
Monte Carlo
Monte Carlo provides a data observability platform for monitoring data quality, detecting errors, and ensuring reliability across modern data systems.
Secondary Market Price
Secondary Market Price
How Monte Carlo Measures Up
To help you manage your Monte Carlo equity, Prospect has run the company through our machine learning model.
Prospect Rating
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This rating reflects our belief in this company's potential to grow to that many times its current value in 4 years. For an employee with stock, this rating suggests a potential return on equity, but it also comes with some risk.
Exit Risk
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Our rating is a reflection of the likelihood of this company achieving a liquidity event for its employees based on the quality of investors, funding stage, founders, and more.
Funding Stage
Series D
A company’s funding stage reflects how established it is, how quickly it is scaling, and the average impact an employee may have when joining.
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Prospect Projected Future Monte Carlo Prices
Prospect’s machine learning model has been trained on the same data top-tier investors use to project the likely range of outcomes for Monte Carlo's equity. Create a free account to view 10th-90th percentile projections over 2, 4, and 6 years.

Powerful tools to earn more from your equity

Company Description
Monte Carlo develops and provides a data observability platform for enterprise organizations. The company’s software helps businesses monitor, detect, and resolve data quality issues and anomalies within their data systems. Its solutions include data quality monitoring, AI observability, and infrastructure cost management for industries such as financial services, media, and healthcare. Founded in 2019 by Barr Moses, Lior Gavish, and Meghann Riser, the San Francisco-based company has raised a total of $236 million in funding. This includes a $135 million Series D round completed in June 2022, which resulted in a company valuation of $1.6 billion.
Looking forward, Monte Carlo plans to continue developing its products in the data and AI observability space. The company recently launched "Agent Observability," a feature for monitoring the inputs, outputs, and operational metrics of AI agents, as well as a suite of "Observability Agents" that use natural language for monitoring and troubleshooting tasks. Other recent developments include being named the 2025 Databricks Data Governance Partner of the Year and a 2026 Best Place to Work by Built In. The company also participates in industry events, such as co-hosting the IMPACT World Tour with Databricks.
- IVP
- Accel
- GGV Capital
- Redpoint Ventures
- ICONIQ Growth
- Salesforce Ventures
- GIC Singapore
- Co-Founder, Barr Moses
- Co-Founder, Lior Gavish
Frequently Asked Questions
Joining Anduril as an employee is another way to acquire equity, typically through stock options included in compensation packages.
Is Monte Carlo worth joining?
Evaluating an offer from a private company like Monte Carlo requires a careful analysis of its equity compensation package. A platform like Prospect can help you model the potential value of your stock options or RSUs to make a more informed decision.
What should I do with my Monte Carlo stock?
Deciding what to do with private company stock involves weighing factors like taxes, personal financial goals, and the company's growth prospects. Prospect offers tools to create personalized strategies for exercising options, selling shares, and minimizing your tax obligations.
Can you sell Monte Carlo stock?
Selling stock in a private company like Monte Carlo is typically possible through company-approved tender offers or on secondary markets. Prospect provides tender offer tools and tracks secondary market prices to help you determine when and how much to sell.
How can I find the value of my Monte Carlo stock?
The value of private stock is formally determined by a 409A valuation, but its future worth can be difficult to forecast. Platforms like Prospect use predictive models to help you project the potential future value of your equity based on various growth scenarios.
What is Monte Carlo's equity worth?
For a private company like Monte Carlo, there is no single public valuation for its equity, as its value is not determined by the stock market. You can use Prospect to model different scenarios and project what your specific equity holdings could be worth in the future.
What is Monte Carlo's stock ticker symbol?
As a private company, Monte Carlo does not have a stock ticker symbol because its shares are not traded on a public stock exchange. Ticker symbols are only assigned to companies when they complete an Initial Public Offering (IPO).
Can I buy or sell Monte Carlo stock?
As an employee, you can typically acquire stock by exercising your options, while selling is often possible during specific liquidity events like tender offers. Prospect provides guidance on both option exercise strategies and selling shares to help you make tax-optimal decisions.
What is the criteria to buy or invest in Monte Carlo stock?
Investing in a private company like Monte Carlo is generally limited to accredited investors in financing rounds or employees receiving equity compensation. If you are an employee, tools from Prospect can help you manage the equity you already hold rather than providing criteria for new investments.

