Magnetic resonance imaging radiomics shows promise in guiding the selection of patients most likely to benefit from the use of immune checkpoint inhibitor therapy in patients with very‐high‐risk, nonmuscle‐invasive bladder cancer. This work arrives at a moment of rapid expansion in bladder‐sparing therapeutics, even as biomarker‐guided patient selection remains conspicuously absent across the field.