MANUFACTURING AND INDUSTRIAL
Manufacturing is where we are taking our AI after the power market. Machines wear, processes drift, and plans rest on numbers that were set once. We are working on a production-planning use case with a software company, and we are looking for design partners.
Agreed
We are working on a production-planning use case with a production-planning software company.
Demonstrated
In a simulated road network, an instance learned to predict delays and to choose a route before the delay happened, and kept improving how it acted on its own forecasts as conditions changed.
Learning while the world changesOpen
We are looking for manufacturing companies that want to run an instance on a live process, for example condition monitoring or capacity planning, and measure the effect.
Talk to usRESEARCH
Each card shows its status and where it comes from.
Deployed
Market Edge has forecast day-ahead electricity prices continuously in production since April 2026. It learns while operating, currently ingesting 83 parallel input streams. Battery storage operators and energy traders use its forecasts to plan their operations.
Backtested
Historical backtest, Market Edge: 14 percent higher cumulative trading P&L than the TabPFN baseline across 2,097 days in the German-Luxembourg power market. The advantage concentrates in regime shifts. A backtest result, not live trading returns.
Demonstrated
In a simulated stock market, an instance acted and learned what its actions cost: over 2,177 trades it recovered a hidden 25 percent tax schedule from the consequences of its own trades, with no reward function, and recovered it again each time the rule changed.
Agreed
We are working on a production-planning use case with a production-planning software company.
