Workflow Focus
- Prompt risk scanning and secret detection
- Runtime policy gate enforcement
- Guardrail template standardization
- Replay-based adversarial resilience checks
Prompt Safety Hardening Workflow
Use this workflow when prompts handle sensitive content or when you need stronger jailbreak and policy defenses.
Quick Links
Step-by-Step Workflow
1. Run broad prompt risk scan
Detect leakage, injection, and risky language patterns quickly.
First-pass risk inventory before deeper policy gating.
Open Prompt Security Scanner2. Simulate injection attacks
Stress-test guardrail coverage against override and exfiltration attempts.
Defense coverage score with clear weak points.
Open Prompt Injection Simulator3. Check code snippets for leaked secrets
Identify credential/token patterns embedded in prompt context.
Reduced secret leakage risk in model-bound content.
Open Secret Detector for Code Snippets4. Enforce policy firewall decisions
Apply allow/review/block logic and optional redaction at runtime.
Consistent policy gate before model execution.
Open Prompt Policy Firewall5. Compose reusable guardrail packs
Standardize refusal, citation, uncertainty, and output rules.
Reusable policy modules across prompts and assistants.
Open Prompt Guardrail Pack Composer6. Test adversarial resilience
Evaluate defense performance against replayed attack scenarios.
Measured safety posture and retest priorities.
Open Jailbreak Replay Lab
Recommended Tools
PSC
Prompt Security Scanner
Scan prompts for secret leakage, PII, and injection-style phrases before sending to AI.
PIS
Prompt Injection Simulator
Simulate prompt-injection attacks and score guardrail resilience before release.
SDS
Secret Detector for Code Snippets
Detect hardcoded keys, tokens, and credential-like strings before sharing code snippets.
PPF
Prompt Policy Firewall
Scan prompts for PII, secrets, and injection patterns before sending data to AI models.
PGP
Prompt Guardrail Pack Composer
Compose reusable refusal, citation, uncertainty, and output guardrail packs for system prompts.
RTG
Prompt Red-Team Generator
Generate adversarial prompt test cases for jailbreak, leakage, and policy-bypass evaluation.
JRL
Jailbreak Replay Lab
Replay jailbreak scenarios, score model defenses, and export deterministic safety reports.
ASC
Agent Safety Checklist
Audit agent runbooks for allowlists, confirmation gates, budgets, fallbacks, and logging.
Best Compare Guides
Prompt Security Scanner vs Prompt Policy Firewall
Fast security scanning vs policy-driven prompt firewall gating.
Prompt Security Scanner vs Secret Detector for Code Snippets
Broad prompt security diagnostics vs code-oriented secret leak pattern detection.
Prompt Guardrail Pack Composer vs Prompt Policy Firewall
Reusable system guardrail template composition vs runtime prompt policy gate and redaction checks.
Prompt Policy Firewall vs Agent Safety Checklist
Prompt-level runtime policy gate vs broader operational safety governance checklist.
FAQ
Do I need both scanner and policy firewall?
Yes in most production setups. Scanner gives broad diagnostics, while firewall enforces strict policy decisions at runtime.
When should I run red-team and replay checks?
Run adversarial generation and replay testing before release and after major prompt-policy changes.
Related Workflow Guides
Prompt Release Checklist
Run a practical pre-release prompt QA flow with linting, policy checks, replay testing, and final go/no-go scoring.
RAG Grounding Audit
Tune chunk quality and retrieval grounding with chunk simulation, noise pruning, relevance scoring, and claim-evidence checks.
AI Output Validation
Validate model output format and schema safety for automation pipelines using contract tests and function-call schema checks.