-25%

est. 2Y upside i

Series A

Distributional is the modern platform for enterprise AI testing and evaluation to make AI safe, reliable, and secure.

Rank

#2850

Sector

Enterprise Software

Est. Liquidity

~6Y

Data Quality

Data: Low

Due to missing revenue and valuation data, the equity upside is highly uncertain.

Last updated: July 3, 2026

Bull (20%)0%

No revenue data; optimistic scenario assumes rapid adoption and IPO within 5 years, but upside cannot be quantified.

Base (55%)-30%

Modest traction, but limited revenue visibility; assume -30% due to dilution and slow growth.

Bear (25%)-100%

Failure to achieve product-market fit; common stock worthless as preference stack covers $30M funding.

Est. time to liquidity~6.0 years

Preference Stack Risk

severe

Funding Intensity

3750%

Total funding of $30M creates a large preference overhang relative to unknown equity value, making common stock likely worthless in a distressed exit.

Dilution Risk

high

Early stage with no revenue; likely multiple future raises will dilute common shareholders significantly.

Secondary Liquidity

none

No secondary market data available; liquidity event likely 5+ years out.

Questions to Ask at the Interview

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

  • 1

    “How does Distributional's platform differentiate from native LLM evaluation tools from Azure AI and Vertex AI?”

  • 2

    “What is the current customer count and average contract value?”

  • 3

    “What is the expected dilution from future funding rounds, and is there any secondary liquidity program?”

Community

Valuation Sentiment

Our model estimates -25% 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.