AI & ML
What controls prevent AI hallucinations from affecting business decisions?
How to answer this security questionnaire question, with an expert response your security or GRC team can adapt.
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Security questionnaire questions
Updated July 6, 2026
Expert answer
Ground model outputs in authoritative sources, require citations, and apply verification checks that flag unsupported claims before they reach a user. For decisions with business impact, keep a human reviewer accountable for the final call.
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How do you monitor AI system outputs for accuracy and bias?What is your AI model versioning and rollback process?How do you validate AI vendor security certifications?What human oversight exists for AI-driven decisions?How do you ensure AI training data does not contain PII?What is your policy on AI-generated content attribution?
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