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OpenAI Agents

OpenAI Agents

Monitor and trace your OpenAI Agents.

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Agent topology and dependency graph for OpenAI AgentsDebug and trace prompts and tool calls for your OpenAI Agents
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Overview

Dynatrace support end-to-end observability for Agentic AI like spanning agent workloads, tools, LLMs, and orchestration, so you can monitor performance and cost, trace complex workflows, and act on insights to optimize reliability at scale.

By instrumenting your OpenAI Agent SDK with Dynatrace, you get continuous visibility into agent behavior, tool usage, dependencies, guardrails, and model interactions across your whole stack.

Use cases

Monitor OpenAI Agents service health and performance

  • Detect bottlenecks by tracking real-time metrics, including request counts, durations, and error rates.
  • Manage service costs with automated cost calculations for each request.

Monitor service quality and cost of Agents

  • Setup error budgets for performance and cost controls
  • Validate consumption and response time by models
  • Prevent quality degradation by validating models and usage patterns in real time.

End-to-end tracing and debugging of Agentic AI

  • Achieve complete visibility of prompt flows, tool usage from initial request to final response, for faster root cause analysis.
  • Capture detailed debug data to troubleshoot issues in complex pipelines.
  • Streamline your workflows with granular tracing of Agentic AI prompts, including response latency and model-level metrics.
  • Resolve issues quicker by pinpointing exact problem areas in tool callings, prompts, tokens, or system integrations.

Get started

Setting up end-to-end observability for your OpenAI Agents SDK powered applications is possible with Traceloop's OpenLLMetry (with OpenTelemetry under the hood), which can seamlessly provide comprehensive end-to-end insights into your production environments.

To set up OpenLLMetry with Dynatrace, see our Agentic AI instrumentation examples on GitHub.

Additionally, you can read more about how to install the new AI Observability experience.

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