Pokémon Go Players Unknowingly Helped Train AI Navigation for Military Drones

Millions of Pokémon Go players spent years scanning their surroundings to unlock in-game rewards. What many did not realise is that those scans may now be powering AI navigation systems intended for use by military drones in war zones.

A report by Dutch newspaper Trouw has revealed that Niantic Spatial — the geospatial AI company spun off from Pokémon Go’s original developer Niantic following its $3.5 billion sale to Scopely in 2025 — collected approximately 30 billion environmental scans from players. Those images were processed into a detailed 3D map capable of enabling precise navigation even when GPS signals are unavailable, jammed, or deliberately blocked.

From Game to Battlefield

The AR scanning feature was introduced in 2020 as part of Pokémon Go’s “AR Mapping tasks,” incentivising players to film their surroundings at PokéStops in exchange for in-game benefits. Players pointed their phones at streets, buildings, parks and landmarks around the world, never anticipating that this data would become the foundation of a military-grade Visual Positioning System (VPS).

Niantic Spatial has since entered into a partnership with Vantor — a major US defence contractor formerly known as Maxar Intelligence — specifically to improve drone navigation in environments where GPS is unreliable. The joint announcement named GPS “unavailability, spoofing, interference, and jamming” as the vulnerabilities the system is designed to address, with autonomous drones, ground vehicles, and augmented reality glasses listed among its intended platforms.

Players Speak Out

The reaction from the Pokémon Go community has been one of shock. Dutch player Floris de Hingh, who has played since the game launched in 2016, told Trouw: “First you think you are playing a game, and then suddenly your data can be used in a war.”

Privacy researcher Tijmen van den Hoven described the situation as symptomatic of a wider problem. “The people who thought they were playing a game have clearly been fooled,” he told Trouw, arguing that companies routinely treat trained AI models as monetisable assets to be sold to whatever buyer appears, regardless of what users understood when they contributed data.

The AR Connection

This story is particularly significant for the augmented reality industry. The same AR scanning technology that powers consumer apps — overlaying digital content onto the physical world — is also capable of building extraordinarily detailed spatial datasets. Niantic Spatial’s VPS is one of the most advanced in the world precisely because Pokémon Go gave it an unparalleled volume of real-world ground-level imagery.

Niantic Spatial’s go-to-market lead told defence outlet Tectonic that the goal is thousands of devices operating on one coordinate framework in an electronic-warfare-heavy environment.

Vantor has denied that Pokémon Go player data would be used directly, though critics point out that once data is incorporated into a trained AI model, tracing its origin becomes practically impossible.

What This Means Going Forward

The story raises important questions about informed consent in the age of AR data collection. As augmented reality becomes more embedded in daily life — through navigation apps, smart glasses, and spatial computing platforms — the environmental data generated by users is increasingly valuable, and not always for the purposes users might expect.

For AR developers and users alike, this case serves as a reminder that the data collected by spatial computing applications carries real-world implications far beyond the screen.