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INTEGRATION

OpenAI Agents Observability and Operational Intelligence

Trace OpenAI Agents workflows across model calls, tool calls, handoffs, latency, cost, evals, and business context.
Agent spansTool callsCost and evals
Console Preview
Trace TimelineAgent turns, model calls, handoffs, and tool latency in one execution view
48 spans · 6.16s
task · checkoutcustom6.2s
TriageAgentagent1.5s
gpt-4ollm1.0s
handoff → checkout-agenthandoff59ms
checkout-agentagent4.4s
tool.search_inventoryfunctionretry · 1.1s
gpt-4ollm312ms
Why teams use it

Trace each agent decision in production

Instrument OpenAI Agents with AnoSys and see spans, tool calls, cost, and quality context from your first production traces.

What teams can do

Questions this answers

  • Debug bad tool calls and failed handoffs
  • Find slow spans and stalled workflows
  • Detect regressions after prompt or model changes
  • Attribute spend to agents and outcomes
  • Route incidents with trace-level evidence
What AnoSys Captures

Follow each agent run from prompt to handoff: spans, model calls, tools, retries, evals, release context, users, cost, and operational outcomes.

01

Agent runs, turns, handoffs, and spans

02

Prompts, completions, model parameters, and tool calls

03

Latency, retries, errors, token usage, and cost

04

Eval scores, policy checks, and release context

05

User, workflow, customer, and business KPI context

Implementation Path

Start with the docs

Use the linked guide to install the collector or SDK, verify the endpoint, and send a small trace or event payload. Once data lands, connect it to dashboards, evals, alerts, and investigations.

from anosys import trace

with trace("checkout-agent"):
    result = await agent.run(input)
OpenAI Agents docs
FAQ

Does this require OpenTelemetry?

No. You can instrument through the AnoSys SDK, OpenTelemetry, or REST depending on your stack.

Can I redact content?

Yes. Sensitive payloads can be controlled with redaction and enterprise data handling policies.

Can I track cost?

Yes. AnoSys links token usage and model cost to agents, tools, users, workflows, and outcomes.

Can I monitor tool calls?

Yes. Tool calls are first-class spans with latency, success, failure, and result context.

Can I use this with enterprise security controls?

Yes. Enterprise plans support governance rules, audit trails, ownership, and sensitive data encryption controls.