Ride-hailing services in Africa serve a broad range of daily travel needs, from structured work-related trips to spontaneous late-night journeys. Understanding when riders are most active throughout the day helps transport providers, drivers, and urban planners allocate resources more effectively and design services that match real demand patterns. Peak-hour availability, driver incentives, and pricing strategies can all be better aligned when usage timing is clearly mapped. Across Africa, ride-hailing is firmly embedded in everyday commuting culture, making time-of-day data a practical tool for improving service reliability and rider satisfaction.