Prediction tallying, delivery, and P&L management relied on manual work; processing vast race data each race day, meeting strict delivery cutoffs, and tracking user P&L had become a heavy operational burden.
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We don't want to tally vast race data by hand every time300+ races nationwide per race day
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We want to deliver predictions reliably, in time for the cutoffStrict delivery timing per cutoff
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We want to accurately track and visualize users' betting P&LManual tallying of hit and payout rates is hard
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We want to handle broadcasts stably even at peak timesWeekend peaks, many simultaneous deliveries
From race collection to prediction generation, automated delivery just before the cutoff, and betting-P&L visualization — all on one platform. Unmanned operation for operators, instant Telegram receipt and P&L management for users, and stable processing via queue and scheduler for dev & ops — optimizing all three experiences at once.