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Pawan Singh

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#explainable ai Open access Aug 2026

Intelligent Purchase Order Generation with AI

This white paper presents a comprehensive functional and technical framework for applying artificial intelligence to purchase order generation and lifecycle management. It explains how AI, natural language processing, retrieval-augmented generation, business rules, enterprise data, and ERP integrations can transform approved purchasing demand into accurate, compliant, and supplier-ready purchase orders. The paper covers requisition conversion, supplier and contract matching, pricing and commercial-term validation, purchase-order enrichment, approval workflows, ERP transaction creation, supplier dispatch, acknowledgement processing, change-order management, security, responsible AI, API architecture, event-driven integration, observability, implementation strategy, and performance measurement. It also provides representative use cases, technical diagrams, sample API payloads, governance controls, and platform mappings for SAP, Oracle, and Microsoft Dynamics 365. The proposed approach separates AI-assisted recommendations from deterministic enterprise controls, ensuring that authorized users remain accountable for approvals while the ERP system continues to serve as the official system of record. This work is intended for procurement leaders, supply-chain professionals, enterprise architects, product owners, business analysts, technology consultants, and researchers exploring practical and governed applications of AI in procure-to-pay operations.

Pawan Singh · 0 citations