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Monte Carlo montecarlo.ai
Research Team Data Active
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Summary Data and AI observability platform now positioning as an agent trust platform for production AI systems.
Description Monte Carlo monitors data pipelines, models, prompts, context, outputs, and production agents to help teams detect, troubleshoot, and remediate data and AI reliability issues.
Positioning Agent trust platform for data and AI observability
HQ location San Francisco, CA, USA
Founded 2019
Employee range 201-500
Funding stage Series C Plus
Company type Private
Pricing model custom quote, subscription
Last updated Jun 21, 2026
Revenue estimate Unknown
Valuation estimate $1.6B valuation at May 2022 Series D; current third-party estimates vary
Investments $236M total funding after $135M Series D in May 2022
Target customers Data engineering, analytics engineering, AI/ML, platform, governance, and reliability teams
Key competitors Coralogix, Datadog, Bigeye, Acceldata, WhyLabs, Arize AI, Soda, Fiddler AI
Known customers NASDAQ, Honeywell, Roche and hundreds of enterprise data teams publicly referenced
Segments AI Workflows, AI Developer Tools, Knowledge & RAG, AI Quality & Observability, Traditional ML, AI Governance & Risk, Analytics & BI