The rise of fake blue badges online represents a significant and evolving threat, particularly on websites. These illegitimate badges, mimicking those given by prominent platforms to confirm genuine accounts, are increasingly being applied to deceive users, allowing scams, spreading misinformation, and harming brand reputation. The simplicity with