SymptomAI uses a conversational framework to guide users through medical symptom assessments. The system leverages structured medical knowledge to reduce hallucinations common in general LLMs. It prioritizes clinical accuracy over fluency to ensure safer triage. This research provides a blueprint for deploying specialized AI agents in high-stakes healthcare environments where precision is non-negotiable.