Limitations of Raw Counts
Total open vulns provides minimal decision signal—focus on exploitable paths affecting crown assets. This is a key metric in our Security Maturity Model.
Exposure Half-Life
Measure time for 50% of newly discovered exploitable vulnerabilities to be remediated; track trend.
Exploitability Weighting
Combine EPSS, KEV catalog presence, asset sensitivity, & network exposure to prioritize.
Workflow Automation
Auto-create remediation epics with dependency graph context; integrate change windows & rollback plans.
Metrics
Exposure half-life, KEV item SLA adherence %, mean validation failure rate, remediation throughput (items/week).
Sources & Further Reading
CISA KEV Catalog.
EPSS (Exploit Prediction Scoring System).
NIST NVD (reference metadata).
Key Takeaways
Exposure half-life trending down = real risk reduction narrative.
Recommended Reading
Security Maturity: A Pragmatic Multi-Phase Roadmap
A pragmatic sequence for elevating security capability without stalling delivery velocity.
NIST CSF 2.0: 90-Day Priority Actions for Mid-Market Teams
Translating NIST CSF 2.0 into a 90-day actionable slice—outcome metrics over control checklists.
ISO 27001: Agile Clause-by-Clause Implementation Without Stalling Delivery
Clause-by-clause value delivery without freezing product velocity—embed ISO 27001 controls in agile ceremonies.
Security Assessments That Drive Risk Reduction (Not Shelfware)
Design assessments to produce prioritized engineering epics tied to measurable risk delta—not static PDF shelfware.
Fraud Intelligence & Orchestration: Signal Fusion to Decision Automation
Signal fusion strategy unifying behavioral, device, identity & transactional intelligence into adaptive orchestration.