Independent Validation

The evaluation of an AI system by a party that was not involved in its development, providing an objective assessment of its performance, safety, and compliance. Independent validation reduces the risk of confirmation bias and vested interests distorting the assessment, and is increasingly required by regulators for high-risk AI applications in sectors like finance and healthcare.
See also: AI auditing, high-risk AI system, governance committee.