The appearance of imitation blue badges on social networks is rapidly becoming a concerning issue . Individuals are forging these fraudulent identifiers to pose as official figures, tricking followers and potentially facilitating scams or harmful activities. This emerging type of fraud poses a substantial threat to the credibility of online spaces