The integration of AI into vulnerability research is scaling up existing challenges for defenders by increasing the volume of vulnerability reports and shrinking the time-to-exploit from days to hours. While AI currently augments skilled operators rather than enabling mass low-skill exploitation, organizations must adopt automated, exposure-based prioritization and accelerated patching to manage the growing noise and mitigate high-impact threats.