The evolution of digital media has transitioned from search-based intent to discovery-based entertainment. In the current market, the effectiveness of traditional advertising has plateaued, leading to a surge in demand for platforms that prioritize user engagement through an Interest Graph rather than a Social Graph. This shift is most evident within the context of digital marketing tiktok, where the recommendation engine dictates the visibility and commercial success of bran