Three things. They let you and the research assistant plan and make on-the-fly decisions; they give probabilistic predictions with uncertainty quantified, so you know how much to trust a forecast; and they act as safety guardrails, since a predicted outcome can bound what autonomous experimentation is permitted to attempt. They also let learners rehearse an experiment before running it.