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Get Started Free →Detects and redacts PII in inputs and outputs before external actions. Use w hen the user says redact PII, privacy check, or sanitize this. Scans emails, phones, names, addresses. Routes high-risk to hitl-approver. Triggers: reda ct PII, privacy check, sanitize this, remove personal data.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 72% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 65% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 64% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 86% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 41% | 0% |
hitl-approverwhatsapp-auto-respondermemory-sanitizer| Failure | Response | |---------|----------| | Over-redaction | Preserve structure; only redact confirmed PII. | | Missed PII | Run second pass on capitalized tokens and @ symbols. |
Input: User request matching triggers above. Output: Structured result per workflow with integrations invoked as needed.
Other measured skills in the registry, with their headline benchmark lift.