Best-fit situations
- A pull request contains both human edits and agent-generated code.
- A customer asks whether a vendor used AI coding tools in a delivered feature.
- A compliance lead wants repeatable PR evidence for SOC 2, ISO 27001, or internal AI governance reviews.
- A release manager needs confidence that risky AI edits have test and review coverage.