In recent years, artificial intelligence (AI) has played an ever-increasing role in research across the physical sciences and beyond. In this Voices piece, published as part of the Cell Reports portfolio joint special issue on AI in healthcare, we ask a panel of experts: How do you think AI will change drug discovery?