ATLAS: AI that guesses any street view location in 3 seconds

Hi Product Hunt. Solo builder here. ATLAS started as a question: how well can an AI locate a single street view frame with no metadata, just pixels? The answer today, measured across 1,600+ real GeoGuessr rounds, is about 81% country accuracy with a plausible map pin, in about 3 seconds on a normal PC. A few honest notes, because this space is full of inflated claims: - 81% is a real game number, not a lab benchmark. We publish how we measure it on the blog, including where the model is weak. - It runs as a desktop app that reads the screen. Nothing is injected into the browser and no game files are touched. - It is 19% wrong. We think shipping the real number matters more than a 99% that only exists in a cherry picked test set. People use it as a coach (compare your read of a round against the AI), as an accessibility tool for players who cannot grind meta study, and yes, as a bot. Happy to answer anything about the tech, the accuracy measurement, or the ethics; I would rather have that conversation openly.