-76%

est. 2Y upside i

AI & MLSeries A

At Generalist, we are on a mission to make general-purpose robots a reality. We believe the industries and homes of the future will depend on humans and machines working together in new ways. Robots can help us build more and get more done.

Rank

#3915

Sector

AI Robotics

Est. Liquidity

~4Y

Data Quality

Data: Medium

Generalist AI operates in a high-potential but intensely competitive AI robotics market.

Last updated: March 10, 2026

Bull (10%)+300%

Generalist AI achieves significant breakthroughs with its GEN-0 embodied foundation models, establishing clear scaling laws for robotics and securing major partnerships. This leads to rapid commercialization and market penetration, pushing the valuation to $512M, providing a substantial return for common shareholders after the $140M liquidation preference.

Base (35%)+50%

Generalist AI makes some technical progress with GEN-0 and secures limited pilot programs, but faces intense competition and slower-than-expected commercial adoption. Valuation reaches $192M, providing a minimal return for common stock after the $140M liquidation preference.

Bear (55%)-85%

Dominant incumbents like Figure AI ($39B valuation), NVIDIA (Project GR00T), and Tesla (Optimus) capture significant market share, or Generalist AI struggles to scale its technology beyond research. A down round to $19.2M would result in common stock being worthless due to the $140M liquidation preference.

Est. time to liquidity~4.0 years

Preference Stack Risk

severe

Investors have put in $140M, which is more than the current $128M valuation. This means investors hold $140M in liquidation preferences ahead of common stock. In an exit at or below $140M, common stock holders would receive little to nothing.

Dilution Risk

high

Given the high capital intensity of AI robotics and the current funding-to-valuation ratio, future funding rounds are highly likely to be dilutive for common shareholders if the valuation does not significantly increase.

Secondary Liquidity

none

As a Series A company, there is no indication of active secondary markets or tender offers for employee equity.

Questions to Ask at the Interview

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

  • 1

    “How is Generalist AI planning to differentiate and compete against well-funded incumbents like Figure AI and NVIDIA's Project GR00T, especially given their significant market traction and resources?”

  • 2

    “What is the commercialization roadmap for GEN-0 beyond research previews, and what specific milestones are targeted for revenue generation and scaling customer deployments within the next 12-24 months?”

  • 3

    “Given the current preference stack of $140M against a $128M valuation, how does the company plan to manage future funding rounds to ensure meaningful equity value for common shareholders, and what is the anticipated timeline for a liquidity event?”

Community

Valuation Sentiment

Our model estimates -76% 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.