-36%

est. 2Y upside i

AI & MLSeries D+

Data labeling and annotation platform for training AI models

Rank

#2931

Sector

AI Infrastructure / Data Labeling

Est. Liquidity

~4Y

Data Quality

Data: Medium

Labelbox equity carries meaningful risk: $1B val from 2021 peak, no funding in 4 years, Scale AI dominates.

Last updated: March 20, 2026

Bull (20%)+200%

Captures frontier training data market, acquired at 8-10x ARR.

Base (45%)+20%

$100-150M ARR but subscale vs Scale AI; flat/down round, modest exit.

Bear (35%)-60%

Scale AI consolidates; hyperscalers commoditize; distressed sale.

Est. time to liquidity~4.0 years

Preference Stack Risk

high

Funding Intensity

19%

$189M preferences; SoftBank rounds often have participating preferred.

Dilution Risk

high

4+ years since last round; flat/down round likely.

Secondary Liquidity

none

Limited demand at uncertain valuation.

Other — 8 roles

View all 8 open roles at Labelbox →

Last updated: March 10, 2026

Questions to Ask at the Interview

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

  • 1

    “Current ARR and NRR trend?”

  • 2

    “Cash runway and profitability path?”

  • 3

    “409A vs Series D preferred price?”

Cluster Peers

Expected Upside

Labelbox
-36%
Labelbox
-43%
Snorkel AI
-67%
Scale AI
-70%

Community

Valuation Sentiment

Our model estimates -36% upside. What do you think?

Anonymous. Do not share material non-public information.

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