The proliferation of bogus blue badges on platforms like Twitter/X and Instagram represents a significant challenge . Individuals are generating these fake identifiers to seem as if they are well-known figures or genuine organizations. This practice can tarnish reputations, facilitate scams, and undermine trust in online networks . The convenience