

1 Rating

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OneTrust Privacy Automation

OneTrust

Go beyond compliance and build trust through transparency, choice, and control. People demand greater control of their data, unlocking an opportunity for organizations to use these moments to build trust and deliver more valuable experiences. We provide privacy and data governance automation to help organizations better understand their data across the business, meet regulatory requirements, and operationalize risk mitigation to provide transparency and choice to individuals. Achieve data privacy compliance faster and build trust in your organization. Our platform helps break down silos across processes, workflows, and teams to operationalize regulatory compliance and enable trusted data use. Build proactive privacy programs rooted in global best practices, not reactive to individual regulations. Gain visibility into unknown risks to drive mitigation and risk-based decision making. Respect individual choice and embed privacy and security by default into the data lifecycle.

1 Rating

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Montro

Montro AI

Montro is an AI Governance and SaaS Intelligence platform that helps organisations discover, classify, and manage AI systems and SaaS applications across their environment. The platform provides visibility into software usage, including unapproved AI and SaaS tools, helping teams understand technology adoption and assess associated risks. Montro supports organisations in aligning with regulatory requirements such as the EU AI Act, DORA, NIS2, and GDPR. With continuous discovery, risk assessment, and governance workflows, the platform reduces manual compliance work, improves oversight, and supports audit preparation.

1 Rating

Starting Price: €199/month

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Pangea

Pangea is the first Security Platform as a Service (SPaaS) delivering comprehensive security functionality which app developers can leverage with a simple call to Pangea’s APIs. The platform offers foundational security services such as Authentication, Authorization, Audit Logging, Secrets Management, Entitlement and Licensing. Other security functions include PII Redaction, Embargo, as well as File, IP, URL and Domain intelligence. Just as you would use AWS for compute, Twilio for communications, or Stripe for payments - Pangea provides security functions directly into your apps. Pangea unifies security for developers, delivering a single platform where API-first security services are streamlined and easy for any developer to deliver secure user experiences.

Starting Price: $0

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Coder

Coder is the AI software development company leading the future of autonomous coding. We empower teams to build software faster, more securely, and at scale through the collaboration of AI coding agents and human developers. Our mission is to make agentic AI a safe, trusted, and integral part of every software development lifecycle. Coder’s self-hosted Cloud Development Environment (CDE) is the foundation for deploying agentic AI in the enterprise. It provides a secure, standardized, and governed workspace to deploy autonomous coding agents alongside human developers, accelerating innovation while maintaining control and compliance. Coder's isolated, policy-driven environments improve productivity, cut cloud costs, and reduce data risks. Developers transition to AI at their own pace using their own tools. Platform and security teams can govern, audit, and manage a great developer experience at scale.

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Modulos AI Governance Platform

Modulos AG

Modulos AG, founded in 2018, is a Swiss pioneer in Responsible AI Governance and the first AI Governance platform to achieve ISO 42001 certification. With a mission to empower organizations to govern AI products and services responsibly in regulated environments, Modulos streamlines and accelerates the AI compliance process. The platform enables businesses to efficiently manage risks and align with key regulatory frameworks like the EU AI Act, NIST AI RMF, ISO 42001, and more. As a result, Modulos helps clients avoid economic, legal, and reputational risks, fostering trust and long-term success in their AI initiatives.

Starting Price: 15k

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Google Cloud Knowledge Catalog

Google

Knowledge Catalog is an AI-powered data catalog from Google Cloud that helps organizations manage and understand their entire data ecosystem. It automatically extracts semantics from both structured and unstructured data to build a dynamic context graph. This enables better data discovery, governance, and context-aware insights across the enterprise. The platform helps reduce AI hallucinations by grounding models in accurate, enterprise-specific data. It provides tools for tracking data lineage, profiling data, and measuring data quality. Users can also create business glossaries and enrich metadata to improve data usability. Knowledge Catalog integrates with various Google Cloud services and supports both analytics and AI-driven workflows. Overall, it enhances data visibility, governance, and trust across organizations.

Starting Price: $0.060 per hour

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Kosmoy

Kosmoy is an AI governance and management platform for enterprise AI in production. It connects four layers of control: inventory, monitoring, governance and action control. Register AI systems, models, agents and MCP servers with owners and risk assessments. Monitor usage, costs and behaviour across applications. Apply access controls, guardrails, routing and logging to LLM, MCP and agent-to-agent traffic through an AI Gateway. Use Action Capsule to isolate autonomous agent actions with runtime controls and a kill switch. Deploy in your own Kubernetes environment, in the cloud or on premises. Built for AI platform, security, risk and compliance teams that need shared operational evidence and control.

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VerifyWise

VerifyWise is an open-source AI governance platform that helps organizations document, assess, and manage their AI systems in a transparent and structured way. Built to support compliance with frameworks like ISO/IEC 42001, NIST AI RMF, and the EU AI Act, it offers a centralized registry where teams can log every AI system, along with its purpose, model type, deployment details, and risk classification. Whether it’s a large language model, a computer vision system, or a rules-based tool, VerifyWise helps you keep track of everything in one place. The platform’s open-source nature means it’s fully self-hostable and adaptable. Organizations can audit the code, contribute improvements, and extend functionality to meet specific needs. Security is built-in, with automated checks for credential leaks, license issues, and dependency vulnerabilities. It supports external contributions while maintaining high code quality standards, making it ideal for both public and private sector use.

Starting Price: $129/month

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rawctx

rawctx is an AI answer evidence layer for teams shipping customer-facing AI assistants, copilots, and agents. It records each answer with the approved meaning reference, source/context references, model-run metadata, trace IDs, correction history, and exportable proof bundles. Teams can audit why an AI answer was shown, which evidence and business definition it used, what changed after review, and whether trust proof status is anchored, pending, or local-only. rawctx supports answer audit logs, JSON/CSV/proof exports, source_ref evidence binding, and public or private verification workflows for high-stakes support, sales, finance, legal, and operations use cases.

Starting Price: $9.99/1000logs

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SAP LeanIX

SAP

SAP LeanIX is an enterprise architecture and transformation management platform that helps organizations make smarter, faster business decisions. It provides complete visibility into a company’s software landscape—whether purchased, planned, or developed—to enable better risk management, modernization, and strategic planning. By serving as a single source of truth, SAP LeanIX aligns IT and business leaders around shared goals and supports efficient ERP and digital transformations. Its generative AI-powered features, like the AI-assisted Inventory Builder, drastically reduce manual data entry and accelerate architecture documentation. The platform also helps identify risks, optimize applications, and manage dependencies across complex IT ecosystems. Trusted by global enterprises like Volkswagen, Bosch, DHL, and Workday, SAP LeanIX empowers companies to transform confidently and achieve continuous operational excellence.

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Alice

Alice (formerly ActiveFence) is a security, safety, and trust platform built to protect AI systems and online platforms in the GenAI era. Powered by the world’s largest adversarial intelligence dataset, Alice safeguards over 3 billion users across more than 120 languages. Its Rabbit Hole intelligence engine continuously analyzes billions of toxic and manipulative data samples to detect emerging threats in real time. The WonderSuite platform includes tools like WonderBuild for pre-launch stress testing, WonderFence for runtime guardrails, and WonderCheck for automated red-teaming. By defending against prompt injection, jailbreaks, governance gaps, and harmful AI behavior, Alice enables enterprises and foundation model labs to innovate with confidence.

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IBM Cloud Pak for Data

IBM

The biggest challenge to scaling AI-powered decision-making is unused data. IBM Cloud Pak® for Data is a unified platform that delivers a data fabric to connect and access siloed data on-premises or across multiple clouds without moving it. Simplify access to data by automatically discovering and curating it to deliver actionable knowledge assets to your users, while automating policy enforcement to safeguard use. Further accelerate insights with an integrated modern cloud data warehouse. Universally safeguard data usage with privacy and usage policy enforcement across all data. Use a modern, high-performance cloud data warehouse to achieve faster insights. Empower data scientists, developers and analysts with an integrated experience to build, deploy and manage trustworthy AI models on any cloud. Supercharge analytics with Netezza, a high-performance data warehouse.

Starting Price: $699 per month

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Datatron

Datatron offers tools and features built from scratch, specifically to make machine learning in production work for you. Most teams discover that there’s more to just deploying models, which is already a very manual and time-consuming task. Datatron offers single model governance and management platform for all of your ML, AI, and Data Science models in production. We help you automate, optimize, and accelerate your ML models to ensure that they are running smoothly and efficiently in production. Data Scientists use a variety of frameworks to build the best models. We support anything you’d build a model with ( e.g. TensorFlow, H2O, Scikit-Learn, and SAS ). Explore models built and uploaded by your data science team, all from one centralized repository. Create a scalable model deployment in just a few clicks. Deploy models built using any language or framework. Make better decisions based on your model performance.

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Portkey

Portkey.ai

Launch production-ready apps with the LMOps stack for monitoring, model management, and more. Replace your OpenAI or other provider APIs with the Portkey endpoint. Manage prompts, engines, parameters, and versions in Portkey. Switch, test, and upgrade models with confidence! View your app performance & user level aggregate metics to optimise usage and API costs Keep your user data secure from attacks and inadvertent exposure. Get proactive alerts when things go bad. A/B test your models in the real world and deploy the best performers. We built apps on top of LLM APIs for the past 2 and a half years and realised that while building a PoC took a weekend, taking it to production & managing it was a pain! We're building Portkey to help you succeed in deploying large language models APIs in your applications. Regardless of you trying Portkey, we're always happy to help!

Starting Price: $49 per month

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CoComply

CoComply’s Certification Platform provides a top-down view of data and AI criticality, guiding organizations through a four-phase process to achieve governance, certification, and monetization readiness for their data and AI assets. Designed to streamline Data and AI Governance, the platform helps organizations organize, manage, and certify their assets in alignment with regulatory standards and compliance requirements. The platform is powered by two key modules: 1) Regulatory Intelligence 2) Certification Management CoComply provides organizations with a systematic pathway to achieve compliance, audit readiness, and certification of their data and AI assets. Since 2008 more than 200 data and AI use cases have been certified for compliance, risk and monetization by using our certification framework.

Starting Price: $999

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Tenable One AI Exposure

Tenable

Tenable One AI Exposure is an agentless, enterprise-grade solution embedded within the Tenable One exposure management platform that provides visibility, context, and control over how teams use generative AI tools like ChatGPT Enterprise and Microsoft Copilot. It enables organizations to monitor user interactions with AI platforms, including who is using them, what data is involved, and how workflows are executed, while detecting and remediating risks such as misconfigurations, unsafe integrations, and exposure of sensitive information (like PII, PCI, or proprietary enterprise data). It also defends against prompt injections, jailbreak attempts, policy violations, and other advanced threats by enforcing security guardrails without disrupting operations. Supported across major AI platforms and deployed in minutes with no downtime, Tenable AI Exposure helps organizations govern AI usage as a core part of their cyber risk strategy.

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Velatir

Velatir is an AI-governance platform designed to bridge advanced AI systems with compliance and human oversight. We provide human-in-the-loop governance that turns regulation from a barrier into an enabler. Using a smart policy engine, intelligent routing, seamless approval workflows (via Slack, Teams, email, or web), and full audit logging, Velatir ensures AI adoption is safe, explainable, and scalable. Built on a 100 % EU-based stack, we help operations, IT, and compliance teams manage risk, compliance, and efficiency.

Starting Price: 98 EUR/month

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DueDel

DueDel is an enterprise-grade intelligence platform that unifies AI risk assessment, AI guardrails, and data protection into one secure, compliant ecosystem. The AI Risk Assessment Tool converts complex data into decision-ready summaries, detects early risk signals, uncovers market trends, and delivers predictive insights for investors, executives, and compliance teams. The Data Protection Fabric ensures no sensitive data ever reaches AI models by applying encryption, tokenization, and redaction—maintaining full compliance with RBI, SEBI, DPDP, and internal policies. The AI Guardrail Gateway gives complete control over what AI sees and generates, blocking harmful prompts, preventing hallucinations, enforcing policy-based routing, and securing external LLM usage with audit-grade logs. Together, DueDel enables regulated enterprises to govern AI safely while making faster, smarter, and fully compliant financial decisions.

Starting Price: $0

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Enkrypt AI

Enkrypt AI is an enterprise AI security, compliance, and governance platform purpose-built to secure LLMs, AI agents, multimodal systems, and MCP workflows. Serving enterprises in finance, healthcare, insurance, and government, Enkrypt AI helps organizations ship fast, ship safe, and stay ahead. The platform covers the full AI security lifecycle: Guardrails: Ultra-low latency (sub-50ms) policy-based guardrails prevent prompt injection, sensitive data exposure, unsafe outputs, and non-compliant agent behavior in real time. Red Teaming: Policy-driven, multimodal attack simulation across LLMs and AI agents before deployment. MCP Security: MCP Scan Hub and Secure MCP Gateway protect MCP servers, tools, and agent toolchains end-to-end. Compliance: Continuous monitoring against NIST AI RMF, OWASP LLM Top 10, EU AI Act, HIPAA, and FINRA. ISO 27001 & SOC 2 Type II certified. Gartner Cool Vendor 2025.

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AICtrlNet

Bodaty LLC

AICtrlNet enforces AI governance instead of only observing it. Unlike tools that score or monitor AI risk, it runs the work — orchestrating AI agents, humans (as first-class agents, not just approval gates), and enterprise systems under a unified governance model. Model-independent across OpenAI, Claude, Gemini, and local runtimes (Ollama, vLLM). A 6-phase Control Spectrum sets autonomy per workflow and agent. Ships 43 role-configured agent templates and 177+ workflow templates across 41 industry packs. Runs n8n, Zapier, and Make as nodes rather than replacing them. Supports HIPAA, GDPR, SOC2, and EU AI Act via design-time governance and audit-grade accountability. Open-core editions: Community (MIT, free, self-hostable) ships the core platform; Business adds ML-enhanced governance and risk scoring; Enterprise adds multi-tenancy and federation. Access via the HitLai visual no-code interface, REST API, or MCP.

Starting Price: $599/month

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AI Sigil

AI Sigil is an AI governance, risk and compliance platform. It carries a maintained library of 28 AI regulatory frameworks: the EU AI Act plus 27 national and state AI laws. You register each AI system with its components (use cases, models, data, interfaces, actions), and the platform works out which regulations apply, classifies the system by role and risk tier, and derives the obligations, recomputing them whenever the system changes. Obligations become requirements and controls, split organisation-wide and system-level, each with an owner, status, evidence and review frequency, alongside a risk register with mitigations. Assessments and questionnaires run on a recurrence cadence, keep a full answer history, and can be shared with vendors or external assessors without an account. Output is a regulator-ready report assembled only from recorded data and sealed with a fingerprint, backed by a full activity trail. Multi-entity, role-based access, REST API and MCP server, six languages.

Starting Price: $999/month

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ClearOPS

ClearOPS helps buyers and sellers manage their vendors and satisfy due diligence requirements. ClearOPS is a full-circle third-party risk platform. With ClearOPS you can track and monitor all of your vendors, send assessments and upload evidence, and respond to their customer's vendor management processes. Vendor security questionnaires are like a hot potato, no one wants to do them. So our A.I. takes the first pass saving massive amounts of time. As a system of record, you never have to watch the information about your own business walk out the door. You won the customer, now what? Well, you have to retain them, and maintaining that healthy trust is what we are all about. ClearOPS manages privacy and security operations information so that it is easily accessible and up to date. Simple third-party risk management software solution. Inspire your colleagues with empowerment and assess your vendors on your schedule.

Starting Price: $500 per month

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DataGalaxy

DataGalaxy is a next-generation data governance and intelligence platform designed to help organizations manage, understand, and maximize the value of their data. Built around a unified interface, it empowers everyone—from executives to data consumers—to collaborate seamlessly across data assets, strategies, and analytics. The platform’s automated data catalog, governance hub, and AI co-pilot reduce manual work while ensuring compliance and data quality across systems. With over 70+ integrations, including Snowflake, Databricks, Power BI, and AWS, DataGalaxy connects your data ecosystem into a single source of truth. Its value tracking center and strategy cockpit align data initiatives with business goals, driving measurable outcomes and enterprise-wide visibility. Loved by users, DataGalaxy turns governance into a strategic advantage for the modern enterprise.

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Enzai

An AI governance platform designed by lawyers with regulatory expertise, tailored to your use cases and policies. Businesses must learn to navigate and comply with new legislation and guidelines. Organizations risk losing customer trust and a breakdown in product engagement if AI malfunctions. Teams must deal with increasingly complex AI systems, with more use cases than ever. Monitor compliance of your AI systems through our assessments and live model controls. Alert users to mitigate potential issues or risks. Implementing good AI governance practices can be time-consuming. Leverage built-in automation to import model data and artifacts, and review and update documentation. Understand AI compliance across your organization. Provide senior stakeholders with the full picture of their AI compliance to make strategic decisions and share reports for curated audiences. We offer a complete set of policies that ensure legal and regulatory compliance through pre-configured assessments.

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ModelOp

ModelOp is the leading AI governance software that helps enterprises safeguard all AI initiatives, including generative AI, Large Language Models (LLMs), in-house, third-party vendors, embedded systems, etc., without stifling innovation. Corporate boards and C‑suites are demanding the rapid adoption of generative AI but face financial, regulatory, security, privacy, ethical, and brand risks. Global, federal, state, and local-level governments are moving quickly to implement AI regulations and oversight, forcing enterprises to urgently prepare for and comply with rules designed to prevent AI from going wrong. Connect with AI Governance experts to stay informed about market trends, regulations, news, research, opinions, and insights to help you balance the risks and rewards of enterprise AI. ModelOp Center keeps organizations safe and gives peace of mind to all stakeholders. Streamline reporting, monitoring, and compliance adherence across the enterprise.

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Acuvity

Acuvity is the most comprehensive AI security and governance platform for your employees and applications. DevSecOps implements AI security without code changes and devs can focus on AI Innovation. Pluggable AI security results in completeness of coverage, without old libraries or insufficient coverage. Optimize costs by efficiently using GPUs only for LLM models. Full visibility into all GenAI models, apps, plugins, and services that your teams are using and exploring. Granular observability into all GenAI interactions with comprehensive logging and an audit trail of inputs and outputs. AI usage in enterprises requires a specialized security framework that is able to address new AI risk vectors and comply with emerging AI regulations. Employees can use AI confidently, without risking exposing confidential data. Legal would like to ensure there are no copyright, or regulatory issues while using AI-generated content.

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Dymium

Dymium is the real-time data governance layer that ensures AI agents, applications, and analytics only access the precise information they’re permitted to see. Powered by its Ghost Layer architecture, Dymium evaluates every request as it happens, enforcing identity-, role-, and context-aware policies instantly. Sensitive data never needs to be copied, staged, or broadly exposed—access is governed directly at the source through GhostDB, GhostAPI, and GhostMCP. This enables teams to work at inference speed without creating compliance or security risk. Every interaction is logged and auditable in real time, supporting GDPR, HIPAA, and AI Act requirements by default. With Dymium, organizations unlock more data safely while eliminating over-permissioning, data duplication, and operational bottlenecks.

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Best AI Governance Tools

Compare the Top AI Governance Tools as of October 2026

What are AI Governance Tools?

Cyclr

Domino Enterprise AI Platform

Dataiku

OneTrust Privacy Automation

Montro

Pangea

Coder

Modulos AI Governance Platform

Google Cloud Knowledge Catalog

Kosmoy

VerifyWise

rawctx

SAP LeanIX

Alice

IBM Cloud Pak for Data

Datatron

Portkey

CoComply

Tenable One AI Exposure

Velatir

DueDel

Enkrypt AI

AICtrlNet

AI Sigil

ClearOPS

DataGalaxy

Enzai

ModelOp

Acuvity

Dymium

Best AI Governance Tools

Compare the Top AI Governance Tools as of October 2026

What are AI Governance Tools?

Cyclr

Domino Enterprise AI Platform

Dataiku

OneTrust Privacy Automation

Montro

Pangea

Coder

Modulos AI Governance Platform

Google Cloud Knowledge Catalog

Kosmoy

VerifyWise

rawctx

SAP LeanIX

Alice

IBM Cloud Pak for Data

Datatron

Portkey

CoComply

Tenable One AI Exposure

Velatir

DueDel

Enkrypt AI

AICtrlNet

AI Sigil

ClearOPS

DataGalaxy

Enzai

ModelOp

Acuvity

Dymium

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