Monte Carlo vs Collibra

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

Collibra

-81%

est. 2Y upside i

Series D+

Rank

#3587

Sector

Enterprise Software

Est. Liquidity

~3Y

Data Quality

Data: Medium

Collibra offers a strong product and moat, but the low 15% growth and high 25x revenue multiple create significant downside risk over 2 years.

Last updated: July 3, 2026

Upside Comparison

Expected Upside

Monte Carlo

-52%

Collibra

-81%

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