NEW YORK--Facial recognition and liveness detection have become standard defenses against digital identity fraud, but fraud experts say a new generation of inexpensive artificial intelligence tools is rapidly eroding those protections, allowing organized criminal rings to create synthetic borrowers capable of evading detection for months—or even years. During a recent interview with BankInfoSecurity, Matt Vega, chief fraud strategist at Point Predictive, said one of the most alarming developments is the emergence of "camera injection" kits that allow criminals to bypass facial liveness checks altogether. "Facial liveness checks are the foundation for mobile device verification. But now injection kits selling for about $30 enable fraud rings to hot-wire a mobile device's camera feed or inject a deepfake stream into the verification process, bypassing checks many institutions still rely on," Vega said. Unlike earlier deepfake attacks that attempted to fool a camera by mimicking facial movements, camera injection attacks feed manipulated video directly into a device's camera pipeline, preventing many liveness detection systems from ever seeing a genuine image. According to Point Predictive's Fraud Risk Intelligence Report, these attacks have evolved rapidly from specialized hacking techniques into inexpensive commercial products marketed through Telegram channels and underground forums. Point Predictive cited reporting by MIT Technology Review, which documented dozens of online marketplaces openly selling AI-powered camera injection tools and biometric bypass software, dramatically lowering the technical expertise required to conduct sophisticated identity fraud. Criminals Are Playing The Long Game Vega told BankInfoSecurity that bypassing onboarding is only the beginning of today's fraud schemes. "Once an injection kit clears that first gate, the fraud doesn't stop at onboarding and the identity keeps building," Vega said. "Synthetic profiles typically take six to 18 months to mature, using agentic artificial intelligence to automate payments on secured cards and micro trade lines to build a healthy repayment