“SymptomWise separates language understanding from diagnostic reasoning using expert medical knowledge and deterministic inference to improve AI reliability in healthcare. This approach addresses critical safety concerns in AI-driven symptom analysis by enhancing interpretability and reducing hallucinations, offering a more trustworthy alternative to end-to-end generative models in safety-critical applications.”