Incorrect meal plans from chatbots lead health experts to urge extreme caution. These tools often hallucinate dietary requirements or ignore critical medical contraindications. While LLMs simplify planning, they lack the clinical judgment of registered dietitians. Practitioners should treat AI-generated health advice as a starting point for human verification, not a final prescription.