When new fraud‑detection methods roll out, they initially work well because cybercriminals haven’t adapted yet. Over time, attackers analyze and circumvent these defenses, making many controls predictable and less effective. As companies rely on ID verification to approve high‑risk transactions, GenAI-driven deepfakes are increasingly causing those IDV tools to fail.