How to meet it
OWASP AISVS v1.01
Monitoring, Logging & Anomaly Detection · Training Data & Model Lifecycle Audit
Log all labelling activity
Verify that all labeling activities are recorded in logs.
OWASP AISVS v1.01, requirement 12.5.2
In plain English
Log every labelling action: who labelled or changed what, and when.
What good looks like
- Label creation, edits and approvals are logged.
- Logs include the person and time.
- Logs are kept with the dataset version.
How teams usually do it
- Audit logs from the labelling platform exported to central storage.
Evidence an auditor would accept
- Sample labelling logs.
Common mistakes
- Logging only the final label, with no history.
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Requirement text from the OWASP AI Security Verification Standard, licensed under CC BY-SA 4.0. This guidance is shared under the same licence.