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Closing Leaderboard Error Risk at 5,000 Tournaments a Day With an OCR Agent
CLEINT :
Gamerji
Location :
India
90%+
Extraction accuracy, every result validated before posting
Hours → Live
Leaderboards no longer lag hours behind play
85%
Less manual verification effort
5,000+
Daily tournaments handled, scaling with volume
The Hidden Problem
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.
What we built
A verification agent built on AWS Textract and a proprietary interpretation layer. An intake step normalises image quality across devices. The extraction stage reads the screenshot. An interpretation agent decodes gamer-speak, the symbols and emojis standard OCR misses, and maps each line to Rank, Username and Score. A validation step checks the result against tournament rules before anything is written to the leaderboard. The agent runs without a human in the loop for the 90%+ of cases it reads with confidence. The error risk closed first: every result is checked against the rules before it posts. Manual verification effort fell 85%, the agent scales automatically with tournament volume, and leaderboards now update live through peak hours.
"At our volume, manual verification simply couldn't keep up, every tournament was a race against the clock. This system reads gamer-speak the way our players type it, and now leaderboards update in real time instead of hours later."
Gamerji Team
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