Automation of redundant responsibilities, predictive analytics, and reinforced decision-making abilities haveshiftedAI(Artificial Intelligence) and LLMs (Large Language Models) to the forefront of project management as a discipline. Thispaperaims to provide a holistic approach to the benefits, challenges, and the pragmatic adoption of Artificial Intelligence/LLMsintheproject management discipline/field. Through the lens of contemporary research, industry frameworks, and practical casestudies,we study the application of AI/LLMs to the discipline of project management in relation to planning, risk, and resource management as well as communication. The considerations of ethics, data, and governance challenges/concerns are included. The potential pathways to research and adoption for AI-based project management are outlined for organizations. Keywords— Artificial Intelligence (AI), Large Language Models (LLMs), Project Management, Predictive Analytics, Decision Support Systems, Automation, Human–AI Collaboration