The proliferation of fake blue badges on platforms like Twitter (now X) is a significant concern, quickly becoming a common challenge. These illegitimate badges, which are meant to verify the identity of prominent individuals and organizations, are now being gained by dishonest actors, leading misunderstanding and potentially injury to the platform