For more than a decade, I’ve worked at the intersection of social media growth, online reputation, and the evolving underground economy of fake likes, views, and reviews. My experience comes from years inside the industry—building services, studying platform behavior, and understanding how businesses and creators use (and misuse) artificial engagement to shape visibility. I specialize in explaining how these systems work behind the scenes, why they’ve become so widespread, and what risks brands face when they rely on them. My background includes operating large-scale engagement services, analyzing algorithmic loopholes, and guiding clients on the ethical and strategic implications of manufactured social proof. Today, I provide clear, grounded insight into the mechanics of engagement f...