From CVE backlog to CVE signal.
Reachability + EPSS + KEV + business impact prioritize the queue. Griffin AI drafts the fix. Auto-VEX writes the auditor evidence. You finally meet your SLA.
What your week looks like today.
Backlog: 12,400. Engineer fix rate: 9%. SLA: missed quarterly.
Half the 'Critical' CVEs are in dev-only paths that never reach prod.
Patch Tuesday means re-prioritizing 1,200 new findings by hand.
Auditors ask why a 2022 vuln is still open. The answer is 'unreachable' but nobody wrote it down.
Your VEX statements are in a spreadsheet, last touched 6 months ago.
Customers want a SLA dashboard. You don't have one.
Benefits, by use case.
Line by line — what each use case does for your specific role.
What you'll actually use.
AI-native and traditional, in the rhythm of your week.
- Griffin AIReachability + reasoning across the full backlog.
- Auto-FixPatch PRs drafted, tested, risk-scored.
- Compliance Reporting AIDrafts SLA reports and exception narratives.
- Threat FeedReal-time advisories piped into prioritization.
- Zero-day discoverySurfaces vulns before they hit CVE.
- VEXAuto-generated statements from reachability evidence.
- SBOM StudioPer-release CycloneDX + SPDX.
- Scanner SuiteOne queue across SCA, IaC, DAST, secrets, containers.
- OSMOpen source manager — license + maintainer + version data.
- TPRMSupplier vulnerabilities monitored continuously.
Where this Persona fits.
The Customer Personas where this role gets the most from Safeguard.