You’re not managing vulnerabilities. You’re managing breach paths.
Patch metrics don’t reflect risk. Attack chains do.
Why This POV
Security tools tell you what’s vulnerable. Attackers exploit what’s connected.
This practitioner POV shows how AI is enabling a shift from:
- Isolated CVEs → Context-aware attack paths
- Patch prioritization → Breach prevention
- Tool dashboards → Board-level risk narratives
What You’ll Gain
- A clear view of why CVSS-led prioritization falls short
- How to identify and mitigate real attack paths
- A new lens for reporting risk to the board
- The shift from vulnerability management → attack-chain mitigation
If your board still sees patch metrics, you’re telling the wrong story.
Author Profile
Dilip Panjwani
Cybersecurity Leader | Former CISO (20+ years)





