As cyber threats continue to evolve in scale, sophistication, and impact, the cyber insurance industry faces increasing pressure to adapt. Traditional approaches to risk assessment, which often relied on qualitative judgments and broad assumptions, are no longer sufficient in the face of complex digital ecosystems. The rise of cyber risk quantification, scoring, and benchmarking has transformed how insurers evaluate risk, price policies, and manage claims.