Introduction Developing a short-video platform is a highly profitable investment in the ever-growing domain of social media. Brief video content has become the chosen type for leisure and interaction worldwide. TikTok, with its innovative recommendation systems and engaging functionalities, has transformed into a cultural phenomenon, redefining the