The proliferation of fake blue badges on platforms like Twitter (now X) is a worrying issue, rapidly becoming a prevalent issue. These illegitimate badges, which are meant to verify the identity of notable individuals and organizations, are now being gained by dishonest actors, leading deception and possibly damage to the platform’s image and use