Arize AI
AI observability and evaluation platform for ML models, LLM apps, and agents
Observability & MonitoringSOC 2HIPAAGDPR
All AI governance tools
Every tool we track, filterable by the things that actually narrow a shortlist: which job it does, which framework it maps to, how it deploys, and which team operates it.
Category
Framework
Deployment
For
84 of 84 tools
Trail
Govern your AI and automate GRC for EU AI Act and ISO 42001 compliance
Policy, Compliance & GRCEU AI ActISO/IEC 42001NIST AI RMF
Vanta
Compliance automation platform that extended into ISO 42001 and EU AI Act governance
Policy, Compliance & GRCISO/IEC 42001EU AI ActNIST AI RMF
Secureframe
Security compliance automation platform, an early mover in supporting NIST AI RMF and ISO 42001
Policy, Compliance & GRCNIST AI RMFISO/IEC 42001GDPR
Kertos
European compliance automation platform with an ISO 42001 and EU AI Act AI management system
Policy, Compliance & GRCEU AI ActISO/IEC 42001GDPR
Scytale
AI-driven GRC platform pairing compliance automation with human experts for ISO 42001 and EU AI Act
Policy, Compliance & GRCISO/IEC 42001EU AI ActNIST AI RMF
Hyperproof
Multi-framework GRC and compliance operations platform with NIST AI RMF and ISO 42001 templates
Policy, Compliance & GRCNIST AI RMFISO/IEC 42001EU AI Act
Weights & Biases
AI developer platform for experiment tracking, model management, and LLM observability
Enterprise IncumbentsSOC 2HIPAA
Compyl
AI-powered, modular GRC platform that operationalizes AI governance alongside security compliance
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Domino Data Lab
Enterprise MLOps and governance platform for building and running AI in regulated industries
Enterprise IncumbentsEU AI ActGDPRSOC 2
Sprinto
Autonomous compliance platform bringing ISO 42001 and EU AI Act governance onto its security GRC engine
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Arthur
AI performance, evaluation, and governance platform for ML, generative, and agentic systems
Observability & MonitoringNIST AI RMFEU AI ActSOC 2
Evidently AI
Open-source and cloud observability for evaluating, testing, and monitoring ML and LLM systems
Observability & Monitoring
Fiddler AI
Enterprise AI observability, security, and governance control plane for models and agents
Observability & MonitoringEU AI ActNIST AI RMFGDPR
Anecdotes
Enterprise agentic GRC platform running on structured live-systems data, ISO 42001 certified
Policy, Compliance & GRCNIST AI RMFISO/IEC 42001GDPR
Citadel AI
AI quality, testing, and monitoring platform for evaluating and safeguarding models in production
Observability & MonitoringISO/IEC 42001GDPRHIPAA
2021.AI
European responsible-AI platform unifying MLOps, model registry, and enterprise AI governance
Policy, Compliance & GRCEU AI ActGDPRNIST AI RMF
Aporia
AI control platform combining ML observability with real-time guardrails for GenAI
Observability & MonitoringSOC 2GDPRHIPAA
Drata
Security compliance automation vendor with ISO 42001 and real-time AI agent governance
Policy, Compliance & GRCISO/IEC 42001EU AI ActSOC 2
Dynamo AI
Customizable runtime guardrails, evaluation, and red-teaming for enterprise generative and agentic AI
Runtime Enforcement & GuardrailsEU AI ActNIST AI RMF
Naaia
European AI Management System built on ISO/IEC 42001 for AI Act compliance
Policy, Compliance & GRCEU AI ActISO/IEC 42001NIST AI RMF
DataRobot
Enterprise AI platform unifying model and agent development, deployment, and governance across any environment
Enterprise IncumbentsEU AI ActNIST AI RMF
Kolena
AI model testing roots now applied to document workflow automation for regulated industries
Observability & MonitoringSOC 2HIPAA
Deepchecks
Open-source-led testing, evaluation and monitoring for ML models and LLM applications
Observability & MonitoringSOC 2GDPRHIPAA
Lakera
AI-native security platform guarding GenAI apps against prompt attacks and data loss
Runtime Enforcement & GuardrailsEU AI ActNIST AI RMF
Cranium AI
End-to-end AI security and governance platform to discover, monitor, red-team and prove enterprise AI
Red-Teaming & AI SecurityEU AI ActNIST AI RMFISO/IEC 42001
Promptfoo
Open-source tool for evaluating and red-teaming LLM apps, agents, and RAG systems
Red-Teaming & AI Security
Superwise
Agentic Management Platform for building, monitoring, and governing AI at scale
Observability & Monitoring
IBM watsonx.governance
Lifecycle governance, risk and compliance for models and agentic AI, built on IBM's GRC heritage
Enterprise IncumbentsEU AI ActNIST AI RMFISO/IEC 42001
Armilla AI
Affirmative insurance and third-party assurance built for AI risk
Policy, Compliance & GRCEU AI ActColorado SB 205
Calvin Risk
Enabling enterprise AI by quantifying its quality and risk
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Enzai
Enterprise AI governance and enablement across global regulatory frameworks
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Prompt Security
Runtime security for enterprise GenAI usage, applications, and AI agents
Runtime Enforcement & GuardrailsNIST AI RMFEU AI ActGDPR
Saidot
Govern all your AI in one connected graph
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Collibra AI Governance
AI governance layered on Collibra's data catalog and lineage for trusted, compliant AI
Enterprise IncumbentsEU AI ActNIST AI RMF
FairNow
End-to-end AI governance with registry, risk assessment and automated compliance
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Optro (formerly AuditBoard)
AI-powered GRC platform, rebranded from AuditBoard, with AI governance via the FairNow acquisition
Policy, Compliance & GRCSOC 2NIST AI RMFISO/IEC 42001
ServiceNow AI Control Tower
A single command center to discover, observe, govern, secure and measure enterprise AI
Enterprise IncumbentsEU AI ActNIST AI RMF
CalypsoAI
Full-lifecycle inference-layer security and guardrails for enterprise AI
Runtime Enforcement & GuardrailsNIST AI RMFEU AI Act
LogicGate Risk Cloud
No-code GRC platform with AI governance agents that triage and assess AI use cases
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Microsoft Purview (AI Governance)
Data security and compliance controls for Copilot and generative AI across the Microsoft estate
Enterprise IncumbentsEU AI ActNIST AI RMFGDPR
Mindgard
Continuous automated AI red teaming and security testing for enterprise AI systems
Red-Teaming & AI SecuritySOC 2
OneTrust AI Governance
AI inventory, assessment and monitoring built on OneTrust's privacy and trust platform
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Bifrost (Maxim AI)
Open-source enterprise AI gateway with inline guardrails across 1,000+ models
Runtime Enforcement & Guardrails
Credo AI
Enterprise AI governance to operationalize oversight, risk and compliance
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Diligent
Board governance and GRC platform embedding AI risk and compliance into enterprise oversight
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Giskard
Open-source and enterprise platform for testing and red-teaming LLM agents
Red-Teaming & AI SecurityEU AI ActNIST AI RMF
Holistic AI
AI governance platform to discover, assess and manage AI risk at scale
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Luminos.AI
Software that tests and documents AI systems for legal and regulatory risk under privilege
Policy, Compliance & GRCEU AI ActColorado SB 205GDPR
ModelOp
Enterprise AI governance and model lifecycle automation as a system of record
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Modulos
Automated AI governance and EU AI Act compliance workflow management
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Monitaur
Model governance and ML assurance for highly regulated industries
Policy, Compliance & GRCNIST AI RMFEU AI ActISO/IEC 42001
Protect AI
End-to-end security for the AI and machine-learning supply chain
Red-Teaming & AI SecurityNIST AI RMFSOC 2
Riskonnect
AI governance embedded in an integrated risk management platform
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Datatron
Enterprise MLOps platform for deploying, monitoring, and governing AI/ML models in production
Observability & Monitoring
Fairly AI
AI governance, risk and compliance with rapid audits, now operating as Asenion
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
MetricStream
AI-first connected GRC platform with a built-in AI governance and trust framework
Policy, Compliance & GRCNIST AI RMFISO/IEC 42001SOC 2
Trustible
AI governance platform for regulated enterprises to manage risk and compliance
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Workiva
AI-powered GRC platform unifying audit, risk and controls with connected reporting
Policy, Compliance & GRCSOC 2ISO/IEC 42001
Knostic
Need-to-know access controls to stop LLM oversharing in the enterprise
Red-Teaming & AI Security
Anch.AI
Ethical AI governance and use-case risk assessment, now part of Asenion
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Fairo
AI governance, risk and compliance platform for tracking AI use cases, models and vendors
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Lumenova AI
All-in-one enterprise AI governance for ethical, transparent and compliant AI
Policy, Compliance & GRCEU AI ActNIST AI RMFISO/IEC 42001
Patronus AI
Automated evaluation, guardrails, and judges for LLM and agent reliability
Red-Teaming & AI SecurityNIST AI RMF
Databricks Unity Catalog (Governance)
Unified governance for data, ML models, and AI agents on the Databricks lakehouse
Enterprise Incumbents
Guardrails AI
Open-source framework for validating and correcting LLM inputs and outputs
Runtime Enforcement & Guardrails
NVIDIA NeMo Guardrails
Open-source toolkit for adding programmable rails to conversational LLM systems
Runtime Enforcement & Guardrails
Robust Intelligence
AI Firewall and automated model validation to secure AI from build to production
Red-Teaming & AI SecurityNIST AI RMF
Amazon Bedrock Guardrails
Configurable safety, privacy and grounding safeguards for generative AI on AWS
Runtime Enforcement & Guardrails
Haize Labs
Adversarial testing and red teaming to make AI systems reliable and safe
Red-Teaming & AI Security
SAS Viya AI Governance
Model management, monitoring and governance across the analytics lifecycle on SAS Viya
Enterprise Incumbents
Zenity
Security and governance platform purpose-built for AI agents across SaaS, cloud, and endpoints
Red-Teaming & AI Security
SplxAI
End-to-end security for AI with automated red teaming and runtime protection for agentic systems
Red-Teaming & AI Security
Adversa AI
Continuous AI red teaming for agents, LLMs, and generative AI applications
Red-Teaming & AI Security
Vijil
Trust infrastructure to make enterprise AI agents secure, reliable, and resilient
Red-Teaming & AI Security
WhyLabs
Privacy-preserving AI observability via open-source whylogs and LangKit (acquired by Apple)
Observability & Monitoring
HiddenLayer
AI detection and response plus red teaming to protect machine learning models and AI products
Red-Teaming & AI Security
Lasso Security
End-to-end security for enterprise LLM and agentic AI adoption
Red-Teaming & AI Security
Censius
AI observability platform for automated monitoring, explainability, and troubleshooting of ML models
Observability & Monitoring
Guardion
Zero-trust runtime security and governance for enterprise AI agents
Runtime Enforcement & Guardrails
TrojAI
Enterprise AI security combining automated red teaming with real-time application protection
Red-Teaming & AI Security
Repello AI
Enterprise AI security and red teaming for generative AI applications
Red-Teaming & AI Security