Parametric memory auditing evaluates unprompted brand recall by executing repeated ungrounded prompt runs across major language models, utilizing token-level logprob extraction via Treewalker to measure confidence, deduplicating them into canonical facts, and synthesizing the findings through automated narrative analysis.