A recent study analyzed the psychological factors influencing the adoption of AI-based makeup software in cosmetics marketing, shedding light on how digital tools shape consumer behavior. The findings reveal that users with negative body image, price sensitivity, and social media addiction are more likely to engage with AI-powered beauty applications.