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Documentation Index

Fetch the complete documentation index at: https://docs.vangrid.io/llms.txt

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Thesis: Physical AI is starving for ground truth. Satellites can’t see sidewalks. Dashcams can’t see stairs. Corporate fleets can’t scale. The only viable infrastructure is 3 billion civilian sensors, already deployed in pockets. Vangrid turns them on.

Phase 1 — Ignition

Activate the swarm.
  • Vangrid Web App live → Node 001 ships
  • VideoQuest v1: pedestrian-level spatial capture pipeline
  • On-device privacy filter operational (BlazeFace + SISO-SSD)
  • PTC reward layer wired
  • iOS submission
Target: 10,000 active nodes
Unlock: Bootstrap the perception grid. Prove the swarm captures what satellites and fleets cannot.

Phase 2 — Distribution

Turn capture into category.
  • POIQuest: targeted missions on transit hubs, entrances, plazas
  • RouteQuest: pedestrian-corridor coverage (sidewalks, alleys, stairs)
  • MarketConnect: enterprise data licensing layer live
  • First defense pilot signed
  • First robotics/AV pilot signed
Target: Top 50 global cities under coverage
Unlock: Move from “we have data” to “enterprise pays for it.” Category creation.

Phase 3 — Moat

Build the IP layer.
  • EnrichQuest: metadata, object inventory, semantic labels on every capture
  • Vault One: proprietary spatial dataset becomes core defensible IP
  • World-model lab partnerships (frontier AI labs)
  • Enterprise API v1
Target: 1M+ verified capture missions completed
Unlock: Anyone can run nodes. Only Vangrid has this refined, enriched, cryptographically verified geometry. The dataset is the moat.

Phase 4 — Inevitability

Become infrastructure.
  • ValidatorNet: economic layer for data quality verification
  • SyntheticQuest: real-capture × synthetic-training hybrid for World Models
  • Enterprise Connect: full API stack for defense primes, robotics fleets, AV labs
  • Sovereign data deployments (allied governments)
Target: 200+ cities, 50+ countries, multi-billion-frame dataset
Unlock: Default spatial layer for Physical AI. Not a vendor. Infrastructure.

2027 → Endgame

The Spatial Cortex for every robot, drone, and autonomous agent in the physical world.
  • Real-time spatial API for autonomous fleets at city scale
  • Embodied AI training contracts (humanoid robotics primes)
  • Sovereign perception grids for allied defense
  • Vangrid Protocol: decentralized data marketplace, on-chain provenance
  • $1B+ ARR run-rate
Every additional 1,000 active nodes reduces ground_truth_score variance in covered zones — denser corroboration means tighter confidence bounds, fewer contested observations, and higher data quality floors that no single-source competitor can replicate. Every new query adds signal to coverage prioritization, compounding the dataset’s value with each request. The infrastructure layer for the multi-trillion-dollar Physical AI race.
Last modified on May 22, 2026