Thinking Machines

thinkingmachines.ai →

-94%

est. 2Y upside i

AI & MLSeed

Thinking Machines Lab is an artificial intelligence research and product company. We're building a future where everyone has access to the knowledge and tools to make AI work for their unique needs and goals. Founded by former OpenAI CTO Mira Murati.

Rank

#4337

Sector

Artificial Intelligence, AI Development Platforms

Est. Liquidity

~4Y

Data Quality

Data: Medium

Thinking Machines, despite its initial $12.0B valuation and $2.0B seed round, presents a highly risky equity opportunity for a job seeker.

Last updated: March 10, 2026

Bull (10%)+120%

Despite early challenges and internal strife, Thinking Machines successfully differentiates its Tinker API with unique features and a strong developer community, attracting a niche but loyal customer base. This leads to a new funding round or strategic acquisition at a $24B valuation, resulting in a 120% upside for common stock holders after accounting for liquidation preferences.

Base (20%)-10%

Thinking Machines stabilizes its internal conflicts and continues to develop Tinker, but struggles to gain significant market share against well-funded incumbents. It achieves modest growth, leading to an eventual acquisition by a larger tech company at approximately $11B. Common stock holders would see a -10% return after liquidation preferences.

Bear (70%)-80%

The company fails to secure new funding at its target valuation, leading to a down round or a fire-sale acquisition by an incumbent like Meta at a significantly reduced valuation, potentially around $4B. Given the $2.0B liquidation preference, common stock holders would see an -80% loss.

Est. time to liquidity~4.0 years

Preference Stack Risk

high

Funding Intensity

17%

Investors hold $2.0B in liquidation preferences, meaning common stock holders would see returns only after this amount is paid out in an exit at or below the current $12.0B valuation.

Dilution Risk

high

Given the high capital intensity and struggles to raise new funding, significant future dilution from additional funding rounds, potentially at lower valuations, is highly probable.

Secondary Liquidity

none

There is no indication of active secondary markets or tender offers for employee equity.

View all 27 open roles at Thinking Machines →

Last updated: March 10, 2026

Questions to Ask at the Interview

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

  • 1

    “Given the intense competition from well-resourced incumbents like OpenAI, Google DeepMind, and Meta, how does Thinking Machines plan to establish a sustainable competitive moat beyond its initial Tinker API offering?”

  • 2

    “The company has experienced significant internal conflict and founder departures. How is leadership addressing these challenges to stabilize the team and ensure long-term product execution and growth?”

  • 3

    “With $2.0B in liquidation preferences and the current struggles to raise new funding, what is the realistic timeline for a liquidity event, and how is the company planning to ensure meaningful returns for common stock holders?”

Community

Valuation Sentiment

Our model estimates -94% 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.