This research explores the feasibility of applying the cognitive diagnosis assessment (CDA) framework to validate generative AI-based scoring of constructed responses (CRs). The classification information of CRs and item-parameter estimates from cognitive diagnosis models (CDMs) could provide additional validity evidence for AI-generated CR scores and feedback.