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Drill-down · Autonomous remediation
5M+ AI remediations applied
Each remediation is a complete fix authored by Griffin AI — patched dependency, swapped base image, rewritten taint path, or hardened config — opened as a pull request, run through your CI, and merged by policy gate or human reviewer.
By remediation type
What Griffin AI actually changed to close the finding.
Auto-PR (dependency upgrade)2.9M · 58%
Container base-image swap900K · 18%
Config patch (IaC, CI/CD)600K · 12%
Code rewrite (taint break)350K · 7%
Manifest pin / lockfile fix250K · 5%
By outcome
Where each remediation PR ended up.
Merged automatically (passed CI + policy gate)
3.55M
71%
Merged after human review
1.10M
22%
In review (open PR)
200K
4%
Deferred / superseded
150K
3%
Engineering time saved
Avg. minutes saved / remediation
38 min
vs an engineer authoring + testing + merging the same fix.
Total engineering hours saved
3.16M hrs
5M+ remediations × 38 min average.
Mean time to remediate
3 days
From detection to merged PR. Industry baseline: 45 days.
Use case
Auto-Fix Vulnerabilities →
How Griffin AI authors, tests, and ships each fix.
Product
Auto-Fix →
The autonomous remediation engine, behind the numbers.