SymptomAI uses a conversational agent to guide users through symptom assessment via structured medical dialogues. The system maps user inputs to clinical knowledge graphs to reduce hallucinations. This research demonstrates a shift toward specialized, high-reliability agents. Practitioners can now evaluate how constrained dialogue flows improve accuracy in high-stakes health screenings compared to general LLMs.