Most roommate platforms focus only on availability rather than compatibility, which often leads to mismatched lifestyles, poor user experiences, and high friction in finding the right roommate. From a product perspective, the challenge was to design a meaningful compatibility system, structure user data effectively for better matching, create a smooth onboarding experience, and combine matching, listings, and communication into a single seamless flow.