Insights

Strategic funding Samsung Catalyst leading a $50M funding round signals strong strategic alignment and potential for joint development opportunities in AI processors and thermodynamic computing. Leverage this momentum to position Normal as a preferred partner for accelerator hardware ecosystems andenterprise-grade AI systems.

Hardware focus Normal is actively developing its own experimental AI processors with a thermodynamic approach, presenting a new hardware-software stack opportunity. Target enterprise clients with demanding AI workloads and power efficiency needs who would benefit from integrated hardware acceleration and reliability guarantees.

Early stage growth With estimated revenue in the mid single-digit millions and a funding total of eighty-four million, Normal is in an investment-driven growth phase. This creates a window for pilots, co-development contracts, and strategic deals that demonstrate ROI to attract larger customers.

Full-stack expertise The company combines probabilistic software infrastructure, algorithms, hardware, and physics, offering a compelling value proposition for customers needing trustworthy AI that understands its limits. Position as a provider of reliability-centric AI platforms for critical industries such as semiconductors and industrials.

Industry pedigree Founders originate from Google Brain and Google X, underscoring credibility in advanced AI toolchains. Use this pedigree to engage large enterprises seeking innovation partners with established credibility in AI research and practical deployment.

Similar companies to Normal Computing

Normal Computing Tech Stack

Normal Computing uses 8 technology products and services including iCIMS, Docker, Kubernetes, and more. Explore Normal Computing's tech stack below.

Normal Computing's Email Address Formats

Normal Computing uses at least 4 email formats:
Normal Computing Email FormatsExamplePercentage
First@normalcomputing.aiJohn@normalcomputing.ai
95%
FLast@normalcomputing.aiJDoe@normalcomputing.ai
2%
Last@normalcomputing.aiDoe@normalcomputing.ai
3%
First@normalcomputing.comJohn@normalcomputing.com
100%

Frequently Asked Questions

What is Normal Computing's official website and social media links?

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Normal Computing's official website is normalcomputing.com and has social profiles on LinkedIn and Crunchbase.

How much revenue does Normal Computing generate?

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As of July 2026, Normal Computing's annual revenue is estimated to be $25M - $50M.

What is Normal Computing's NAICS code?

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Normal Computing's NAICS code is 5112 - Software Publishers.

How many employees does Normal Computing have currently?

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As of July 2026, Normal Computing has approximately 88 employees across 4 continents, including North America, Asia and Europe. Key team members include Chief Business & Operations Officer: C. C., Head Of Ml, Research Scientist: T. D. A. and Hardware Lead: M. B. Explore Normal Computing's employee directory with LeadIQ.

What industry does Normal Computing belong to?

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Normal Computing operates in the Software Development industry.

What technology does Normal Computing use?

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Normal Computing's tech stack includes iCIMS, Docker, Kubernetes, Figma, NetSuite, OpenAI, Webflow and Piwik PRO Core.

What is Normal Computing's email format?

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Normal Computing's email format typically follows the pattern of First@normalcomputing.ai. Find more Normal Computing email formats with LeadIQ.

How much funding has Normal Computing raised to date?

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As of July 2026, Normal Computing has raised $84M in funding. The last funding round occurred on Mar 25, 2026.

When was Normal Computing founded?

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Normal Computing was founded in 2022.
Normal Computing logo

Normal Computing

Software DevelopmentNew York, United States51-200 Employees

Normal Computing is a software development company based in New York City. It was founded in 2022 by engineers and scientists who previously led Physics plus ML work at Google Brain and Google X, and it focuses on rethinking AI foundations to improve reasoning and reliability in physical environments. The company tackles challenges across semiconductors and industrial contexts through a full-stack, interdisciplinary approach that spans probabilistic software and algorithms, hardware, and physics, with the aim of AI that can reason about its own limits.

Its work targets hardware and industrial customers dealing with AI-enabled systems, addressing practical problems where AI interacts with real-world processes and embedding across its teams to engage directly with clients. Based in New York City, Normal Computing emphasizes cross-disciplinary collaboration and close customer collaboration. In August 2025, the company unveiled its initial thermodynamic computing chip, a concrete milestone in its development of experimental AI processors.

Section iconCompany Overview

NAICS Code
5112 - Software Publishers
Founded
2022
Employees
51-200

Section iconFunding & Financials

  • $84M

    Normal Computing has raised a total of $84M of funding over 6 rounds. Their latest funding round was raised on Mar 25, 2026 as a Series B.

  • $25M - $50M

    Normal Computing's revenue is estimated to be in the range of $25M - $50M

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