The goal of the MENTAL.AI project is to design and study new models for mental health computer-aided diagnosis, monitoring and therapy systems within the context of face-to-face and ECA-to-patient interviews. Namely, we propose to target three objectives - Monitoring, Automatic Diagnosis and Virtual Therapist -, within which we will propose solutions that overcome current limitations of state-of-the-art applications.