Scale AI vs Snorkel AI

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

Scale AI

-81%

est. 2Y upside i

AI & MLSeries D+

Rank

#3593

Sector

AI Infrastructure

Est. Liquidity

~3Y

Data Quality

Data: Medium

Common equity in Scale AI faces severe preference overhang ($15.9B vs $29B valuation) and low growth (14.5%), leading to a negative expected upside of -81% over 2 years.

Last updated: July 19, 2026

Snorkel AI

-22%

est. 2Y upside i

AI & MLSeries D+

Rank

#2815

Sector

Enterprise Software / AI Infrastructure

Est. Liquidity

~2Y

Data Quality

Data: Low

Snorkel AI offers a compelling technology but carries significant risk from valuation overhang and strategic uncertainty.

Last updated: July 3, 2026

Upside Comparison

Expected Upside

Scale AI

-81%

Snorkel AI

-22%

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