Gamerji verified tournament leaderboards by hand. Someone read each screenshot and keyed in the results. Every game produced screenshots in a different format, packed with multilingual text, rank icons and emojis. At 5,000+ tournaments a day, manual entry could not keep pace. Every tournament became a race against the clock, and leaderboards updated hours after play instead of in real time. Slow, error-prone entry at that volume was heading toward one outcome: wrong or late results in front of players, and a platform that could not grow without breaking player trust. The work was high-volume, pattern-heavy and unforgiving on latency, exactly the kind a person cannot keep up with.