The proliferation of bogus blue badges on platforms like Twitter/X and Instagram represents a serious challenge . Individuals are obtaining these fraudulent identifiers to seem as if they are well-known figures or authorized organizations. This practice can harm reputations, facilitate scams, and erode trust in online communities . The simplicity w