SymptomAI uses a conversational agent to conduct structured medical symptom assessments. The system maps user inputs to clinical concepts to reduce diagnostic ambiguity. Researchers tested the agent's ability to maintain medical accuracy during open-ended dialogues. This framework provides a blueprint for Google to integrate specialized medical reasoning into consumer-facing AI assistants.