Markets and platforms publish more data than anyone audits. We build open, reproducible models of how value is created, captured, and distributed — instead of vibes and quarterly decks.
Measuring extraction and value capture in two-sided markets with open data and reproducible methods, instead of vibes and quarterly decks.
How far can open, self-hosted LLMs go on real financial and planning tasks before cost or accuracy forces a frontier model? Benchmarks welcome.