Embedded Assessment

Embedded assessment refers to evaluation methods that are integrated directly into AI systems or workflows rather than conducted as separate, post-deployment audits. This approach allows organizations to continuously monitor model performance, detect bias, and identify compliance risks in real-time as the system operates. For enterprise governance, embedded assessment is critical because it enables proactive identification of issues before they impact business decisions or regulatory standing, rather than discovering problems only after harm occurs.

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