Generative AI complicates a core assumption of assessment that observed performance reflects an individual’s own cognition. Using StudyChat, we show AI supply only moderately tracks student intent, and assignment scores are largely insensitive to either. With the disruption of validity warrant, response process validity needs reconceptualizing when AI co-produces performance.