The proliferation of sham blue badges online represents a serious and developing threat, particularly on websites. These illegitimate badges, mimicking those given by major platforms to confirm authentic accounts, are increasingly being applied to trick read more users, facilitating scams, spreading misinformation, and jeopardizing brand image. The