The proliferation of imitation blue badges on platforms like Twitter/X and Instagram represents a worrying threat. Individuals are generating these fake identifiers to appear as if they are well-known figures or authorized organizations. This practice can tarnish reputations, enable scams, and undermine trust in online communities . The convenience