At the Mental Health World Conference (MHWC 2026), this session brings together a multidisciplinary panel of data scientists, psychiatrists, technology innovators, and ethicists to explore how AI and predictive analytics are transforming diagnosis, risk identification, and personalized treatment planning. Special emphasis will be placed on responsible innovation and implementation across both high-resource and low-resource contexts.