👁️ Best AI Observability Tools

Observability and tracing tools for AI agents — debug, monitor, and understand agent behavior in production.

11
tools in this category
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Cisco's AI agent monitoring tool for Splunk Observability Cloud providing real-time visibility into agent performance, workflow quality, and cost tracking.
AI Observability paid
Enterprise AI control plane providing observability, guardrails, and governance across the agentic lifecycle with LLM performance tracking and drift detection.
AI Observability paid
Real-time AI observability solution providing cross-stack visibility into AI agent performance, security, cost tracking, and anomaly detection.
AI Observability paid
Open-source LLM observability and evaluation tool. Provides tracing, experiment tracking, prompt iteration, and debugging for AI applications with local-first deployment.
AI Observability open-source
AI observability platform for monitoring data quality, model performance, and LLM behavior in production with automated drift detection and anomaly alerts.
AI Observability freemium
Open-source LLM evaluation and observability framework (now part of Snowflake) for measuring groundedness, relevance, and safety of RAG applications with OpenTelemetry tracing.
AI Observability open-source
End-to-end LLM observability product within the Datadog platform providing agent tracing, prompt evaluation, cost tracking, and quality monitoring for AI applications in production.
AI Observability paid
LLM observability plugin for the Grafana stack enabling teams to monitor token usage, latency, error rates, and cost across AI models using familiar Grafana dashboards.
AI Observability freemium
Data observability platform providing end-to-end visibility into data pipelines, ML features, and AI training data with automated anomaly detection and lineage tracking.
AI Observability enterprise
AI agent supervision platform that observes and intervenes in agent behavior in real-time. Enables secure deployment of agentic AI in production by monitoring actions, detecting anomalies, and enforcing safety constraints. Seed funded.
AI Observability undefined
Developer platform for AI agent observability, monitoring, and debugging with support for OpenAI, CrewAI, Autogen, and 510+ LLMs and frameworks.
AI Observability freemium

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