Cognitive Governance Framework

The chapter examines how artificial intelligence (AI) fits into agile management routines inside today's firms - it sets out a full framework for predictive roadmapping, real time risk sensing and human-in-the-loop oversight. AI-driven analytics let firms forecast supply chain risks, balance resource loads and keep management adaptive, ethical plus open. The chapter lists step-by-step implementation tactics, worked case studies and a review of common obstacles - researchers and practitioners gain clear guidance for sharper management in agile, high variance supply chains.