Why AI Is No Longer Optional for Vulnerability Management

April 6, 2026

Security teams don’t have a vulnerability shortage. They have a signal shortage. The average organization has thousands of open CVEs at any given moment, and traditional vulnerability management programs weren’t built to handle that volume. They were built for a world where the attack surface was a known perimeter and patch cycles were measured in quarters.

That world is gone. What’s taken its place requires a different approach: one that can ingest threat intelligence at scale, understand exploitability in context, and act faster than an attacker’s first move. That’s not a human-speed problem. That’s an AI problem.

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