To date, more than 7,000 rare diseases affecting 400 million people worldwide including 3 million in France have been identified. There are still no approved treatments for 95% of these diseases. The use of real-world health data and AI may thus lead to major innovations in diagnosis and the identification of therapeutic molecules.