A sophisticated cyber fraud operation in Molina de Segura, Murcia, unravelled after a technical glitch exposed the suspect’s real identity. National Police arrested a 35-year-old man accused of using artificial intelligence to mask his face and impersonate dozens of victims during online verification. The breakthrough came when the AI application failed and dropped the digital mask for one second, giving investigators a clear view of his face and confirming his identity.
The Ministry of the Interior said the man tried to bypass security systems at a company that issues electronic certificates. During mandatory video calls, he used a Russian-made AI tool to overlay his face with a digital replica of his victims’ features. Spain’s Ministry of Justice describes an electronic certificate as a digital signature used to verify a person’s identity online and complete administrative procedures remotely. It also identifies Cl@ve as a separate electronic-identification system for public services. Trying to obtain a certificate through impersonation is different from taking control of someone’s existing Cl@ve credentials.
The certificates he allegedly sought could have enabled transactions under false identities. They could have been used to open bank accounts or apply for loans, as well as to sign up for mobile lines. The reported technique also exposes a weakness in remote onboarding: video-identification systems compare submitted information with set parameters and may let an application proceed if it passes those checks. They do not, by themselves, establish who is physically in front of the camera. Spanish legal analysis has described the risk as a chain in which a deepfake presents a false identity and an automated verification system approves the next step. Police have not said that the alleged attempts resulted in a certificate being issued or a financial transaction being completed.
Police say the suspect made at least 38 attempts to impersonate more than 30 real individuals. His early efforts were crude, with visible watermarks from the AI software. Over time, he refined his methods and built a homemade lighting setup to mimic the security holograms on genuine Spanish ID cards. Even so, a brief disconnection during one video call caused the digital mask to vanish for a moment, exposing his real face in two frames. That was enough for forensic analysis to lead to his arrest.
The investigation found that the man was already known to authorities for earlier frauds, including classic car rental scams and digital crimes such as carding. He used a free version of the AI software in this case and may have received guidance from online tutorials or other individuals. To cover his tracks, he used VPNs to hide his IP address and SIM swapping to access multiple phone numbers. Police identified more than 320 phone lines linked to 24 different devices; most were registered with stolen identities in Murcia.
When officers from the Central Cybercrime Unit raided his home in June, they seized encrypted computers and multiple mobile phones, along with equipment believed to be for a possible marijuana grow operation. The encrypted laptop has so far kept investigators from fully assessing the scale of the fraud. The suspect now faces charges of continuous forgery of official documents. Spanish legal analysis has also placed AI-assisted identity fraud within the existing criminal structure for fraud involving computer manipulation or comparable artifices that cause an unauthorized transfer of assets. That broader legal context is separate from the charge reported in this case.
Spain has seen a sharp rise in cybercrime. The Ministry of the Interior reported 489,248 cyber-related offenses in 2025, a 5.3% increase from the previous year. Computer fraud accounted for 430,493 cases, or 88% of all cybercrime and 17.4% of total crime. By comparison, 70,178 such cases were recorded in 2016, a 513% increase over the decade. Authorities are concerned by the growing sophistication of digital scams, including the use of deepfake technology. Spanish police have also tackled other forms of high-tech crime, including the recent seizure of counterfeit firearms in Barcelona, detailed in this report on illegal weapons manufacturing.
