Research questionHow can we reliably detect internally contradictory commitments in privacy policies at scale?A privacy policy can promise one handling practice in one section while describing a conflicting practice elsewhere, making contradictions difficult to identify across long documents. Automated judgments also affect which cases count, leaving prevalence estimates uncertain.