-87%

est. 2Y upside i

CybersecurityAI & MLSeed

Liminal develops a security platform for regulated enterprises. Its product features include interacting directly with generative AI models, using generative AI-enabled applications, deploying generative AI in applications and products, and ensuring complete control over generative AI data privacy, security, and sovereignty.

Rank

#1099

Sector

Cybersecurity, Generative AI

Est. Liquidity

~4Y

Data Quality

Data: Medium

Liminal operates in the fast-growing Generative AI cybersecurity market, with strong TAM growth.

Last updated: March 10, 2026

Bull (30%)+350%

Liminal successfully expands its multi-model AI security platform to a broad MSP network and secures major enterprise clients in regulated industries, leveraging its SOC 2/Type 2 compliance and integrations with platforms like AWS and IBM Watsonx. This drives revenue to $50M+ by 2028, justifying a $100M-$120M valuation in a Series B or C round.

Base (25%)+50%

Liminal achieves moderate traction in its niche, growing revenue to $15M-$20M by 2028. While it secures some key customers, competitive pressures from larger players and other specialized startups limit its market share, leading to a modest valuation increase to $30M-$35M in a follow-on round, providing limited returns for common shareholders after preferences.

Bear (45%)-80%

Established cybersecurity firms or cloud providers launch competing, integrated generative AI security solutions, commoditizing Liminal's offering. Growth stalls, and the company struggles to raise further capital, leading to a down round or acquisition at a significantly reduced valuation ($5M-$10M), effectively wiping out common stock value due to the substantial $12M liquidation preferences.

Est. time to liquidity~3.5 years

Preference Stack Risk

severe

Funding Intensity

57%

Investors hold $12M in liquidation preferences. In an exit at or below $21M, common shareholders would receive a significantly reduced payout or nothing after the $12M preference is paid out.

Dilution Risk

high

As an early-stage company with high funding intensity, Liminal will likely require additional funding rounds, leading to further dilution for common shareholders.

Secondary Liquidity

none

There is no indication of active secondary markets or tender offers for Liminal's equity.

Questions to Ask at the Interview

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

  • 1

    “Given the significant investment by large cloud providers and established cybersecurity firms into AI security, how does Liminal plan to maintain its competitive edge and prevent commoditization of its core offerings, especially with its recent expansion to MSPs?”

  • 2

    “With a subscription-based revenue model and a focus on regulated industries requiring SOC 2/Type 2 compliance, what are the key metrics (e.g., ARR, customer acquisition cost, churn) that the company is prioritizing to demonstrate scalable and profitable growth?”

  • 3

    “Considering the recent seed funding and the company's early stage, what is the anticipated timeline for the next funding round, and how does the company envision a potential liquidity event for employees, such as an acquisition or IPO, within the next 3-5 years?”

Community

Valuation Sentiment

Our model estimates -87% 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.