Dietary experts warn that LLMs often hallucinate nutritional facts and ignore individual medical histories. These chatbots prioritize fluency over clinical accuracy. Users risk following dangerous or generic meal plans without professional oversight. Practitioners should treat AI-generated health advice as a starting point for research rather than a medical prescription.