-75%

est. 2Y upside i

Series C

Human and AI design review for hardware

Rank

#4111

Sector

Engineering/Industrial Software

Est. Liquidity

~5Y

Data Quality

Data: Medium

158% NRR and marquee customers impressive, but $500M at $6.9M ARR (72x) prices in years of flawless execution. $117M preferences mean any exit at or below current returns nothing to common.

Last updated: March 21, 2026

Bull (15%)+80%

AutoReview converts 47K waitlist, ARR to $30M+, acquisition by PTC/Siemens at $600-750M.

Base (55%)-10%

ARR grows to $15-20M, flat exit $400-500M after $117M preferences.

Bear (30%)-65%

Siemens/PTC embed AI review natively; down round to $150-200M.

Est. time to liquidity~5.0 years

Preference Stack Risk

high

Funding Intensity

23%

$117M on $500M (23.4%); exit below $500M returns nothing to common.

Dilution Risk

high

$6.9M ARR needs more capital before IPO.

Secondary Liquidity

none

Canadian industrial SaaS has limited secondary demand.

Other 1 role

View all 1 open roles at CoLab

Last updated: March 10, 2026

Questions to Ask at the Interview

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

  • 1

    How does CoLab defend vs Siemens/PTC AI features?

  • 2

    Revenue growth needed to avoid down round?

  • 3

    Liquidity timeline for employees?

Community

Valuation Sentiment

Our model estimates -75% 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.