This study demonstrates how GPT-4o, a large language model, can efficiently grade short-answer questions (SAQs) in medical education. AI-augmented grading reduces manual grading time while maintaining accuracy, offering a scalable solution to enhance faculty workload management and improve assessment quality in case-based learning environments.