The spread of false blue badges online represents a critical and evolving challenge, particularly on platforms. These illegitimate badges, mimicking those used by leading platforms to authenticate legitimate accounts, are increasingly being applied to deceive users, enabling scams, transmitting misinformation, and jeopardizing brand standing. The c