SymptomAI uses a conversational agent to guide users through medical symptom assessments. The system leverages large language models to extract clinical entities and map them to medical knowledge graphs. This approach reduces user input errors during triage. Practitioners can now evaluate how structured knowledge improves the reliability of autonomous medical screening tools.