Ride-hailing services offer urban commuters and occasional travelers a flexible, on-demand alternative to public transport and private vehicle ownership. In Finland, where public transit infrastructure is well-developed, ride-hailing tends to complement rather than replace existing mobility options, serving niche moments such as late-night travel, airport transfers, or trips in areas with limited bus coverage. Understanding how often men and women turn to these platforms helps operators tailor pricing, driver availability, and promotional strategies to the right audience at the right time. Gender-level frequency data reveals where habitual users and occasional riders diverge, giving businesses a clearer picture of demand patterns across the Finnish market.