Over a billion geotagged smartphone videos, captured by people chasing virtual Pikachu, now feed a 3D world model built for military drone navigation. That’s the legacy Niantic Spatial carved out when it spun off from Pokémon Go developer Niantic in May 2025.
What the Players Actually Built
Niantic Spatial’s “large geospatial model” is a foundation AI trained on the ground-level scans Pokémon Go users recorded of statues, fountains, storefronts, and landmarks. The company also pulled data from its Scaniverse app users. A Niantic Spatial spokesperson confirmed to Ars Technica that “ground scans were one component” in training real-world foundation models that learn to recognize and interpret physical spaces.
Those models aren’t a database of the original scans—they’re learned representations that encode geometry, appearance, and spatial context. But the scale is staggering: billions of images sourced from millions of players who never signed up to train military navigation systems.
From Augmented Reality to Autonomous Warfare
Niantic sold its licensed games—Pokémon Go among them—to the Saudi-backed publisher Scopely before the spin-out. The geospatial model and the data pipeline stayed with Niantic Spatial, which now pitches the technology for delivery robots and, as Ars notes, possibly military drones.
The moral line here isn’t subtle. Players recorded their neighborhoods for an AR game; Niantic Spatial is now repurposing that human-curated street-level data to teach machines how to navigate the physical world without asking permission. The company’s defense that the scans were “of public points of interest” sidesteps the fact that millions of people were turned into unpaid data collectors for a defense-adjacent AI project.
Where This Goes Next
Niantic Spatial is betting that a foundational 3D model of the entire planet will become the default navigation layer for autonomous systems. If delivery robots and military drones start relying on a model trained on Pokémon Go footage, expect privacy lawsuits and regulatory blowback—but also expect competitors to start scraping every sidewalk video they can find.
Source: Pokémon Go players unwittingly contributed to tech with military drone uses
Domain: arstechnica.com
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