SymptomAI uses a conversational agent to conduct structured medical interviews for everyday symptom assessment. The system leverages large language models to extract clinical entities and map them to medical knowledge graphs. This approach reduces diagnostic noise. Practitioners can now automate initial patient intake while maintaining a rigorous, evidence-based logic for clinical triage.