Figure 5
A framework for mapping AI functionalities in procurement processes. The diagram includes various stages such as procurement strategy and configuration, supply market analysis, supplier relationship management, and strategic performance management. Each stage is further divided into specific activities like sourcing planning and forecasting, price forecasting, purchasing category management, spend analysis and classification, SC finance, supplier performance management, risk management, process efficiency assessment, quality assurance, supply audit, and actions for improvement. The diagram also highlights the integration of AI functionalities such as automated inventory analysis, AI-human interactions, and fraud detection across these stages.Framework for mapping AI functionalities in procurement process – 2021+ papers. Source: Authors’ own work based on Guida et al. (2023). Note: the number of publications in the analysis does not match the number of topics identified since individual papers could cover more than a single purchasing function