Databricks Certified Generative AI Engineer Associate

1. A company wants to build a customer support chatbot that answers questions using its internal product documentation. The documentation is updated weekly and contains thousands of pages. Which approach is best suited for this use case?

2. An AI engineer needs to select an LLM for a production chatbot. The primary requirements are low response latency (under 500ms) and minimal cost per request. Model quality is acceptable as long as the model passes a basic accuracy benchmark. Which criterion should guide the final selection?

3. A developer is building a simple FAQ bot that answers questions about a company's return policy. The return policy is three paragraphs long and rarely changes. Which design approach is most appropriate?

4. Which of the following is a primary benefit of using Retrieval-Augmented Generation (RAG) compared to relying solely on a pre-trained LLM for answering factual questions?

5. A company is building an application where users have multi-turn conversations with an AI assistant. The assistant must remember what was said earlier in the same conversation to provide coherent responses. Which design characteristic is essential?