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In this video, we break down a certification-style question about monitoring Large Language Model (LLM) applications in production environments. You will learn: What metrics matter most for customer service LLM applications Why throughput (inquiries processed per unit time) is a key production KPI The difference between training metrics and production metrics Common traps in certification exam questions This video is ideal for anyone preparing for: Generative AI certifications Machine learning and LLM interviews Data engineering and AI engineering roles Like, share, and subscribe for more exam-style explanations and AI learning content.