Scan less, prioritise harder, ship the fix.
Vulnerability Management lives in the gap between scanners and engineers. The win is not 'most CVEs closed' — it's a defensible prioritisation model (CVSS + EPSS + reachability + business context) that engineering trusts enough to act on.
Tools in scope
Enterprise
Scale and reporting questions; how do you make 10k assets tractable?
SaaS / cloud-native
More SBOM, container, and dependency-graph questions.
// Sample question
Your scanner says 4,200 critical vulnerabilities across the estate. Engineering shrugs. How do you make this tractable?
Cut by reachability and exposure first (internet-facing, sensitive data), then weight by EPSS and known exploitation. Group by patch source so engineers fix once and clear hundreds of findings. Publish a top-20 weekly with named owners and SLAs, not a 4,200-row CSV.
AI-graded, role-specific, feedback on every answer. Free to start.