The proliferation of false blue badges online represents a significant and developing threat, particularly on social media. These unauthorized badges, mimicking those given by leading platforms to verify authentic accounts, are increasingly being employed to deceive users, enabling scams, disseminating misinformation, and harming brand image. The e