Key Opinion Leaders (KOLs) are influential figures in the medical community, such as doctors and physicians, whose opinions shape the practices of their peers. Effective management of relationships with KOLs is crucial for pharmaceutical and life-sciences companies to enhance their marketing efforts and expand market reach. Both KOL management and customer relationship management (CRM) share similar goals in fostering meaningful and collaborative relationships for business success.