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Drill-down · Autonomous remediation
100K+ 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)58K · 58%
Container base-image swap18K · 18%
Config patch (IaC, CI/CD)12K · 12%
Code rewrite (taint break)7K · 7%
Manifest pin / lockfile fix5K · 5%
By outcome
Where each remediation PR ended up.
Merged automatically (passed CI + policy gate)
71K
71%
Merged after human review
22K
22%
In review (open PR)
4K
4%
Deferred / superseded
3K
3%
Engineering time saved
Est. avg. minutes saved / remediation
~38 min
vs an engineer authoring + testing + merging the same fix.
Est. total engineering hours saved
~63K hrs
100K+ remediations × ~38 min average.
Mean time to remediate
~3 days
From detection to merged PR. Typical industry baseline: weeks to months.
Use case
Auto-Fix Vulnerabilities →
How Griffin AI authors, tests, and ships each fix.
Product
Auto-Fix →
The autonomous remediation engine, behind the numbers.