It is time for evidence-based medicine to evolve and incorporate a fourth pillar of patient-level data. We describe what this pillar includes, how it integrates with existing pillars and its application to mental health treatment. We highlight key challenges and issue a ‘call to action’ for psychiatry and beyond.