Key elements of an effective #LLM observability strategy: 1. Encourage business users to engage actively in testing and optimization. 2. Make it easy to explore the application under different scenarios. 3. Clearly show how the model interacts within your application, reveal decision-making processes, system interactions, and how outputs are verified. 4. Proactively identify and handle deviations or errors. 5. Expose metrics like response times, token usage, and errors. Read more: https://ow.ly/sws350TIlv1 #Observability