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This paper presents PATHFinder Agent, an end-to-end conversational AI system that generates personalized prenatal care plans following ACOG's PATH guidelines, integrating patient intake, dynamic dialogue, plan synthesis, and clinician oversight. Evaluation of frontier LLMs, including GPT-5.2, shows promising but incomplete performance, highlighting gaps in antenatal testing recommendations.