Scale AI vs Neptune.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

Neptune.ai

—

est. 2Y upside i

DevOps & InfraAI & ML

Rank

#4303

Sector

MLOps, Developer Tools, Artificial Intelligence & Machine Learning

Data Quality

—

Skipped: Exited (Acquisition by OpenAI)

Last updated: May 5, 2026

Upside Comparison

Expected Upside

Scale AI
-81%
Neptune.ai
0%

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