
Vangrid x bitsCrunch. Raw physical data is useless without the architecture to process it. We own the capture layer – billions of civilian sensors generating verified 3D geometry from the real world. Capturing reality is one problem. Structuring petabytes of spatial data and serving it as a real-time API to defense primes, World Model labs, and autonomous fleets is a different problem entirely. Vangrid has licensed core components of @bitsCrunch 's data infrastructure stack: Go-based APIs, Kafka streaming, ClickHouse analytics, self-managed RPC, ML inference services – battle-tested at enterprise scale, indexing on-chain data for years. bitsCrunch continues to operate and expand its blockchain analytics business. This collaboration extends their proven infrastructure into a new vertical: real-world spatial intelligence. Vangrid focuses on what only Vangrid can build – the sensor swarm, the edge ML, the on-chain verification. The decentralized perception grid is inevitable. The infrastructure to serve it just got real.













