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.
The recurring friction this role absorbs before any of it becomes someone's roadmap item.
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.
| Use case | Benefit to you | Metric |
|---|---|---|
| Triage | Reachability + EPSS + KEV + biz impact, ranked. | 80% noise↓ |
| Fix PRs | Griffin drafts the upgrade, tests it. | Days, not weeks |
| Auto-VEX | Statements written from reachability. | Auto |
| SLA reporting | Trended by severity, age, business owner. | Live |
| Continuous SBOM | Per-release, per-service inventory. | Auto |
| Patch Tuesday | Diff vs last cycle, reachable-only delta. | Diff |
| Customer dashboards | Public VEX feed, audit-ready. | Public |
| Exception management | Policy-driven, auto-expiring. | Auto-expire |
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.
Bring your backlog. We'll re-rank it.
Bring the work already on your plate — we will walk it through the platform as Vulnerability Manager, not as a demo tenant.
The people on the other side of this problem
The work behind the outcomes above
Self-healing security runs on Safeguard.
Your first fix PR is minutes away.
No sales call required, even your agent can complete the purchase over MCP.