of Remediation
The operational model of remediation is structurally broken.
1 The Core Asymmetry
This is not a process gap — it is a physics gap.
2 Volume Explosion & The Human Ceiling
2023
123M
2024
301M
+4.1x
2025
473M
+6.5x
2023
123M
2024
301M
+4.1x
2025
473M
+6.5x
63% of critical KEV vulnerabilities were still open at Day 7 in 2025 — up from 56% in 2022. You cannot scale a workforce 6.5× to match a 6.5× increase in exploitable risk. The constraint is not effort. It is the operational model itself.
Open at Day 7 — 2025
3 The Zero-Day Zone & The Manual Tax
-182 Days
-110 Days
-30 Days
-15 Days
+2 Days
Avg close: 266 days
+71 Days
(CVE-2024-21338)
-182 Days
(CVE-2023-38831)
-110 Days
-30 Days
-15 Days
(CVE-2022-22965)
+2 Days
Avg close: 266 days
(CVE-2023-21839)
+71 Days
Spring4Shell
266 Days
WebLogic RCE
242 Days
F5 BIG-IP
188 Days
Jenkins CLI
146 Days
Veeam Creds
196 Days
SpoolFool
62 Days
266 Days
242 Days
188 Days
146 Days
196 Days
62 Days
4 Risk Mass:
Measuring Cumulative Exposure
~12,000 Exposure-Days 36% of Total Risk Mass
5 The Sub-1% Reality & The Confirmation Gap
| Year | Disclosed | Weaponized | Rate |
|---|---|---|---|
2022 | 25,043 | 131 | 0.52% |
2023 | 28,816 | 185 | 0.64% |
2024 | 39,964 | 218 | 0.55% |
2025 | 48,172 | 357 | 0.74% |
What is theoretically dangerous?
Is this actually exploitable in my environment, right now?
6 Operationalize or Fail:
The Risk Operations Center
1
Intelligence
2
Confirmation
3
Action
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