Monte Carlo vs Airbyte

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

Monte Carlo

-52%

est. 2Y upside i

AI & MLSeries D+

Rank

#3294

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

+25%

est. 2Y upside i

Data & Analytics

Rank

#1940

Sector

Data Integration/ETL

Est. Liquidity

~3Y

Data Quality

Data: Medium

Airbyte: Moderate Upside with 25% expected upside.

Last updated: March 22, 2026

Note: These companies have different risk levels. Monte Carlo (Higher Risk) and Airbyte (Moderate Risk). A higher expected upside in a higher-risk company comes with greater uncertainty. Compare within the same risk tier for more meaningful evaluation.

Upside Comparison

Expected Upside

Monte Carlo

-52%

Airbyte

+25%

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