Avatar

    AI AGENT AUTOMATIONS

    All Services

    Agent Observability & Monitoring

    See inside your agents with production-grade observability

    Implement comprehensive observability for your AI agents—tracing, monitoring, alerting, and debugging tools that give you full visibility into agent behavior in production.

    How it works — and what you walk away with

    When an AI agent fails in production, you need to know exactly what happened. Traditional logging isn't enough—you need to trace the full reasoning chain, understand tool execution, and correlate across distributed systems.

    Our Observability Platform service implements production-grade monitoring specifically designed for AI agents. We go beyond basic metrics to capture the unique observability needs of LLM-based systems: prompt/response pairs, reasoning traces, tool execution logs, and token usage analytics.

    The result is a observability stack that lets you debug issues in minutes instead of hours, with proactive alerting before users notice problems.

    What you get

    Instrumentation Library

    Drop-in library for instrumenting your agents with minimal code changes

    Dashboard Templates

    Pre-built Grafana/Datadog dashboards for common observability needs

    Alert Runbooks

    Documented procedures for responding to common alert conditions

    Cost Analytics

    Detailed cost tracking and optimization recommendations by agent and feature

    What's included

    Distributed Tracing

    End-to-end traces showing the full agent reasoning chain across services

    LLM-Specific Metrics

    Token usage, latency percentiles, success rates, and cost tracking per agent

    Prompt/Response Logging

    Structured logging of all LLM interactions with search and filtering

    Tool Execution Monitoring

    Detailed logging of tool calls, parameters, results, and timing

    Anomaly Detection

    Automated detection of unusual agent behavior, response patterns, or error rates

    Custom Dashboards

    Role-specific dashboards for operators, developers, and executives

    Who this is for

    Production Operations Teams

    Teams responsible for keeping AI agents running reliably in production

    Cost-Conscious Organizations

    Teams needing to track and optimize AI API costs at scale

    Debugging Complex Issues

    Organizations struggling to diagnose agent failures or unexpected behavior

    Frequently asked questions

    Ready to start Agent Observability & Monitoring?

    Share your situation and AI Agent Automations will scope it with you — takes about two minutes.

    Ask AI Agent Automations