0%

est. 2Y upside i

AI & MLSeries D+

Reshaping industrial quality with AI, hardware, and software

Rank

#2169

Sector

Industrial Automation, AI Vision Systems

Est. Liquidity

~5Y

Data Quality

Data: Low

Due to missing critical financial data (revenue, valuation, growth rate), a quantitative equity upside analysis is not feasible.

Last updated: July 19, 2026

Bull (20%)0%

Missing financial data precludes quantification; strong moat and large TAM suggest potential, but no revenue or valuation available.

Base (50%)0%

Without revenue or valuation, base case is highly uncertain.

Bear (30%)-100%

Given no financial disclosures, risk of failure is significant; preference stack of $28.2M over unknown valuation could wipe out common.

Est. time to liquidity~5.0 years

Preference Stack Risk

high

Funding Intensity

0%

Total funding of $28.2M with no disclosed valuation; preference stack likely represents a significant portion of any exit value, diluting common stock.

Dilution Risk

high

With $3.75M raised in May 2025 and no revenue, additional funding rounds are likely, diluting equity significantly.

Secondary Liquidity

none

No secondary market data available; likely no liquidity for employees.

Overview China — 7 roles

Overview Mexico — 1 role

Overview Vietnam — 1 role

View all 22 open roles at Overview →

Last updated: March 10, 2026

Questions to Ask at the Interview

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

  • 1

    “What is the current annual recurring revenue and growth rate?”

  • 2

    “What was the valuation in the latest round (May 2025)?”

  • 3

    “What is the company's current cash runway and expected time to next funding round?”

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.