Non-Generative AI and Quality by Design: The Digital Pillar of Pharmaceutical Product Quality in the

The pharmaceutical industry is a heavily regulated sector, where every product batch must guarantee consistent safety and efficacy. The Current Good Manufacturing Practice (cGMP) standard, or in Indonesia known as Cara Pembuatan Obat yang Baik (CPOB), is the operational foundation. However, in the Industry 4.0 era, demands have shifted from merely following procedures to ensuring quality through a deep understanding of the processes. This is the core of Quality by Design (QbD).

Non-Generative AI for Manufacturing and Laboratory Industries: Transparent, and Data-Driven Only

In recent years, Artificial Intelligence (AI) has become a hot topic across various industries. However, many companies in manufacturing and laboratory sectors remain hesitant—or even fearful—about adopting this technology. The primary concerns revolve around data security, the risk of AI "hallucinations", and the lack of transparency behind AI-generated answers.

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