Open Source License Attribution and Royalty Engine
C5/10March 5, 2026
WhatA platform that tracks which open-source code was used in AI training data and automatically distributes micro-royalties to original authors when AI-generated code is used commercially.
SignalMultiple commenters express deep frustration that open-source authors get nothing when their code trains models that generate commercial value — there is a strong sentiment that some fair compensation mechanism must exist, even if it pays pennies.
Why NowAI code generation is now mainstream via Copilot and similar tools, the legal question of training data rights is being actively litigated, and blockchain-based micropayment infrastructure has matured enough to make per-token attribution feasible.
MarketAI companies (OpenAI, Google, Anthropic) facing regulatory pressure to compensate training data creators; open-source developers numbering 100M+; TAM depends on regulation but could be $1B+ if mandated. No real competitor yet — existing efforts are nascent.
MoatBuilding the canonical mapping of training data to original authors creates a unique dataset that becomes the industry standard if regulation requires attribution — strong network effects as more authors register.
API-First AI Agent Orchestration LayerP7/10A middleware platform that lets AI agents interact with SaaS applications through native APIs instead of brittle screen-scraping and coordinate-based clicking.
Long-Context Quality Benchmarking and Monitoring ServiceP6/10An independent evaluation platform that continuously tests and reports how well frontier LLMs actually perform across their claimed context windows, with granular breakdowns by task type and token position.
Synthetic Long-Context Training Data MarketplaceC6/10A platform that generates, curates, and sells high-quality long-context training datasets (100K-1M tokens) with verified ground-truth labels for fine-tuning and evaluating LLMs.
AI Model Cost-Performance Optimizer for EnterprisesC7/10A routing layer that automatically selects the cheapest model capable of handling each specific request, factoring in context length, task complexity, and quality requirements across all major providers.
Tariff Refund Claims Platform for ImportersP6/10A SaaS platform that helps importers of record identify, document, and file claims for tariff refunds owed by the government after court-ordered reversals.
Tariff Refund Rights Marketplace for SMBsC6/10A transparent marketplace where small businesses and individuals who paid tariff costs can sell their refund claims to institutional buyers at fair market rates, not the 20-cents-on-the-dollar that insiders are paying.