Most AI projects deliver disappointing results despite inflated promises. This book provides the practical roadmap leaders need to navigate implementation challenges, evaluate opportunities systematically, and drive measurable organizational value. Using the Five-Lens Framework balancing business impact, technical feasibility, risk management, human factors, and ROI you'll learn to identify high-value AI initiatives and avoid costly dead ends. Drawing from real-world case studies, including major enterprises and organizations like Tata Steel, this guide transforms AI strategy from aspirational thinking into executable action. Discover how to evaluate AI proposals with confidence, architect scalable AI systems, and build organizational trust in AI as a collaborative force. Designed for leaders at all levels from startup founders to Fortune 500 executives, this book bridges the gap between AI curiosity and operational confidence, equipping you with tools to lead organizational transformation into the future.

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