The proliferation of bogus blue badges on platforms like Twitter (now X) is a significant issue, steadily becoming a prevalent issue. These illegitimate badges, which are meant to authenticate the identity of well-known individuals and organizations, are now being acquired by fraudulent actors, leading deception and potentially harm to the platform