Many users struggle to identify effective makeup products that suit their skin tone. This challenge is particularly pronounced for individuals with brown skin, who may find it difficult to find products that enhance their natural beauty. Users often rely on social media for recommendations but face uncertainty about product effectiveness. The lack of clear guidance can lead to frustration and dissatisfaction with purchases. A solution that connects users with verified product information could significantly improve their shopping experience.