-59%

est. 2Y upside i

AI & MLSeries A

Building The Next Generation of Night Vision Devices

Rank

#1240

Sector

Artificial Intelligence

Est. Liquidity

~6Y

Data Quality

Data: Medium

Deepnight presents a moderate upside opportunity for a job seeker, driven by its disruptive AI technology in a large, underserved market.

Last updated: March 10, 2026

Bull (20%)+350%

Deepnight's AI-powered night vision platform achieves significant market penetration in both military and commercial sectors, displacing traditional hardware solutions due to superior performance and cost-effectiveness. Key partnerships and expanded government contracts push revenue to $50M+ by 2028, justifying a $270M+ valuation (4.5x current $60M assumed valuation) as the company becomes a clear leader in AI-driven imaging.

Base (45%)+75%

Deepnight successfully secures additional defense contracts and expands its commercial pilot programs, growing revenue to ~$20M by 2028. While facing strong competition from incumbents, its niche in AI-software for night vision allows for steady growth, leading to an acquisition at a $105M valuation (1.75x current $60M assumed valuation) by a larger defense or imaging technology firm.

Bear (35%)-80%

Dominant incumbents like L3Harris and Teledyne FLIR rapidly develop or acquire competing AI-driven solutions, leveraging their existing relationships and resources to stifle Deepnight's market entry. Regulatory hurdles and slower-than-expected adoption in the defense sector limit revenue growth, leading to a down round or distressed acquisition at a $12M valuation (0.2x current $60M assumed valuation), significantly eroding common stock value due to liquidation preferences.

Est. time to liquidity~6.0 years

Preference Stack Risk

high

Investors hold $11M in liquidation preferences. In an exit at or below $60M, common stock holders would receive value only after $11M is paid to preferred shareholders.

Dilution Risk

high

As an early-stage Series A company, Deepnight will likely require additional funding rounds, leading to further dilution for existing common stock holders.

Secondary Liquidity

none

There is currently no active secondary market for Deepnight shares, meaning employees would likely need to wait for a full liquidity event (acquisition or IPO) to realize value.

Questions to Ask at the Interview

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

  • 1

    “Given the strong incumbent threat from companies like L3Harris and Teledyne FLIR, how is Deepnight strategically planning to overcome their established relationships and resources in the military market, beyond just technological superiority?”

  • 2

    “With ~$5M in contract revenue and a focus on both military and commercial low-light imaging, what is the company's detailed roadmap for scaling revenue to $50M+ within the next 2-3 years, and what are the key milestones for market penetration in each segment?”

  • 3

    “As a Series A company with $11M in total funding and an assumed $60M post-money valuation, what is the anticipated timeline for the next funding round, and how does the company envision achieving a liquidity event for employees, such as an acquisition or IPO, within a 5-7 year horizon?”

Community

Valuation Sentiment

Our model estimates -59% 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.