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Large-language models are excellent for general-use AI systems, but they don’t understand pharmaceutical companies’ proprietary documentation—the validated procedures and quality protocols that ensure drug safety. Smaller, domain-specific language models give companies more control and efficiency in their AI use.

Standard quality control. Certification. Business, technology, internet and networking concept. | Image Credit: ©photon_photo - stock.adobe.com

As advanced manufacturing technologies reshape pharmaceutical production, the Qualified Person (QPs) must evolve from a traditional document reviewer into a digitally fluent leader capable of navigating complex data ecosystems, real-time analytics, and automated control systems. This article presents a holistic framework for “Certification by Design,” highlighting how QPs can ensure compliant, agile, and science-based batch release in the era of Industry 4.0.