Cheat sheets / Pre-launch safety checklist

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Pre-launch safety checklist

Mapped to the OWASP Top 10 for LLM Applications (2025).

QAProductDeveloperDesigner

OWASP LLM 2025 map

IDRiskCheck
LLM01Prompt injectionUntrusted content as data; least privilege; confirmations
LLM02Sensitive information disclosureRedaction, retention limits, access control
LLM03Supply chainVet models, servers and dependencies
LLM04Data and model poisoningControl training and ingestion sources
LLM05Improper output handlingValidate before downstream use
LLM06Excessive agencyNarrow tools; approvals; separate environments
LLM07System prompt leakageNo secrets in prompts
LLM08Vector and embedding weaknessesAccess filters; ingestion review
LLM09MisinformationGrounding, citations, not-found path
LLM10Unbounded consumptionRate, token and cost caps

Launch gate

  • Disclosed as AI; human option offered
  • Not-found path and handoff tested
  • Adversarial suite run; no critical findings open
  • Kill switch rehearsed
  • Logs redacted; owner and incident process named
  • Rules for your markets checked with qualified advisors