Traditional cyber insurance models were built for a slower, more predictable digital era. Today’s threat landscape—driven by ransomware, deepfakes, supply-chain attacks, and cloud complexity—has exposed the limitations of static questionnaires, annual risk assessments, and backward-looking actuarial models.