Safeguard
Persona · Vulnerability Manager

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.

See ICP profiles

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.

Use case
Benefit to you
Metric
Triage
Reachability + EPSS + KEV + biz impact, ranked.
80% noise↓
Fix PRs
Griffin drafts the upgrade, tests it.
92% faster
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.

AI-Native
  • Griffin AI
    Reachability + reasoning across the full backlog.
  • Auto-Fix
    Patch PRs drafted, tested, risk-scored.
  • Compliance Reporting AI
    Drafts SLA reports and exception narratives.
  • Threat Feed
    Real-time advisories piped into prioritization.
  • Zero-day discovery
    Surfaces vulns before they hit CVE.
Traditional
  • VEX
    Auto-generated statements from reachability evidence.
  • SBOM Studio
    Per-release CycloneDX + SPDX.
  • Scanner Suite
    One queue across SCA, IaC, DAST, secrets, containers.
  • OSM
    Open source manager — license + maintainer + version data.
  • TPRM
    Supplier vulnerabilities monitored continuously.

Where this Persona fits.

The Customer Personas where this role gets the most from Safeguard.

Regulated enterpriseFinancial servicesHealthcareCritical infrastructureScale-up under SOC 2Public sector / FedRAMP

Bring your backlog. We'll re-rank it.