Pokémon Go data helped train AI systems now being developed for military drones and robots

Pokémon Go Data Powers New Navigation Technology

A decade after Pokémon Go captivated millions worldwide, the augmented reality game has left an unexpected legacy: billions of player-captured images now form the foundation of AI systems being developed for military drones and autonomous robots. Niantic Spatial, spun out from Pokémon Go developer Niantic in May 2025, trained its geospatial AI model on approximately 30 billion images collected from players who scanned real-world locations while hunting virtual creatures 1

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. These ground scans, mostly clustered around urban environments, captured the same locations from multiple angles under varying lighting and weather conditions, providing valuable metadata about phone positioning and orientation 1

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The AI training occurred before Niantic sold its gaming portfolio to Saudi-backed publisher Scopely for $3.5 billion in 2025 2

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. Players contributed these scans through optional AR mapping tasks introduced in 2020, which enabled them to create short videos of public points of interest like statues and fountains 1

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. "Ground scans were one component to help train Niantic Spatial's real-world foundation models -- AI systems that learn to recognize and interpret physical spaces," a Niantic Spatial spokesperson explained 1

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Visual Positioning System Enables GPS-Denied Navigation

Niantic Spatial developed a Visual Positioning System that determines a device's position and orientation by comparing camera data with detailed 3D maps of physical environments. This technology proves especially valuable in GPS-denied environments where satellite signals are unreliable or actively jammed—situations common in dense urban areas, indoor spaces, and conflict zones 1

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. The company announced a partnership with Coco Robotics in March 2026 to help delivery robots navigate city streets using this AI-powered system 1

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More controversially, Niantic Spatial partnered with Vantor in December 2025 to develop positioning systems for both flying drones and ground vehicles operating without GPS access 1

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. Vantor, formerly known as Maxar Intelligence, maintains multiple US government contracts with the National Geospace-Intelligence Agency, various military branches, and the Department of Homeland Security 1

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. At the Defence Geospatial Intelligence conference in London in February 2026, Niantic Spatial's director of product management reported early testing showed a 70 percent reduction in positioning error with accuracy to within 1.5 meters in many scenarios 1

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Ethical Concerns Over Military Drone Applications

The revelation that Pokémon Go data contributed to AI for military drones has sparked ethical concerns among players and technology experts. "Without the large number of scans from all those gamers, the development of this system would never have progressed so quickly," said Jeroen van den Hoven, professor of ethics and technology at Delft University of Technology, in an interview with Dutch publication Trouw 1

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. "The players have indirectly, in a perhaps minimal but still effective way, made a contribution to military applications" 1

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Niantic Spatial has denied sharing Pokémon Go data directly with Vantor, clarifying that sharing such data is not part of their agreement 3

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. The company emphasized that since Scopely's acquisition, Pokémon Go data is no longer shared with Niantic Spatial, and AR scanning features were discontinued earlier this year 3

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. However, the company confirmed that ground scans collected before the acquisition helped train its geospatial AI model, and Vantor is "exploring adapting" Niantic Spatial's ground-based positioning technology 2

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Data collection through AR scans was covered by Pokémon Go's terms of service, which granted Niantic "a nonexclusive, transferable, sublicenseable, worldwide, royalty-free, perpetual license" to use player-generated content 2

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. Van den Hoven noted that "the people who thought they were playing a game have clearly been fooled," adding that companies prioritize monetizing datasets and AI models over genuinely advancing users' lives 2

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Military Applications and Future Implications

Visual positioning systems are already being deployed in active conflict zones. Ukrainian military forces use battlefield robots and bomb disposal robots with their own positioning systems to counter GPS jamming in the Russo-Ukrainian war 1

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. Van den Hoven acknowledged that such technology can serve defensive purposes: "If the Ukrainians can win the just war against aggressor Russia with this, it is a good development" 1

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The location data encompasses scans from various Niantic games including Ingress, the company's original title that formed the basis for Pokémon Go's location map 4

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. The 30 billion figure counts individual video frames separately, representing only a fraction of the playerbase who opted into the voluntary scanning feature 4

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. As AI-powered navigation systems continue evolving, questions persist about informed consent, data ownership, and the dual-use nature of technologies that serve both civilian delivery robots and military drones operating in contested environments.