Key takeaway: Reliable AI starts with rigorous evaluation. Without robust, interpretable checks, deploying an LLM in production is like flying blind. Why Model Evaluation Matters - Especially for Enterprises When language models go from labs to real-world use, the stakes rise quickly. They help customer support agents, summarize financial reports,