Understanding when Italians rely on ride-hailing services helps providers allocate driver supply, manage surge pricing, and tailor promotional offers more effectively. Afternoon and daytime windows attract the broadest audience across both genders, suggesting that ride-hailing in Italy functions as an everyday convenience rather than a commuter-only tool. Late-night demand, though smaller, carries high value for operators given the limited availability of public transport during those hours. Overall, gender plays a relatively modest role in shaping usage timing, pointing to a broadly consistent customer base that platforms can serve with unified scheduling strategies.