Model Risk Management
48 vendors curated. Independent ranking, no paid placement.
Aporia
Monitor, test, and safeguard LLMs in production with observability and guardrails.
Dataiku EU AI Act Readiness
Platform helping organizations assess and manage EU AI Act compliance risks.
DataRobot
Real-time AI governance, monitoring and compliance platform for enterprises.
Earthian AI
Enterprise risk management platform purpose-built for AI systems.
IBM watsonx.governance
Unified AI governance platform for model lifecycle management and compliance tracking.
Lakera
LLM security and guardrails for enterprise AI deployment risk management.
Lumenova AI
Enterprise platform automating AI governance, risk assessment, and fairness monitoring.
ModelOp
AI ethics platform for model monitoring, bias detection, and governance.
Robust Intelligence
AI security platform detecting adversarial vulnerabilities and model failures.
Sardine
AI risk management for fraud detection with governance oversight.
SmartSuite
GRC platform with CRI AI Risk Management Framework for financial institutions.
ValidMind
AI validation platform for model governance, risk assessment, and compliance documentation.
Azure AI Content Safety
Content moderation API detecting harmful AI outputs in real-time.
Arize AI
Monitor LLM and ML model performance, detect drift, and debug issues in production.
Evidently AI
ML monitoring and testing platform for model performance, bias, and data drift.
Langfuse Documentation
Open-source LLM observability platform for monitoring AI performance and managing evaluation datasets.
LangSmith
Trace, debug, and monitor LLM applications for transparency and risk control.
NannyML
Post-deployment ML monitoring for data drift, performance degradation, and model behavior.
Weights & Biases
ML experiment tracking and model monitoring for governance and compliance.
WhyLabs
Monitor AI models in production for data drift, quality issues, and performance degradation.
Advanced AI evaluations at AISI: May update
Advanced AI evaluation framework for systematic risk assessment and compliance testing.
Adversarial Model Analysis
Open-source toolkit for adversarial testing and model interpretability.
Debugging Machine Learning Models
Debug ML models to understand failures and improve transparency.
RAI Toolkit
Open-source toolkit for responsible AI development and bias assessment.
TensorFlow Extended (TFX)
Production ML pipeline framework with model governance and monitoring capabilities.
Verica Open Incident Database
Open database of AI incidents for learning from real-world failures.
AccuKnox
AI risk management platform securing and governing AI systems in production.
AI Risk Database
Centralized database for tracking and managing AI risks across organizations.
Aiceberg
AI workflow management platform with integrated governance controls.
AIM Security
AI security posture management and risk tracking for enterprises.
Airia
AI deployment platform with built-in governance and compliance controls.
Asenion
End-to-end AI model governance and development lifecycle management platform.
Bigeye
Data observability platform ensuring AI model reliability and data quality.
Cranium
Security and compliance posture management for AI/ML environments.
Daiki
Centralized EU AI Act compliance, risk management, and monitoring platform
Dynamo AI
Privacy-first platform for secure AI development, deployment, and real-time monitoring.
FairNow
Continuous fairness monitoring and bias remediation for high-stakes AI systems.
HiddenLayer
Adversarial attack detection and ML model security for compliance-required risk management.
Knostic
AI governance platform with bias detection and compliance dashboards.
Lasso Security
Runtime security and guardrails for LLM applications in production.
Maxim AI
AI evaluation and observability platform for governance in production.
Monitaur
Model monitoring with audit trails for regulated AI systems.
Redwood Research
AI safety research lab building tools for measuring and improving model alignment.
SolasAI
Detect algorithmic bias and ensure fairness compliance in AI decisions.
trail-ml
EU AI Act compliance and full lifecycle AI governance platform
TrustWorks
Privacy and AI risk identification with automated mitigation workflows.
Truyo
Privacy-first AI governance with integrated risk assessment for compliance.
VerifyWise
AI governance platform enabling safe, compliant business AI deployment