Scanners only help when developers trust the signal and know how to fix it.
Start with high-confidence rules
Gate on secrets, critical CVEs with reachable paths, and policy-breaking IaC — expand coverage after noise drops.
Make fixes local
Publish playbooks and IDE hooks so issues die before CI, not in a Friday war room.