Remediation in the era of AI: Fix what matters first

Every IT and security team knows the feeling of opening a vulnerability report and seeing a number that only goes up. Thousands of findings. Hundreds marked critical. A backlog that grows faster than any team can close it. For years, the default response has been to work harder: more scans, more tickets, more overtime. But the volume of vulnerabilities, accelerated by AI-assisted discovery and a sprawling mix of endpoints, cloud services, and applications, has outpaced that approach. Shift from vulnerability counts to exposure reduction → The question has shifted from, “How do we fix everythin