User-Owned AI Training and Revenue Sharing

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User-Owned AI Training and Revenue Sharing

Inspired by a conversation on:

The Cognitive Revolution

The Cognitive Revolution

User-Owned AI: On-Chain Training, Inference, and Agents, with NEAR's Illia Polosukhin

Host: Erik Torenberg, Nathan Labenz

Timestamp: 32:00 - 34:15

Listen to Episode • View Podcast • All Ideas from The Cognitive Revolution

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Feather Flow

Direct Quote

"A process that allows contributors to provide whatever compute or data they have in exchange for a cryptographically guaranteed share of the model's future revenue."

Market Gap

AI model training is resource-intensive and requires substantial investment.

Developing state-of-the-art AI models often demands significant computational resources and vast amounts of training data, creating barriers for smaller organizations or individual developers. The costs associated with model training can exceed millions of dollars, limiting the ability of diverse contributors to participate in the AI space. Additionally, many data providers do not receive fair compensation for their contributions to model training. A model that allows for decentralized contributions and revenue sharing can democratize AI development and foster a more inclusive ecosystem.

Summary

The User-Owned AI Training and Revenue Sharing platform would enable individuals and organizations to contribute computational resources and data for training AI models in exchange for a share of future revenues generated by those models. This decentralized approach would lower the entry barriers for participants while fostering collaboration. Contributors can earn rewards based on their input, creating an incentive for more robust participation. By utilizing blockchain technology, the platform can ensure transparency and trust in how contributions are valued and compensated, ultimately leading to a more equitable AI development landscape.

Categorization

Business Model
Platform
Target Founder
Generalist
Difficulty
Medium
Time to Revenue
3-6 months
Initial Investment
$10,000 - $50,000

Potential MRR (18-24 months)

Conservative
$5,000 - $10,000 MRR
Moderate (Most Likely)
$15,000 - $30,000 MRR
Optimistic
$40,000 - $70,000 MRR

* Estimates assume solo founder/bootstrap scenario with competent execution

Scores

Clarity
9/10
Novelty
9/10
Feasibility
8/10
Market Potential
9/10
Evidence
8/10
Overall
8.6/10
Found on September 13, 2025 • Analyzed on September 13, 2023 6:48 PM

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