Snorkel AI

snorkel.ai →

-22%

est. 2Y upside i

AI & MLSeries D+

Data-centric AI platform for programmatic data labeling and management

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

Bull (15%)+62%

Snorkel AI achieves a successful IPO in 2027 at a valuation of $2.6B (2x entry), driven by strong adoption of its programmatic labeling platform. After preferred liquidation of $238M, common stock upside is 81.7% before 20pp dilution, netting 61.7%.

Base (50%)+0%

Revenue grows modestly, with a valuation of $1.8B (1.38x entry) at horizon. Preferred liquidation leaves common upside of 20.2% before dilution, netting 0.2% after 20pp dilution.

Bear (35%)-88%

BlackRock's 51.6% markdown materializes broadly, with exit at $630M. Preference stack of $238M leaves $392M for common, a -69.8% raw downside, exacerbated to -88.3% after dilution.

Est. time to liquidity~2.0 years
Adjusted for competitive dynamics: -23% (raw: -22%, adjustment: -2%)

Preference Stack Risk

high

Funding Intensity

1830%

Total funding of $238M represents 18.3% of valuation, meaning preferred holders can claim a significant portion of exit proceeds before common.

Dilution Risk

moderate

With $238M raised and likely need for additional capital given pivot, expected 20% dilution over 2 years.

Secondary Liquidity

limited

No active secondary market; potential for some liquidity if secondary transactions emerge, but currently none.

Other — 20 roles

View all 20 open roles at Snorkel AI →

Last updated: March 10, 2026

Questions to Ask at the Interview

Strategic questions based on Snorkel AI's data — designed to show you've done your homework.

  • 1

    “How does Snorkel's programmatic labeling differentiate from Scale AI's approach, and what is the moat duration?”

  • 2

    “What is the current revenue run-rate and trajectory post-pivot to data-as-a-service?”

  • 3

    “What is the expected timeline to IPO and how does the team plan to manage dilution from future fundraising?”

Community

Valuation Sentiment

Our model estimates -22% 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.