Weights & Biases

wandb.ai →

-57%

est. 2Y upside i

AI & MLDevOps & InfraSeries C

Machine learning experiment tracking and model management platform

Rank

#3355

Sector

AI/Machine Learning, Developer Tools

Est. Liquidity

~1Y

Data Quality

Data: Medium

Joining post-acquisition W&B offers limited upside for common equity given the 34x revenue multiple paid by CoreWeave.

Last updated: July 19, 2026

Bull (20%)-37%

AI tailwinds and CoreWeave IPO sustain multiples at 15x revenue. Exit value $1.08B yields -36.5% return for common after $250M preference.

Base (60%)-58%

Multiple converges to public comps at 10x revenue. Exit value $720M yields -57.6% as common recovers $470M against $1.45B entry common value.

Bear (20%)-75%

Multiple compresses to 6x revenue due to competition or slowdown. Exit value $432M, preference takes $250M, common gets $182M for -74.6% loss.

Est. time to liquidity~0.5 years

Preference Stack Risk

moderate

Funding Intensity

0%

Total funding $250M represents 14.7% of acquisition valuation, moderate preference overhang.

Dilution Risk

low

No anticipated dilutive fundraising within 2 years due to acquisition by CoreWeave.

Secondary Liquidity

none

Company is acquired; no secondary market for private shares.

Questions to Ask at the Interview

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

  • 1

    “How will CoreWeave's acquisition impact W&B's product roadmap and go-to-market strategy?”

  • 2

    “What is the expected growth trajectory for W&B as a subsidiary, and how does it align with CoreWeave's broader cloud strategy?”

  • 3

    “What is the liquidity timeline for employee equity post-acquisition, and are there any lockup restrictions?”

Community

Valuation Sentiment

Our model estimates -57% 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.