Catch a Pikachu, help build autonomous delivery robots. That's the surprise revelation for millions of Pokémon Go players who've been unknowingly crowdsourcing training data for Niantic's commercial AI ventures.
The gaming company has leveraged over 30 billion images captured by players to develop its Visual Positioning System, or VPS—a technology that pinpoints location down to a few centimeters by analyzing nearby buildings and landmarks. Unlike GPS, which struggles in urban canyons and indoor spaces, VPS works where delivery robots actually need to navigate.
The most deliberate data collection came through a 2020 "Field Research" feature that encouraged users to scan real-world statues and landmarks for in-game rewards. Players photographed the same locations under different weather, lighting, and angles—creating the varied dataset machine learning models crave. Whether they knew it or not, those scans were creating 3D models of the real world.
Niantic Spatial has now partnered with Coco Robotics to apply this technology to delivery robot navigation. CEO John Hanke noted the parallel between gaming and robotics: "Getting Pikachu to realistically run around and getting Coco's robot to safely and accurately move through the world is actually the same problem."
The technology is impressive. The question is whether anyone consented to it. At its 2016 peak, Pokémon Go had approximately 230 million monthly active users providing this data. Terms of service probably covered it—they always do—but how many players realized their casual gaming was training commercial AI systems?
This is the dark side of "free-to-play" economics. You're not the customer when the product is free. You're the product—or in this case, the unpaid data laborer. The technology itself is genuinely clever, repurposing gaming data for practical applications. But the asymmetry of awareness bothers me.
Niantic built something real and useful. They just did it by turning millions of players into unwitting cartographers for their commercial ventures. The robots will navigate beautifully. The question is whether the players who made it possible will ever see the value they created.
