-58%

est. 2Y upside i

AI & MLHardwareSeries A

At Normal, we're rewriting AI foundations to advance the frontier of reasoning and reliability in the physical world. We are tackling problems across semiconductors and industrials with a mix of interdisciplinary approaches across the full stack: from probabilistic software infrastructure and algorithms to hardware and physics, enabling AI that can reason and understand its own limits.

Rank

#1207

Sector

Artificial Intelligence, Semiconductors, Enterprise Software

Est. Liquidity

~4Y

Data Quality

Data: Medium

Normal Computing presents a moderate upside opportunity for a job seeker.

Last updated: March 10, 2026

Bull (20%)+350%

Normal Computing's proprietary thermodynamic computing chips achieve rapid market adoption due to demonstrated 1000x energy efficiency for AI workloads, combined with widespread enterprise uptake of its probabilistic AI platform in mission-critical applications. This drives revenue to over $25M by 2028, justifying a $900M+ valuation at a 36x revenue multiple, well above the current estimated $200M.

Base (45%)+75%

Normal Computing secures a strong niche in specialized AI hardware and critical enterprise AI software, growing revenue steadily to ~$15M by 2028. Limited by incumbent competition and high capital requirements, the company achieves an estimated $350M valuation at a 23x revenue multiple, providing a moderate return for common shareholders.

Bear (35%)-75%

Slower-than-expected adoption of thermodynamic computing and intense competition from well-resourced incumbents like NVIDIA and Google lead to limited market penetration. Revenue growth stalls at ~$10M by 2028, resulting in a down round or acquisition at an estimated $50M valuation, significantly eroding common stock value due to liquidation preferences.

Est. time to liquidity~4.0 years

Preference Stack Risk

high

Investors hold $35M in liquidation preferences ahead of common stock, representing 17.5% of the estimated $200M valuation.

Dilution Risk

high

As a Series A company, Normal Computing will likely require multiple additional funding rounds, leading to significant future dilution for common shareholders.

Secondary Liquidity

none

There is no indication of active secondary markets or tender offers for Normal Computing's equity at this early stage.

Questions to Ask at the Interview

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

  • 1

    “Given the intense competition from established players like NVIDIA and Intel in AI hardware, how does Normal Computing plan to scale manufacturing and achieve market penetration for its thermodynamic computing chips?”

  • 2

    “With a hybrid revenue model spanning software and potential hardware sales, what are the key metrics the company tracks to ensure efficient capital deployment, especially given the high capital intensity of developing novel hardware?”

  • 3

    “Considering the Series A funding and the long development cycles often associated with deep tech hardware, what is the anticipated timeline for a liquidity event for employees, and how does the company plan to manage potential dilution in future funding rounds?”

Community

Valuation Sentiment

Our model estimates -58% 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.