Role of Artificial Intelligence and Automation in Transforming Operational Efficiency of Indian Pharmaceutical Companies

Abstract: Artificial Intelligence (AI) and automation are becoming more popular with the Indian pharmaceutical industry as a part of the Pharma 4.0 paradigm to improve operational efficiency as more regulatory and market pressures increase. Nevertheless, there is little empirical data on the way these technologies translate to quantifiable efficiency results. The study will focus on direct, mediating, moderating, and interaction effects of AI adoption and automation adoption on the operational efficiency of Indian pharmaceutical companies. Primary data were gathered among 350 workers (production, quality, R and D, supply chain and technology functions) and processed through Structural Equation Modelling (SEM). The results indicate that AI adoption as well as automation adoption have a significant effect on enhancing operational efficiency. Digital preparedness partially mediates the AI adoption and efficiency relation and employee technological competence mediates the automation and efficiency relation. Significantly, the research reveals a new AI-Automation Paradox whereby the interplay between AI and automation has a negative impact on the efficiency of the operations, which implies diminishing returns as a result of the complexity of the technology and organizational absorption capacity. The framework of Integrated Digital Operations Capability (IDOC) has been proven and promotes the Pharma 4.0 literature due to its capability alignment, rather than single technology usage. The research provides practical information to managers and policymakers on how to create sequenced, capability-based digital transformation strategies to achieve sustainable efficiency benefits. Keywords: Artificial Intelligence; Automation; Operational Efficiency; Pharma 4.0; Digital Readiness; Employee Technological Competence; Indian Pharmaceutical Industry. Title: Role of Artificial Intelligence and Automation in Transforming Operational Efficiency of Indian Pharmaceutical Companies Author: Mrs. S. Mahalakshmi, Dr. M. Ganesan, Dr.R.Mugesh Kannan International Journal of Management and Commerce Innovations ISSN 2348-7585 (Online) Vol. 14, Issue 1, April 2026 - September 2026 Page No: 559-575 Research Publish Journals Website: www.researchpublish.com Published Date: 12-June-2026 DOI: https://doi.org/10.5281/zenodo.20666103 Paper Download Link (Source) https://www.researchpublish.com/papers/role-of-artificial-intelligence-and-automation-in-transforming-operational-efficiency-of-indian-pharmaceutical-companies

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-06-12
DOI
https://doi.org/10.5281/zenodo.20666102
Primary Topic
Innovations and Analysis in Business and Education
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Role of Artificial Intelligence and Automation in Transforming Operational Efficiency of Indian Pharmaceutical Companies

M. Mahalakshmi, Dr M GANESAN, Dr.R.Mugesh Kannan
Zenodo (CERN European Organization for Nuclear Research)
Innovations and Analysis in Business and Education
article

Role of Artificial Intelligence and Automation in Transforming Operational Efficiency of Indian Pharmaceutical Companies

M. Mahalakshmi, Dr M GANESAN, Dr.R.Mugesh Kannan
article en

Abstract

Abstract: Artificial Intelligence (AI) and automation are becoming more popular with the Indian pharmaceutical industry as a part of the Pharma 4.0 paradigm to improve operational efficiency as more regulatory and market pressures increase. Nevertheless, there is little empirical data on the way these technologies translate to quantifiable efficiency results. The study will focus on direct, mediating, moderating, and interaction effects of AI adoption and automation adoption on the operational efficiency of Indian pharmaceutical companies. Primary data were gathered among 350 workers (production, quality, R and D, supply chain and technology functions) and processed through Structural Equation Modelling (SEM). The results indicate that AI adoption as well as automation adoption have a significant effect on enhancing operational efficiency. Digital preparedness partially mediates the AI adoption and efficiency relation and employee technological competence mediates the automation and efficiency relation. Significantly, the research reveals a new AI-Automation Paradox whereby the interplay between AI and automation has a negative impact on the efficiency of the operations, which implies diminishing returns as a result of the complexity of the technology and organizational absorption capacity. The framework of Integrated Digital Operations Capability (IDOC) has been proven and promotes the Pharma 4.0 literature due to its capability alignment, rather than single technology usage. The research provides practical information to managers and policymakers on how to create sequenced, capability-based digital transformation strategies to achieve sustainable efficiency benefits. Keywords: Artificial Intelligence; Automation; Operational Efficiency; Pharma 4.0; Digital Readiness; Employee Technological Competence; Indian Pharmaceutical Industry. Title: Role of Artificial Intelligence and Automation in Transforming Operational Efficiency of Indian Pharmaceutical Companies Author: Mrs. S. Mahalakshmi, Dr. M. Ganesan, Dr.R.Mugesh Kannan International Journal of Management and Commerce Innovations ISSN 2348-7585 (Online) Vol. 14, Issue 1, April 2026 - September 2026 Page No: 559-575 Research Publish Journals Website: www.researchpublish.com Published Date: 12-June-2026 DOI: https://doi.org/10.5281/zenodo.20666103 Paper Download Link (Source) https://www.researchpublish.com/papers/role-of-artificial-intelligence-and-automation-in-transforming-operational-efficiency-of-indian-pharmaceutical-companies

Zenodo (CERN European Organization for Nuclear Research)
Industry, innovation and infrastructure
Openalex Percentile: Top 4%
Innovations and Analysis in Business and Education
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.