Agent Control Room for LLM observability and AI agent monitoring

AI agents will have a vast impact on modern application infrastructure. Agent Control Room is the open-source LLMOps platform dedicated to providing engineering teams with complete trace visibility, OpenAI cost tracking, and LangChain observability.

AGENT GOVERNANCE & RESEARCH

Agent Control Room is built on hard questions.

See how we're taking on the hardest challenges in AI agent reliability across trace visibility, cost governance, hallucination checks, and real-time safety.

Explore Dashboard Capabilities

Latest releases

Introducing Trace Visibility 2.0

OpenTelemetry standard traces with sub-millisecond streaming spans, multi-agent DAG parent-child execution threads, and full payload inspection.

Capability details
DATEJuly 24, 2026
CATEGORYObservability
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Introducing Cost Intelligence

Real-time model spend breakdown across Claude 3.5 Sonnet, GPT-4o, and Gemini with automated circuit breakers and runaway loop protection.

Capability details
DATEJune 30, 2026
CATEGORYCost Governance
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Announcing Guardrail Enforcement

Real-time output scanning, hallucination detection scoring, and sub-2ms PII sanitization built directly into your agent execution pipeline.

Capability details
DATEJune 15, 2026
CATEGORYSafety & Security
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At Agent Control Room, we build tooling to serve agentic intelligence's long-term reliability.

Our mission is to establish transparent observability, rigorous guardrails, and sustainable economics for autonomous AI systems.

Explore Enterprise Guardrails
Autonomous AI agents must operate within deterministic, enforceable safety boundaries. We construct sub-millisecond evaluation checks that block PII leaks, command injection, and runaway iterations before tool execution.
INTERACTIVE LIVE TELEMETRY

Live Agent Control Room Dashboard

Click any trace below to inspect OpenTelemetry execution spans, token spend, and active guardrails.

app.agentcontrolroom.dev/workspace
Runs Today
642+18%
Total Spend
$14.82+6%
Avg Latency
3.1s-9%
Error Rate
1.4%+0.3%
Filter:
Showing 5 active agent traces
AGENT & RUN IDMODELTOKENSCOSTSTATUS
support-triage
run_8f2a
gpt-4o12,481$0.038Ok
rag-answerer
run_7c1d
claude-3.531,902$0.114Ok
sql-writer
run_6b90
gpt-4o-mini8,203$0.006Warn
web-researcher
run_5a4e
claude-3.554,117$0.203Err
code-reviewer
run_4d3b
gpt-4o22,190$0.068Ok
TRACE INSPECTOR

support-triage(run_8f2a)

1.8s
EXECUTION SPANS
agent_orchestrator1.8s
llm_call (gpt-4o)340ms

Analyze support ticket #4821

tool_search (crm_api)820ms

Fetch customer subscription history

llm_call (gpt-4o)640ms

Draft resolution email

WORKS WITH YOUR FRAMEWORK STACK

Trace Visibility

See every span your agent executes. Tool calls, LLM completions, retrieval steps — all timestamped with full payload details.

agent_orchestrator
├─ llm_call (gpt-4o)340ms
├─ tool_search (web)1.2s
└─ llm_call (claude-3.5)480ms

Cost Intelligence

Track token spend per run, per model, and per agent. Set financial limits before runaway loops affect your organization.

gpt-4o$0.082
claude-3.5$0.114
gpt-4o-mini$0.006

Guardrails & Safety

Define deterministic safety constraints. Get alerted when agents hallucinate, leak sensitive data, or fail silently.

budget-limit

Max spend < $2.00

PASS

hallucination-detector

Score > 0.85

WARN

data-leak-preventer

SSN / API Keys check

BLOCK

One line. That's it.

No complex agent rewrites. Drop in a single line of instrumentation and get instant trace telemetry.

>_ INSTALLATION
$pip install agentcontrolroom
>_ INSTRUMENTATION.PY
from agentcontrolroom.instruments.langchain import ACRCallbackHandler

llm = ChatOpenAI(callbacks=[ACRCallbackHandler()])

Simple, transparent pricing.

No hidden usage fees or token markups. Scale telemetry with team confidence.

FREE

$0/month
  • 1,000 agent runs/month
  • Full trace visibility
  • Cost tracking
  • Quality evaluations
  • Guardrails & alerts
  • Python SDK
Most popular

PRO

$19/month
  • Unlimited agent runs
  • Everything in Free
  • Priority support
  • Early access to features
  • Team workspaces (coming soon)

Cancel anytime · No contracts

Frequently Asked Questions

Learn more about LLM observability, cost tracking, and why Agent Control Room is the best open-source AI gateway.