Diagnostic error accounts for an estimated 40,000–80,000 preventable deaths annually in the United States alone. AI systems designed as cognitive safety nets—systematically reviewing clinical data for missed diagnoses and inconsistencies—are demonstrating measurable reductions in diagnostic error rates in emergency care settings.