Scale AI vs Snorkel AI

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

Scale AI

+60%

est. 2Y upside i

AI & ML

Rank

#1104

Sector

AI Data/Training

Est. Liquidity

~3Y

Data Quality

Data: Medium

Scale AI: Strong Upside with 60% expected upside.

Last updated: March 22, 2026

Snorkel AI

-22%

est. 2Y upside i

AI & MLSeries D+

Rank

#2821

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

Note: These companies have different risk levels. Scale AI (Moderate Risk) and Snorkel AI (Higher 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

Scale AI
+60%
Snorkel AI
-22%

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