Observability and guardrails for AI agents in production.
Trace every tool call, control cost per run, and enforce policies to prevent data leaks and failures.
Cost per agent / workflow · Full trace + replay · Policies + kill switch
How it works
Start with one agent and get production visibility in days.
SDK / middleware
Lightweight wrapper for Python (JS on roadmap) that streams logs, metrics and traces.
- Fast LangChain/CrewAI integration
- Sampling and privacy guardrails
- No runtime lock‑in
Traces, errors, spend
Central dashboard with cost per run, latency and error rate for each workflow.
- Trace agent → tool → LLM
- Audit trail and replay
- Cost breakdown per model
Policy engine
Guardrails in production: PII redaction, allow/deny lists, kill switch.
- Prompt approvals
- Dev / prod separation
- Incident mode in one click
Live demo
Open an incident, inspect the trace, apply a cost policy and rerun. See the next run blocked by policy.
- Incident: budget spike & retry loop
- Trace view with tool calls and latency
- Policy panel + kill switch
“Open an incident, inspect the trace, apply a policy, rerun.”
Real-world use cases
Concrete scenarios that CTO and SRE teams deal with in production.
Budget spikes & runaway retries
Stop runaway spend before it burns the budget. Alert + policy block.
Tool errors & debugging
Step-by-step traces with latency and tool calls for rapid RCA.
PII leakage & policy enforcement
PII redaction, allow/deny lists and kill switch for sensitive workflows.
Agentic workflows are growing, production is chaos.
Without AgentOps tooling, costs, audits and safety are handled ad‑hoc. A control plane fixes it from day one.
Pricing (coming soon)
Transparent per agent or per token pricing. Final model is shaped with design partners.
1 agent, basic logs
Ideal for validating instrumentation.
Cost + governance
For production teams with SLA and alerts.
Self‑hosted
Compliance, data residency and custom policies.
Docs (API preview)
SDK and API docs are in preview. Core telemetry endpoints are ready.
curl -X POST https://api.agentops.dev/v1/traces \\
-H "Authorization: Bearer <SDK_KEY>" \\
-H "Content-Type: application/json" \\
-d '{
"agent": "procurement_analyzer",
"workflow": "supplier-risk-scan",
"tokens": 14200,
"cost_usd": 6.42,
"guardrails": ["pii_redaction", "cost_policy"]
}'
Get early access
Want SDK beta access and roadmap visibility? Drop your details.
What you get first
- SDK beta + integration guidance
- Access to the demo roadmap
- Direct input on feature priorities
We are onboarding 5–10 design partners.