Ride-hailing services in Malaysia serve a broad range of users, from daily commuters to occasional travelers, making frequency of use a strong indicator of how deeply the service is embedded in everyday mobility. Understanding how often men and women turn to these platforms helps operators and brands better target promotions, loyalty programs, and service improvements. Both genders show a spread across frequent and infrequent usage categories, suggesting that ride-hailing appeals to diverse travel needs rather than a single commuter profile. For businesses operating in this space, gender-based frequency patterns offer a practical lens for personalizing engagement strategies.