MaxPatrol Carbon

Dark Patterns in Vulnerability Management: How Metrics Undermine Real Security

Vulnerability management programs often fail not due to lack of scanners but because of poorly chosen metrics that prioritize reporting over actual risk reduction. Teams focus on closing easy vulnerabilities, meeting CVSS-based deadlines, and improving dashboard numbers while attackers exploit the shortest path to critical assets. The article examines five common traps including total vulnerability counts, context-free SLAs, closure rate targets, static dashboards, and claims of no critical findings. It argues that these metrics create a false sense of security and distort team behavior according to Goodhart's Law. Instead, organizations should adopt attack path metrics, exposure management approaches such as CTEM, and measurements that track real reduction in attacker reachability. The piece highlights MaxPatrol Carbon as an example of tools that model attacker paths rather than isolated CVEs.