AI observability and evaluation platform for ML models, LLM apps, and agents
Observability & MonitoringSOC 2HIPAAGDPROpen-source
Best AI model monitoring and observability tools
14 tools · last reviewed 2026-07
Monitoring is where governance claims meet production reality. These tools watch deployed models for drift, degradation, bias and data-quality failures, and increasingly add LLM-specific telemetry such as hallucination scoring and prompt/response tracing. Their output is the evidence that keeps a governance program honest between audits.
How to choose
Check what the tool can observe without code changes, whether alerting maps to owners rather than dashboards, and how well it handles generative workloads if that is where you are heading.
The shortlist
AI performance, evaluation, and governance platform for ML, generative, and agentic systems
Observability & MonitoringNIST AI RMFEU AI ActSOC 2Open-source
Open-source and cloud observability for evaluating, testing, and monitoring ML and LLM systems
Observability & MonitoringOpen-source
Enterprise AI observability, security, and governance control plane for models and agents
Observability & MonitoringEU AI ActNIST AI RMFGDPR
AI quality, testing, and monitoring platform for evaluating and safeguarding models in production
Observability & MonitoringISO/IEC 42001GDPRHIPAAOpen-source
AI control platform combining ML observability with real-time guardrails for GenAI
Observability & MonitoringSOC 2GDPRHIPAA
AI model testing roots now applied to document workflow automation for regulated industries
Observability & MonitoringSOC 2HIPAA
Open-source-led testing, evaluation and monitoring for ML models and LLM applications
Observability & MonitoringSOC 2GDPRHIPAAOpen-source
Agentic Management Platform for building, monitoring, and governing AI at scale
Observability & Monitoring
Enterprise MLOps platform for deploying, monitoring, and governing AI/ML models in production
Observability & Monitoring
AI observability and model quality platform, now part of Snowflake
Observability & MonitoringOpen-source
Operational AI and model management platform, now part of Cloudera
Observability & Monitoring
Privacy-preserving AI observability via open-source whylogs and LangKit (acquired by Apple)
Observability & MonitoringOpen-source
AI observability platform for automated monitoring, explainability, and troubleshooting of ML models
Observability & Monitoring
Ordering reflects how thoroughly each tool is publicly documented, not a quality score. Nobody pays to appear on this list. See our methodology.
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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