-0%

est. 2Y upside i

AI & MLSeries A

V7 turns human knowledge into trustworthy AI, powering products that solve our hardest problems. Our platform lets customers build no-code AI workflows that solve knowledge work with V7 Go, and leverage expert humans to improve frontier AI model knowledge with V7 Darwin.

Rank

#2307

Sector

Enterprise AI Software

Est. Liquidity

~3Y

Data Quality

Data: Low

Negative expected upside of -45.8% over 2 years suggests poor equity value for a new hire.

Last updated: July 3, 2026

Bull (20%)-0%

IPO window opens and V7 achieves category leadership, sustaining a 10x multiple on $14.1M revenue, yielding $141M exit. But dilution of 20% reduces net upside to -13.2%.

Base (35%)-0%

Multiple converges to 7x, exit value $98.7M, but after 20% dilution, net upside is -39.3%. Preference overhang of $36M is not triggered.

Bear (45%)-1%

Multiple compresses to 4x due to incumbent pressure and slow growth, exit $56.4M. After 20% dilution, net downside -65.3%; preference stack not triggered as exit above $36M.

Est. time to liquidity~2.5 years

Preference Stack Risk

high

Funding Intensity

28%

Total funding of $36M represents 27.7% of entry valuation ($130M), creating a high preference overhang that could wipe out common in a down round.

Dilution Risk

high

Imminent Series B likely dilutes current shareholders by 15-25% (assumed 20%), reducing upside in all scenarios.

Secondary Liquidity

none

No secondary market exists; equity is illiquid until an exit event.

Questions to Ask at the Interview

Strategic questions based on V7's data — designed to show you've done your homework.

  • 1

    “How does V7 differentiate from Scale AI and Hebbia in the computer vision and document automation space?”

  • 2

    “What is the current gross margin and unit economics, and how does the hybrid subscription model scale?”

  • 3

    “Given the high dilution risk from the upcoming Series B, what is the expected timeline to liquidity and any secondary sale opportunities?”

Community

Valuation Sentiment

Our model estimates -0% 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.