Monte Carlo vs Airbyte

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

Monte Carlo

-52%

est. 2Y upside i

AI & MLSeries D+

Rank

#3289

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

Airbyte

+24%

est. 2Y upside i

DevOps & InfraSeries B

Rank

#1350

Sector

Developer Tools

Est. Liquidity

~4Y

Data Quality

Data: Medium

Given 24% expected upside over 2 years, moderate-high risk from incumbent pressure and potential dilution, equity cautious but undervalued relative to peer multiples.

Last updated: July 19, 2026

Upside Comparison

Expected Upside

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