By implementing evidence-based methodologies encompassing standardized data collection, proactive stakeholder engagement, risk-stratified monitoring, and continuous improvement processes medical affairs leaders can transform regulatory requirements into competitive advantages. The Prevena case study illustrates how devices delivering continuous negative pressure therapy can achieve specific therapeutic clearances through comprehensive real-world evidence generation.