AI-Mediated Brand Visibility Criterion Auditing Methodology

The Criterion Audit is a structured methodology for assessing how AI systems surface, frame, suppress, substitute, redirect, or otherwise mediate brand visibility. It defines twelve behavioural criteria, fixed scoring anchors, and a completeness check that determines whether the criteria can be meaningfully applied. The methodology is fully disclosed; the proprietary question battery and execution heuristics are not.