For AI engineers and architects, success means precise evaluation of key technical metrics, including latency, throughput, uptime, and resource utilization, to ensure scalable, high-performing systems in production environments. Learn how to align KPIs with organizational goals by integrating telemetry pipelines, real-time analytics, and advanced monitoring frameworks, enabling clear connections between technical performance and business value. Understand how to implement automated performance tracking and adaptive feedback loops to enhance AI workflows, driving continuous optimization, sustained efficiency, and agile responses to dynamic enterprise requirements.