A new open-source image analysis platform, SPACe, developed by researchers at Baylor College of Medicine, Texas A&M University, and the University of Houston, provides a computational resource-efficient tool to analyze large datasets from cell painting assays, capturing diverse single cell responses and revealing new avenues for drug development.