The spread of bogus blue badges on social networks is rapidly becoming a serious issue . Individuals are forging these deceptive identifiers to present as verified figures, tricking followers and potentially facilitating scams or harmful activities. This developing type of fraud constitutes a real threat to the credibility of online spaces and is d