AI & ML
How do you monitor AI system outputs for accuracy and bias?
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
Continuously evaluate outputs against benchmark datasets, track quality metrics over time, and test for bias across relevant groups. Feed monitoring results into a review process that can retrain, adjust prompts, or roll back a model.
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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?Do you log AI interactions for compliance purposes?
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