Encoding Equity Into
AI-Generated Prosperity

A framework for ensuring the innovations arising from Human – AI collaborations benefit humanity broadly, not just corporate shareholders

The Problem

  • 300M jobs at risk globally
  • AI wealth concentrating rapidly
  • Current system wasn’t designed for AI collaboration
  • OpenAI’s journey: nonprofit → $157B capped-profit entity

“AI will create an age of abundance, but we need to figure out how wealth gets redistributed, or we’re going to have a massive problem.”

Elon Musk

Source: Recode Conference, 2023, CNBC Interview, 2023

Our Solution

  • Three-way benefit sharing (33-33-33)
  • Baked into IP structure, not discretionary giving
  • Legal firewall prevents mission drift
  • Managed by a 501(c)(3) Non-Profit Corporation

“We have a few years – not decades – to get the governance frameworks right. After that, the concentration of power becomes irreversible.”

Yoshua Bengio (Turing Award Winner)

Source: NeurIPS 2023 Keynote & various interviews


Demis Hassabis
Google DeepMind
Source: World Economic Forum, Davos 2024


We Can’t Do It Alone

  • Diverse experts needed on our board
  • Seed funding needed to “prime the pump”
  • Other inventors collaborating with AI are welcome
  • And if you’re none of the above, you can still help spread the word!

“The logic of the market does not solve for optimum outcomes… AI wealth concentration without intervention creates dystopia.”

Andrew Yang, Entrepreneur/Political Leader

Source: The War on Normal People” (2018) – prescient on AI/automation, Forward Party Platform, 2024

Let’s Get Busy!