Token Cost Analysis Quiz

What you'll be asked

1. Which of the following components of a prompt contributes most directly to the total token count and associated costs?
2. You are building a RAG (Retrieval-Augmented Generation) system. Which strategy is most effective for reducing token costs while maintaining answer quality?
3. When optimizing costs for a chatbot, why is it recommended to cache frequent user queries and their corresponding LLM responses?
4. If your application requires high-volume, repetitive tasks, which architectural shift is most cost-effective?
5. You are analyzing a cost spike in your application. You notice that your 'Input Tokens' cost is significantly higher than your 'Output Tokens' cost. Which of the following is the most likely cause?

Answers and explanations come after you submit.