Trust your agents in production with autonomous observability for data & AI
Monitor, troubleshoot, and improve agents in production with an intelligent orchestration system that can keep pace with your agents and your data.
Trusted by 400+ enterprises
Agents fail in ways traditional monitoring can't catch
Bad retrieval context leads to hallucinated outputs, silent behavioral drift, and runaway token costs. Monte Carlo closes the trust loop across your agents, your data pipelines, and everything in between.
Agent trust vs. observability: what's the difference?
A dataset can pass every freshness check while the agent reading it still reasons its way to the wrong answer. Observability is the foundation; trust is what you need once agents act on their own.
Watches the systems
Observability
Is your data healthy, and are your agents behaving as expected?
Watches the decisions
Agent trust
Can you rely on what the agent does with that data?
Agentic operations
Monte Carlo's specialized agents work as a coordinated fleet, seamlessly executing tasks and troubleshooting issues across your data & AI ecosystem.
Troubleshooting
Automated root cause analysis the moment something breaks — hundreds of hypotheses per alert.
Triage
Sorts up to 50 alerts by confidence and impact, assigns owners, and suggests next steps.
PR Agent
Posts a weighted risk assessment on every PR — shift-left detection before code ships.
Monitoring
Finds coverage gaps across the warehouse and the agents acting on it — recommends the right monitor per table.
Cost
Identifies wasteful tables and verifies lineage before recommending removal, so cleanups stay safe.
Performance
Optimizes runtime and cost of pipelines — cross-referenced with downstream importance.
Observability
A natural-language interface to the full platform — Assist, Troubleshoot, and Support modes.
PII / Compliance
Describe what to protect in plain language; the agent maps it to columns and sets up monitors.
Agent Toolkit
Everything in the Monte Carlo UI, exposed to Claude, Cursor, and other AI agents. Apache-2.0.
Integrated with your entire agent stack
50+ integrations across the modern AI ecosystem.
New York Jets
“Trust isn’t a nice-to-have or a compliance checkbox — it’s a precondition to everything we do. We can’t rely on hope.”
IF
Iwao Fusillo
Chief Data & Analytics Officer at New York Jets