
Scaling a Physical AI data network isn’t just about collecting more footage. It’s about delivering the right data, at the right locations, with consistent quality. That’s what makes bulk orders on @vangrid_io worth watching. Buyers can define the brief, price per capture, and required quantity. One public bollard order spans 9 locations, with 6 accepted so far. The real test is what happens at scale: → Can contributors meet demand across multiple locations? → Can reconstruction keep pace? → How many captures actually pass acceptance? More captures look good on a dashboard. Reliable fulfillment is what makes a marketplace useful. For Vangrid, I’d watch bulk order completion rates just as closely as total bounty volume. Demand creates opportunity. Consistent delivery builds the network.
