The OWASP AI Testing Guide structures evaluations for security, privacy, and compliance across AI implementations.
Practical checklist
- Define abuse cases and measurable success criteria (jailbreak rate, leakage rate, task failure rate).
- Automate evals in CI/CD with seed prompts and benchmark suites; fail builds on thresholds.
- Run targeted red teaming on high-impact tasks; rotate model versions and prompts.
- Keep artefacts: prompts, seeds, scores, transcripts and fixes for auditability.
Bring security testing closer to release gates to keep pace with rapid model updates.