The proliferation of false blue badges on platforms like Twitter (now X) is a worrying concern, steadily becoming a common challenge. These unverified badges, which are meant to confirm the identity of well-known individuals and organizations, are now being gained by fraudulent actors, resulting misunderstanding and possibly harm to the platform’