Ride-hailing platforms in China serve riders across the full day, but usage patterns vary notably by age group. Understanding when different generations rely on these services helps operators optimize driver supply, dynamic pricing, and promotional timing to match actual demand. For ride-hailing providers, aligning fleet availability with age-specific peak windows can directly improve service efficiency and rider retention.