In the era of AI-driven transformation, IT leaders face the challenge of building infrastructure that balances cost, performance, and scalability. This ebook serves as a practical roadmap to help decision-makers evaluate and optimize their technology stack for AI workloads. From understanding how use cases shape performance requirements to identifying the right metrics — latency, throughput, energy efficiency, and beyond — this guide demystifies the complexities of AI infrastructure. With proven frameworks, best practices, and actionable strategies, gain insights on how to confidently align AI initiatives with business goals, ensuring efficiency and long-term success in an evolving landscape.