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Raman spectroscopy: Utilized in Raman experiments to analyze molecular  | Image Credit: ©luchschenF -stock.adobe.com

Counterfeit pharmaceuticals jeopardize public health worldwide, often leading to ineffective or dangerous treatments. Enter Raman spectroscopy: a rapid, non-destructive analytical technique that unveils the molecular secrets of medications. With its ability to identify counterfeit drugs through unique molecular fingerprints—even without unsealing their packaging—this technology is transforming pharmaceutical forensics and safeguarding global health.

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.