-70%

est. 2Y upside i

AI & ML

Our mission is to advance humanity's understanding of AI by examining the inner workings of advanced AI models (or “AI Interpretability”). As a research-driven product organization, we bridge the gap between theoretical science and practical applications of interpretability.

Rank

#1640

Sector

AI Interpretability

Est. Liquidity

~3Y

Data Quality

Data: Medium

Goodfire: Strong Upside with 60% expected upside.

Last updated: March 22, 2026

Bull (25%)+150%

Strong execution.

Base (50%)+60%

Steady growth.

Bear (25%)-40%

Competitive pressure.

Est. time to liquidity~3.0 years

Preference Stack Risk

moderate

Other — 14 roles

View all 14 open roles at Goodfire →

Last updated: February 22, 2026

Community

Valuation Sentiment

Our model estimates -70% upside. What do you think?

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Disclaimer: This analysis is AI-generated and does not constitute financial or career advice. Always conduct your own due diligence.