The cosmetics industry is experiencing a notable shift toward mobile solutions. Users are growingly seeking convenient ways to get customized makeup recommendations and purchase products. This trend has driven innovation in areas such as artificial intelligence- virtual makeup testers, customized skincare formulations delivered immediately to the s