Monte Carlo
-52%
est. 2Y upside i
Data observability platform for monitoring data quality and reliability
Rank
#3294
Sector
Data and AI Observability
Est. Liquidity
~3Y
Data Quality
Data: LowGiven a stale $1.6B valuation and 19.6x revenue multiple, projected flat to declining revenues relative to valuation, with 20% expected dilution and no near-term IPO, the equity is likely negative over a 2-year horizon.
Last updated: July 19, 2026
Exit multiple holds at 12x on $135M revenue yields $1.62B, but 20% dilution reduces return; IPO window key driver.
Multiple converges to 9x, exit $1.215B, after dilution common loses ~44%.
Multiple compresses to 5x, exit $675M, after preference and dilution common loses ~78%.
Preference Stack Risk
moderateFunding Intensity
1475%Total preference overhang of $236M at 1x non-participating represents 14.75% of current valuation.
Dilution Risk
highCompany likely needs to raise within 2 years given burn rate, estimated 20% dilution.
Secondary Liquidity
noneNo secondary market activity indicated; shares illiquid until exit.
Questions to Ask at the Interview
Strategic questions based on Monte Carlo's data — designed to show you've done your homework.
- 1
“How does Monte Carlo plan to differentiate from built-in observability features from Databricks and Snowflake?”
- 2
“What is the path to profitability given the high burn and recent layoffs?”
- 3
“How does the equity structure work for employees, and what is the secondary market liquidity?”
Community
Valuation Sentiment
Our model estimates -52% upside. What do you think?
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Disclaimer: This analysis is AI-generated and does not constitute financial or career advice. Always conduct your own due diligence.