The pharmaceutical supply chain constitutes one of the most critical components of modern healthcare infrastructure, serving as the backbone that ensures timely and safe delivery of medications to patients across diverse healthcare settings. [Smith et al., 2023; Johnson & Williams, 2022; Chen et al., 2024] The complexity of this system has increased exponentially over recent decades, driven by globalization, regulatory requirements, and the introduction of specialized medications requiring specific handling and storage conditions. Retail pharmacies, as the final link in this intricate chain, bear significant responsibility for maintaining drug integrity, preventing medication errors, and ensuring optimal patient outcomes. The role of pharmacists in retail medicine has undergone substantial transformation, evolving from traditional dispensing functions to comprehensive pharmaceutical care providers. [Anderson & Brown, 2023; Martinez et al., 2022] Modern retail pharmacists serve as medication experts, patient counselors, and healthcare coordinators, often representing the most accessible healthcare professionals for many patients. This expanded scope of practice has positioned pharmacists as crucial guardians of medication safety within the supply chain continuum. Concurrently, the healthcare industry has witnessed remarkable advances in artificial intelligence technologies, with applications ranging from drug discovery to patient monitoring systems. [Thompson et al., 2024; Liu & Kumar, 2023] The integration of AI solutions in pharmacy operations represents a paradigm shift toward more intelligent, efficient, and error-resistant medication management systems. These technologies offer unprecedented capabilities for predictive analytics, automated quality control, and real-time monitoring of supply chain processes.
Arnab Roy*
Mahesh Kumar Yadav
Md. Asif
Lawkush Kumar Prajapati
Md. Kaif
Makhmur Hayat
Rup Kumar
Akash Kumar
Abu Huzaifa
Abdur Raqueeb
Danish Akhtar
Ataul Ansari
Sarosh Alam
Nafis Ansari
Shubham Raj
Niraj Kumar Prajapati
Abhishek Kumar
Manish Kumar
10.5281/zenodo.17444868