Monte Carlo vs Alation

Side-by-side comparison of model-estimated upside.

Monte Carlo

-52%

est. 2Y upside i

AI & MLSeries D+

Rank

#3287

Sector

Data and AI Observability

Est. Liquidity

~3Y

Data Quality

Data: Low

Given 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

Alation

-23%

est. 2Y upside i

Series D+

Rank

#2724

Sector

Enterprise Software

Est. Liquidity

~3Y

Data Quality

Data: Low

With an expected negative return of -23% over 2 years and high risk, this equity offer is unattractive.

Last updated: July 3, 2026

Upside Comparison

Expected Upside

Monte Carlo
-52%
Alation
-23%

Disclaimer: These rankings are AI-generated estimates and do not constitute financial or career advice. Always conduct your own due diligence.