Match service providers (home maintenance, laundry) to service requests at scale.

Update assignments continuously based on how the world changes (request/provider drops, changing traffic).

Match riders to drivers at scale with custom objectives (maximize revenue, maximize ride utilization, minimize seat slippage).

Respect preferences of riders (down-to-talk, solo vs group) and drivers (round-trip or one way, max seats per trip, music on/off).