Large language models are very big NLP systems trained on massive text corpora and then adapted to biomedical or clinical tasks, such as interpreting trial documents. Their fluent text output can make them seem authoritative, but they may “hallucinate” unsupported statements, so healthcare leaders need a clear grasp of what these models are and how guardrails should be implemented.