Monte Carlo
A unified observability platform for data and AI agents in production
- Also known as
- monte-carlo
What is Monte Carlo?
An observability platform that monitors data quality and AI agent performance in production environments, helping enterprises detect and resolve issues before they impact business outcomes.
Platform & deployment
Independently observed- Web
- Cloud / SaaS
Integrations (5)
Independently observed- Salesforce CRM
- Salesforce Data Cloud
- Salesforce Agentforce
- Snowflake
- Looker
Monte Carlo alternatives
Other data observability we track, ranked by the same independent score.
- BigeyeEnterprise platform for real-time data quality monitoring and AI governancelow · 3%
- DatafoldAn AI-powered platform that automates data migration, modernization, and validation for data engineering teamslow · 29%
- ElementaryA unified platform that combines data quality monitoring, lineage tracking, governance enforcement, and metadata discovery with AI-powered automationlow · 42%
- SodaAI-powered data quality monitoring and anomaly detectionlow · 8%
- AnomaloAn AI-powered data quality platform that autonomously monitors, investigates, and resolves data issues without manual effortlow · 41%
- Great ExpectationsA validation and monitoring system that helps organizations maintain confidence in their data through automated testing and quality trackinglow · 26%
The Vioscale score: one lens on the evidence
Not user reviews and not a paid placement: a confidence-weighted blend of the independent signals below (adoption, activity, security posture, and more), which you can sort and re-weight yourself. Vendors can correct their listing but can never move their rank, and stars are weighted low as a vanity metric. It is one way to read the evidence for Monte Carlo, not the verdict.
| Signal | Score | Weight | Contribution | Evidence |
|---|---|---|---|---|
| Integrations | 22 | 0.04 | 0.9 | ✓ |
| Price level | 0 | 0.05 | 0.0 | - |
| Reliability | 0 | 0.07 | 0.0 | - |
| Capabilities | 0 | 0.05 | 0.0 | - |
| Security posture | 0 | 0.07 | 0.0 | - |
| Pricing transparency | 0 | 0.08 | 0.0 | - |
Computed . Re-weight it by intent, or see the full method.
All data & sourcesshow ↓
Every value we hold, with its source, retrieval date, and confidence. This is the evidence behind the score: don't trust it, verify it.