AI Context Engineering is the practice of designing, managing, and delivering the right context to AI models so they generate accurate, relevant, and business-aware responses. By combining enterprise data, memory, prompts, business rules, and retrieval mechanisms, organizations can significantly improve the reliability and performance of AI applications and AI agents. Executive Summary Large Language Models (LLMs) have made AI more accessible than ever, but the