Objective To analyze the optimization and clinical effectiveness of an intelligent triage-based priority healthcare information system for elderly outpatients.Methods A quasi-experimental design was a-dopted to develop priority queuing rules and implement a corresponding information system redesign for elder-ly patients aged≥80 years.Data from elderly outpatients before the implementation(January 1 to February 1,2024,n=4 017)were used as the control group,and data after the implementation(January 1 to February 1,2025,n=4 247)were used as the observation group.Waiting time was evaluated via check-in-to-call time intervals,supplemented by satisfaction surveys among nursing staff using a 5-point Likert scale.Re-sults Following the implementation of the priority outpatient system for elderly patients aged≥80 years,the observation group demonstrated a significant reduction in waiting time compared to the control group[163(50,467)s vs.746(140,2 362)s,P<0.001].Satisfaction surveys among outpatient nursing staff revealed an overall score of 4.91±0.29,with 91.9%of participants awarding the highest score of 5 points for functional satisfaction.Conclusion The priority outpatient system based on information system redesign significantly re-duces waiting times for patients aged≥80 years and improves satisfaction among nursing staff.