Trusted AI Tools Directory
A curated guide to platforms and solutions for AI governance, assurance, observability, and evaluation.
Governance & Assurance Platforms
IBM watsonx.governance — Enterprise-grade platform for directing, managing, and monitoring AI activities across the organization. Provides automated workflows for model lifecycle management, regulatory compliance tracking, and risk assessment, integrating with IBM’s broader AI ethics framework and supporting requirements like the EU AI Act. ibm.com/products/watsonx-governance
OneTrust AI Governance — Extends OneTrust’s established privacy and risk management platform to AI-specific governance needs. Offers AI inventory management, risk assessments, policy enforcement, and regulatory mapping and is particularly strong for organizations already using OneTrust for privacy compliance seeking unified governance. onetrust.com/solutions/ai-governance
Credo AI — Purpose-built AI governance platform focused on translating policy into measurable technical controls. Provides policy packs aligned with frameworks like NIST AI RMF and EU AI Act, automated compliance evidence generation, and governance workflows that connect executive oversight with technical implementation. credo.ai
Holistic AI — Combines AI governance software with advisory services for end-to-end responsible AI implementation. Platform capabilities include bias auditing, risk assessment, and compliance management and are supported by consulting expertise for organizations building governance programs from the ground up. holisticai.com
ModelOp — Enterprise AI governance platform designed to operationalize model risk management at scale. Focuses on model inventory, lifecycle governance, and regulatory compliance for financial services and other heavily regulated industries where model risk management is a regulatory requirement. modelop.com
Observability & Evaluation Platforms
Arize AI — Leading ML observability platform providing real-time monitoring, troubleshooting, and evaluation for production AI systems. Offers drift detection, performance tracking, and root cause analysis across model types and is used by companies like Uber, Chime, and Etsy to maintain visibility into deployed models. arize.com
Fiddler AI — Enterprise AI observability platform emphasizing explainability alongside monitoring. Provides model performance tracking, fairness analysis, and natural language explanations of model behavior, enabling both technical teams and business stakeholders to understand why models produce specific outputs. fiddler.ai
Evidently AI — Open-source ML monitoring and observability platform with enterprise offerings. Provides data drift detection, model performance analysis, and test suites for ML pipelines, offering flexibility for teams that want to integrate monitoring into existing infrastructure without full platform lock-in. evidentlyai.com
Weights & Biases — MLOps platform combining experiment tracking, model registry, and production monitoring capabilities. While originally focused on the development lifecycle, expanded offerings now support production observability and evaluation, providing continuity from experimentation through deployment. wandb.ai
Arthur AI — Model monitoring platform with integrated capabilities for performance tracking, bias detection, and explainability. Offers both real-time alerting and historical analysis, with firewall features that can intercept and validate model inputs and outputs before they reach end users. arthur.ai
Specialized Testing & Evaluation
Giskard — Open-source testing framework for ML models with enterprise platform offerings. Specializes in automated test generation, vulnerability detection, and quality assurance for LLMs and traditional ML, helping teams identify hallucinations, bias, and edge case failures before production deployment. giskard.ai
Lakera — AI security platform focused specifically on protecting LLM applications from prompt injection, jailbreaks, and data leakage. Provides real-time guardrails that can be deployed as API middleware, addressing the unique security challenges of generative AI in enterprise environments. lakera.ai
This directory will expand as Trusted AI evolves. Have a tool you think belongs here? Message me.