SymptomWise: A Deterministic Reasoning Layer for Reliable and Efficient AI Systems

“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.”