AI observability and evaluation platform for ML models, LLM apps, and agents
SOC 2HIPAAGDPROpen-source
Observability & Monitoring
14 tools tracked
Observability tools answer the question governance documentation cannot: is the model actually behaving in production the way it was approved to behave? They track drift, data quality, bias and performance degradation over time, and increasingly extend to LLM-specific concerns like hallucination rates, prompt/response logging and token-level tracing. Their output is the empirical evidence that feeds a governance program's monitoring obligations.
Buy here when you already know which models you run and need continuous proof they still work as intended.
AI performance, evaluation, and governance platform for ML, generative, and agentic systems
NIST AI RMFEU AI ActSOC 2Open-source
Open-source and cloud observability for evaluating, testing, and monitoring ML and LLM systems
Open-source
Enterprise AI observability, security, and governance control plane for models and agents
EU AI ActNIST AI RMFGDPR
AI quality, testing, and monitoring platform for evaluating and safeguarding models in production
ISO/IEC 42001GDPRHIPAAOpen-source
AI control platform combining ML observability with real-time guardrails for GenAI
SOC 2GDPRHIPAA
AI model testing roots now applied to document workflow automation for regulated industries
SOC 2HIPAA
Open-source-led testing, evaluation and monitoring for ML models and LLM applications
SOC 2GDPRHIPAAOpen-source
Agentic Management Platform for building, monitoring, and governing AI at scale
Enterprise MLOps platform for deploying, monitoring, and governing AI/ML models in production
Operational AI and model management platform, now part of Cloudera
Privacy-preserving AI observability via open-source whylogs and LangKit (acquired by Apple)
Open-source
AI observability platform for automated monitoring, explainability, and troubleshooting of ML models
AI Governance Tool Selection Kit
A vendor-comparison worksheet plus EU AI Act, NIST AI RMF and ISO/IEC 42001 requirement checklists — so you can shortlist tools against the obligations that actually apply to you.
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