A multicenter Chinese study developed and validated a real-time nomogram that predicts sepsis in acute gastrointestinal bleeding (AGIB) using clinical and laboratory variables; the tool showed strong discrimination (AUCs 0.827–0.884), good calibration, and an online monitoring platform for dynamic alerts.