Want to Be Completely Unsurprised? Pokémon Go Data Helped Train Navigation Systems for Military Drones

If you played Pokémon Go in 2016 (or later), congratulations — you may have unwittingly helped train AI for military drones.

A Dutch investigation by the newspaper Trouw has revealed how Niantic turned billions of player-generated environment scans into valuable geospatial training data. The company’s subsidiary, Niantic Spatial, used this data to build a Visual Positioning System (VPS) that allows robots and drones to navigate without relying on GPS.

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The Scale Is Mind-Boggling

Since the game’s launch, players have uploaded nearly 30 billion environmental scans worldwide. People scanned everything: streets, forests, churches, and even their own living rooms — all in exchange for in-game rewards. Those scans became the property of Niantic Spatial, which trained advanced 3D models on them.

The technology, called VPS, enables machines to understand and locate themselves in the real world by matching camera input against a massive pre-built spatial database. It’s particularly useful in GPS-denied environments — think dense urban areas or active conflict zones.

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From Catch ’Em All to Defense Tech

According to the reporting, Niantic sold or licensed this data to various AI and robotics companies (including firms like Valor and Coco Robotics). Some of that technology pipeline eventually reached defense applications. While Niantic Spatial has pushed back on direct claims about military drone training, the broader flow of data from playful scanning to serious robotics is clear.

In today’s world, the most in-demand “smart robots” are often the ones operating in contested environments. Navigation systems that work when satellites are jammed or unavailable are extremely valuable.

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The 2016 Data Blind Spot

Back in 2016, few players understood the long-term value of the data they were generating. Companies now pay huge sums (or offer incentives) just to get people to scan spaces. We happily ran around catching virtual creatures for free, feeding a system that would later power everything from delivery robots to potentially autonomous military hardware.

Personal data awareness was also far lower then. Today we’re much more cautious about what apps can see and record. In 2016? Not so much.

(Note: The author of this piece did not play Pokémon Go and, at the time, strongly criticized those who did.)

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The New Normal

Niantic has since spun off its games business and kept the spatial technology platform. The company maintains it has the right to commercialize the data under the terms players agreed to. Technically, they’re correct — users opted in (often for minor rewards).

This story is a near-perfect case study in how data collected for one harmless-sounding purpose can find its way into high-stakes applications years later. What seemed like innocent fun in 2016 became raw material for tomorrow’s autonomous systems.

Want to be completely unsurprised? This is exactly how it was always going to end. The only surprise is how few people saw it coming at the time.