The scenario-based suggestions feature in AI HR Expert allows HR professionals to input specific workplace situations and receive personalized advice on handling them. This feature helps HR professionals address challenges with tailored solutions, enhancing the decision-making process and providing more relevant recommendations for day-to-day operations.