SymptomAI uses a conversational agent to guide users through symptom assessment via structured dialogue. The system leverages large language models to map patient inputs to clinical concepts. This approach reduces the noise typical of open-ended queries. Practitioners can now explore how agentic workflows improve the accuracy of preliminary triage before a human doctor intervenes.