SymptomAI uses a conversational agent to assess patient symptoms through natural dialogue. The system maps user inputs to medical knowledge bases to suggest potential conditions. This research reduces the friction of traditional static forms. Practitioners can now evaluate how agentic workflows handle the nuance of patient-reported health data in clinical settings.