The spread of fake blue badges on social platforms is rapidly becoming a serious problem . Individuals are generating these fraudulent identifiers to present as official figures, tricking followers and potentially enabling scams or damaging activities. This emerging type of deception constitutes a real threat to the reputation of online spaces and