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AI is becoming increasingly popular in software application development, with the deployment of Artificial Intelligence (AI) dominating the landscape. This article discusses the various components of AI, such as Natural Language Processing (NLP) techniques, Large Language Models (LLMs), and the use of co-pilot tools for humans. It also provides advice on how IT teams should approach the use of these components, such as identifying business problems and understanding the tasks, processes, and people involved.