Benchmarking Large Language Models (LLMs) evaluates the performance of different AI systems against standard metrics.LLM benchmarking is crucial for providing an objective picture of performance and enabling informed decisions amidst the hype.Benchmarking not only focuses on model performance but also includes tangible outcomes measuring user satisfaction and innovation.Implementing a robust benchmarking framework helps organizations unlock the full potential of LLMs for sustainable growth and innovation.