Eliminate Vulnerability Exposure
Critical vulnerabilities hide deep in your transitive dependencies where most scanners can't reach. Griffin AI performs deep transitive dependency analysis and autonomously remediates threats before they become breaches.
The Hidden Crisis
Most organizations don't know the full extent of their vulnerability exposure
Dependencies Run Deep
Transitive dependencies create a hidden web of code you didn't write, didn't review, and can't control. Most scanners only check the shallowest levels.
70%+ Critical Vulns Never Get Fixed
Development teams are overwhelmed. They can't fix what they didn't build, and they can't prioritize what they can't see.
Code Quality Varies Wildly
Open source maintainers range from world-class engineers to hobbyists. You inherit all of their security decisions.
False Positives Waste Engineering Time
Without reachability analysis, teams waste weeks chasing vulnerabilities that can never actually be exploited in their codebase.
Deep Scanning. Autonomous Remediation.
Deep Dependency Analysis
Griffin AI performs deep transitive dependency analysis. No vulnerability hides from Safeguard.
Reachability Analysis
Not every vulnerability is exploitable. Our reachability engine determines which vulns can actually be reached in your specific codebase.
Autonomous Remediation
Griffin AI doesn't just find vulnerabilities — it fixes them. Automated patches, pull requests, and container rebuilds.
Catching a Reachable Vulnerability Before It Becomes a Breach
A healthcare provider discovered a critical vulnerability buried deep in the transitive dependency tree — far beyond what their previous scanner could detect. Safeguard's Griffin AI identified the threat, confirmed it was reachable, and generated an automated fix within hours, closing an exposure that could otherwise have led to a serious ransomware incident.
Where this use case bites in real life
Four moments where exposure stops being a dashboard number and starts being a deadline.
Log4Shell-class disclosure at 6pm Friday
01A new RCE drops just as the team logs off. Leadership wants to know where you're exposed across 4,000 services before customers and journalists wake up.
The hurt: you need an answer in minutes, not Monday.
Quarterly SOC 2 evidence
02The auditor wants proof that every Critical finding was triaged within SLA last quarter — ticket numbers, owners, decision rationale, timestamps. Not a tool screenshot.
The hurt: reconstructing triage history by hand is a week of work.
M&A diligence
03A buyer's security team wants the acquired company's full CVE exposure with reachability evidence — not a CSV from a scanner, an actual risk view they can defend to their board.
The hurt: a raw vulnerability list will not close the deal.
Pre-release go / no-go
04Launch is in 12 hours. Marketing has booked press. Security needs a verdict on every blocker still in the build, with clear reasoning for any waivers.
The hurt: "we're still scanning" is not an acceptable answer at T-minus-12.
How Safeguard handles it, step by step
- 01
Scan trigger
SCM webhook on push, scheduled sweep, or manual run from console — every repo enters the queue with a signed event.
- 02
11 scanners run in parallel
SCA, SAST, IaC, secrets, container, license, dependency confusion and four more — all execute concurrently against the same commit.
- 03
Eagle (13B) dedup and cluster
Findings from overlapping scanners are merged into single issues with combined evidence — no double-counting in the queue.
- 04
Reachability call-graph pass
Static call graph determines whether the vulnerable symbol is actually invoked from your entrypoints — non-reachable findings are demoted.
- 05
EPSS + KEV enrichment
Each finding is decorated with EPSS exploit probability, CISA KEV membership, and NVD/OSV/GHSA cross-references.
- 06
Griffin reasoning on top-N
Griffin (S or M) writes a one-paragraph explanation per top finding — root cause, blast radius, fix candidates, citations.
- 07
Write-back + SLA clock
Findings land on the PR, the console, and Jira; the SLA timer starts the moment severity is assigned, per-finding.
What you see, ship, and report
The same finding surfaces three different ways for three different audiences.
In the IDE / CLI
Lion (1B) flags the vulnerable import inline while you type, with hover enrichment from NVD, OSV, EPSS, KEV, GHSA. One-click "apply suggested fix" rewrites the version pin in place.
In CI / PR
The platform writes a structured PR comment with the gate verdict (pass / fail / waive-needed), the exact failing rule, and — if auto-fix is allowed — a child branch with the proposed patch.
In the security / exec console
Leadership opens one view: trend lines by severity, SLA breach burndown, top exposed services, and a regulator-ready export button that bundles findings, evidence and remediation actions.
Stop Guessing. Start Securing.
See every vulnerability in your software supply chain — no matter how deep it hides.
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.