Artificial intelligence (AI) can generate helpful information quickly, but this commentary explores its potential to misinform if the materials created are incorrect. The authors explore the risks involved in AI-created health misinformation (AI hallucinations) or malicious forms of disinformation. They suggest vetting, robust citation use, data validation, and AI training efforts to minimize distribution of potentially dangerous AI-generated content.