The rise of social commerce has shifted how brands acquire customers. Within this space, TikTok has moved from a simple short-video application to a major commerce environment, particularly through the integration of TikTok Shop. For brands attempting to scale their presence on this platform, creator-led distribution is no longer optional; it is the primary engine of growth. However, many marketing departments discover that managing these relationships internally yields poor