Why it matters
This contributed XM Cyber analysis argues that AI-accelerated vulnerability discovery widens the “exposure window” between exploitability and remediation because prioritization can move at machine speed while ownership, approvals, and change windows remain slow. It recommends measuring how long critical assets remain reachable and using attack paths to focus remediation on exposures with meaningful blast radius.
My takeaway: More AI-generated findings do not improve security if the remediation system cannot mobilize. Track exploitability, asset reachability, accountable owners, and time to containment; use automation to shorten verified paths to fixes while preserving change controls and evidence, and treat the vendor framing as a perspective rather than an independent benchmark.