SAIL

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AI Policy & Safe experimentation (Plan)

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Experiment Output Data Leakage

1.8

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Experiment Output Data Leakage

sail
1.8
Risk

Experiment Output Data Leakage

Description

Model outputs, logs, or files generated by experiments leak PII or confidential data.

Example

Logs with real customer info are accessible via shared folder.

Assets Affected

Model Response

App Usage log

Notebook

Mitigation
  • Output DLP/filtering
  • Redact logs
  • Monitor for sensitive output
  • Restrict downloads/exports
Standards Mapping
  • ISO 42001: A.5.4, A.7.5
  • OWASP Top 10 for LLM: LLM02
  • NIST AI RMF: MEASURE 2.10, MANAGE 1.4
  • DASF v2: MODEL 7.2