Share4Rare is a system in which patients with a diagnosis can interact, communicate, and share knowledge with other users sharing the same diagnosis. It will also bridge the user to the most relevant patient organizations according to its disease. The question for Share4Rare is whether the platform could benefit the undiagnosed populations by exploiting its AI-based design. This design aims to foster the knowledge on rare diseases through collaborative intelligence built on equity principles.