Sequence Mutator for Predictive Models (SuPreMo) is a pipeline for generating reference and perturbed sequences for input into predictive models that is scalable, flexible, and comprehensive. SuPreMo-Akita applies the tool to an existing sequence-to-profile model, Akita, and generates scores that measure disruption to genome folding.