Ride-hailing services in South Africa serve a broad range of daily travel needs, from early morning trips to late-night journeys. Understanding when riders most commonly book their trips helps transport providers, drivers, and platform operators make smarter decisions about vehicle availability, driver incentives, and pricing strategies. Daytime and commuter windows represent the core opportunity for ride-hailing platforms to build loyalty, improve service reliability, and attract both regular commuters and flexible daytime travelers. Optimising supply during these peak windows directly supports revenue growth and rider satisfaction.