PulseExploreJournal ClubDebatesTrendingResearchersJournals
Instagram
HomeExploreJournal ClubTrending
Synapse
⌘+K
Synapse
April 15, 2026Iconic Research and Engineering Journals0 citations

The Impact of AI On Supply Chain Planning and Demand Forecasting

SSSachinkumar Vinodbhai SadhuRGRajveer Singh GohilDPDr. Hasmukh Panchal

Key Points

  • The aim is to investigate how AI techniques can enhance supply chain planning and demand forecasting.
  • Utilized a quantitative research approach based on secondary data.
  • Focused on the FMCG sector for analysis.
  • Examined integration of AI and explainability in forecasting models.
  • AI techniques significantly improve forecasting accuracy.
  • AI reduces inventory waste and enhances sustainable practices.
  • Implementing explainable AI fosters better trust in forecasting outputs.

Abstract

This study examines the role of Artificial Intelligence (AI) in improving supply chain planning and demand forecasting. With increasing market uncertainty and data complexity, traditional forecasting methods often fail to deliver accurate and timely results. AI-based techniques, especially machine learning and deep learning models, provide better prediction capabilities by analyzing large datasets and identifying hidden patterns. However, the adoption of AI in supply chains is limited due to a lack of transparency and understanding of model outputs. To address this issue, the concept of Explainable Artificial Intelligence (XAI) is introduced, which helps decision-makers interpret and trust AI-based forecasts. The study uses a quantitative research approach based on secondary data from the FMCG sector. It highlights how AI improves forecasting accuracy, reduces inventory waste, and supports sustainable supply chain practices. The findings suggest that integrating AI with explainability can enhance decision-making, operational efficiency, and environmental performance. The study concludes by proposing a simple framework that combines AI, explainability, and sustainability for better supply chain management in emerging economies like India.

Ask AI
Helpful
Bookmark
Share
View Full Paper

Cite This Study

Sadhu et al. (2026) studied this question.

synapsesocial.com/papers/69df2b2ce4eeef8a2a6b01b3https://doi.org/10.64388/irev9i10-1716186
Ask AI
Helpful
Bookmark
Share
View Full Paper