-24%

est. 2Y upside i

AI & MLSeries B

Squint is a Manufacturing Intelligence Platform that the world's leading manufacturers use to capture expert knowledge, unlock operator performance, and analyze production insights. Operators love Squint because it uniquely combines spatial computing, LLMs, and human expertise into a magical experience.

Rank

#2836

Sector

Manufacturing Intelligence / AI & AR Software

Est. Liquidity

~4Y

Data Quality

Data: Medium

Given the current high valuation multiple (40x revenue) and expected compression toward public comps (5-12x), the probability-weighted equity upside over two years is deeply negative (-24%).

Last updated: July 19, 2026

Bull (30%)+88%

Bull case: IPO window and category leadership in AI manufacturing allow the valuation multiple to remain elevated at 30x forward revenue, yielding an exit value of $552M and 88% upside net of 20% dilution.

Base (50%)-61%

Base case: Multiple converges to public comps (8.5x midpoint) due to maturation, resulting in an exit value of $156M and a 61% loss after dilution.

Bear (20%)-100%

Bear case: Multiple compresses to 3x on weaker growth or competition, exit value of $55M falls below $59M preference stack, wiping out common stock entirely.

Est. time to liquidity~4.0 years

Preference Stack Risk

high

Funding Intensity

22%

Total preferred stock of $59M represents 22% of current valuation, meaning if exit is below $59M, common stock receives nothing.

Dilution Risk

moderate

Likely need to raise additional capital within 24 months given early-stage burn, estimated 20% dilution in a down round scenario.

Secondary Liquidity

none

No secondary market data available; only primary round valuations exist.

Heading — 1 role

View all 1 open roles at Squint →

Last updated: July 3, 2026

Questions to Ask at the Interview

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

  • 1

    “How does Squint's competitive moat deepen with every new customer deployment, and what is the revenue retention strategy against incumbents like Microsoft and PTC?”

  • 2

    “What is the unit economics (CAC payback period, LTV/CAC) for your subscription model, and how do they vary by deal size?”

  • 3

    “What is the expected timeline for an IPO or acquisition, and how does the company plan to provide liquidity for employees before that event?”

Community

Valuation Sentiment

Our model estimates -24% 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.