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Most teams that are using AI in GMP settings keep it strictly on the “assistive” side and don't let it directly generate or modify GxP records without human review and a clear validation/qualification story. They route AI use through controlled pilots, get QA buy-in early and treat outputs like informal working notes that must be checked and formally re-entered