SymptomAI uses a conversational agent to guide users through everyday symptom assessments. The system leverages specialized medical knowledge to refine queries and reduce diagnostic errors. Google AI Research focused on improving the accuracy of patient-reported data. This framework provides a blueprint for deploying safer, more reliable clinical triage tools in consumer healthcare apps.