Key points The hardest work happens before a single model is deployed At a recent joint Zifo and Sapio Sciences event in Hamburg, R&D leaders and data scientists gathered to tackle a question at the heart of AI readiness in biopharma: why isn’t this scaling? The technology exists. The investment is there.