Stop triaging. Start shipping fixes.
Reachability decides what's real. Griffin AI drafts the fix. You get a clean queue, real metrics, and one policy engine across every scanner — including the AI agents your team already ships with.
What your week looks like today.
The recurring friction this role absorbs before any of it becomes someone's roadmap item.
Snyk shows 1,200 criticals; your dev team has fix-rate fatigue and ignores the queue.
Your secret detection, container scan, IaC scan, and SCA each have their own dashboard and policy.
Half your week is writing exception justifications nobody reads.
AI features are launching in product. Nobody mapped the agent footprint and you're the one who'll be asked.
Engineering doesn't trust the tools because they've been burned by phantom criticals before.
You can't hire your way out of the false-positive problem and finance just paused requisitions.
Benefits, by use case.
Line by line — what each use case does for your specific role.
| Use case | Benefit to you | Metric |
|---|---|---|
| Vuln triage | Reachability-aware queue cuts noise 80%. Devs trust it. | 80% |
| Fix PRs | Griffin drafts, tests, risk-scores — you review. | Days, not weeks |
| Policy unification | Single engine across SCA, IaC, DAST, secrets, containers. | 1 policy |
| Container & image security | Zero-CVE distroless base images, SLSA L3+ provenance. | 0-CVE |
| MCP / agent governance | Inventory + capability scoping + audit log on every agent. | 100% |
| Zero-day response | Drafted PR before the oncall finishes reading the advisory. | <1h |
| Audit coverage | VEX statements + evidence packs auto-generated per framework. | Auto |
| Tool consolidation | Replace 4–5 point tools; one PR check, one dashboard. | 5→1 |
What you'll actually use.
AI-native and traditional, in the rhythm of your week.
- Griffin AIReachability + fix synthesis. Your new triage engine.
- Auto-FixAutonomous PRs with compatibility testing — keep the merge gates you already trust.
- GuardrailsBlock prompt-injection and credential exfiltration inline.
- MCP ServerInventory and scope every MCP server your agents touch.
- AI-BOMContinuous bill-of-materials for models, prompts, datasets.
- SCADeep transitive dependency analysis across 40+ ecosystems.
- IaC SecurityTerraform/CFN/Pulumi/K8s — drift, policy-as-code, posture scoring.
- DASTAuth-aware crawl + API fuzzing, results fed back into reachability.
- Scanner SuiteOne CLI / one PR check / one dashboard across the lot.
- Secure ContainersZero-CVE distroless base images and Sigstore-signed provenance.
Where this Persona fits.
The Customer Personas where this role gets the most from Safeguard.
Bring a scan output. We'll re-grade it live.
Bring the work already on your plate — we will walk it through the platform as AppSec Lead, not as a demo tenant.
The people on the other side of this problem
Security Engineer
Does the triage, the tuning, and the fixing.
View roleCISO
Owns the board narrative, and the risk number behind it.
View roleProduct Security / PSIRT
Answers for what ships, and for what customers report.
View roleDevSecOps Engineer
Puts the gates in the pipeline and keeps them from blocking everyone.
View roleThe 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.