Sprints back from scanner triage.
Reachability-aware findings on PRs your team actually touched. Drafted fix PRs they can merge. AppSec coverage without inheriting AppSec's triage queue.
What your week looks like today.
Two engineers a sprint disappear into 'security backlog reduction.'
Your highest-rated engineer just complained about scanner noise in their 1:1 — for the third week.
Audit prep eats a full sprint each quarter. Velocity tanks. Stakeholders notice.
AppSec lead pushes findings into your backlog faster than your team can close them.
Devs work around the scanner gate with skip-CI commits. You're losing the control.
Your AI feature roadmap depends on Copilot/Cursor; security review is the bottleneck.
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 triage = clean queue.
- Auto-FixPatches drafted, tested, ready to merge.
- Safeguard CodeLocal agent for the dev laptop.
- GuardrailsUnblocks AI feature shipping.
- MCP ServerAgent scopes that don't break the dev loop.
- Scanner SuiteOne signal across all scanners.
- IDE ExtensionLive findings in VS Code / Cursor / JetBrains.
- CLI ToolSame engine in CI as on laptop.
- Secret DetectionPre-commit catches keys before push.
- SCAFindings on touched code paths, not retro blame.
Where this Persona fits.
The Customer Personas where this role gets the most from Safeguard.