Synthetic Identity Fraud Now Drives Most ID Scams — Why Facial Comparison Is the Only Check That Bites Back

The latest benchmarks on synthetic identity fraud reveal a disturbing new reality for developers in the security and computer vision space: a researcher recently built a "job-ready" synthetic identity in just 70 minutes. For those of us building authentication pipelines or investigative tools, this isn't just a fraud statistic. It is a fundamental failure of the data models we have relied on for over a decade. If you are working with computer vision or biometrics, the technical implications are massive.