Governance Guide
AI Adversarial Testing Scenario Library for Red Teams
Adversarial testing fails when scenario coverage is incomplete. This library defines standard test scenarios with severity scoring and evidence requirements.
Direct answer
Adversarial testing fails when scenario coverage is incomplete. This library defines standard test scenarios with severity scoring and evidence requirements.
Fast path
- Inventory prompt injection scenarios: jailbreak attempts, role confusion, and instruction override.
- Add data exfiltration scenarios: PII extraction, training data leakage, and context sniffing.
- Include bias audit scenarios: demographic skew, outcome disparity, and recommendation manipulation.
Guide toolkit
Copy or download the checklist
Turn this guide into a working brief for AI Red Team Assessment Plan Generator.
Implementation Steps
- Inventory prompt injection scenarios: jailbreak attempts, role confusion, and instruction override.
- Add data exfiltration scenarios: PII extraction, training data leakage, and context sniffing.
- Include bias audit scenarios: demographic skew, outcome disparity, and recommendation manipulation.
- Track scenario pass rate and add new scenarios when production vulnerability emerges.
Related Guides
Use these adjacent playbooks to keep the same workflow connected across discovery, conversion, and execution.
Governance
AI Governance Policy Template (2026) - Startup Compliance Framework
A practical governance policy template for startup teams shipping AI products with limited compliance resources.
Governance
AI Governance Policy for Customer Support (2026) - Automation Blueprint
Governance blueprint for support AI systems with response quality controls, escalation rules, and compliance checkpoints.
Governance
AI Data Retention Policy (2026) - Compliance Template
A practical retention policy template for AI teams managing prompt and output logs across compliance, security, and operations.
Get weekly AI operations templates
Receive ready-to-use rollout, governance, and procurement templates.
No lock-in setup: if a lead endpoint is not configured, this form falls back to direct email.
Need help implementing this workflow in production?
Request a focused implementation audit for process design, owners, and KPI instrumentation.
- Provider and model split recommendations
- Budget guardrail design by traffic stage
- KPI plan for spend, quality, and conversion