Databricks GenAI Engineer Practice Questions - Databricks Certified Generative AI Engineer Associate Exam - Databricks GenAI Engineer Practice Questions - Databricks Certified Generative AI Engineer Associate Exam

Question 1

An internal HR assistant must answer questions from policy documents that change every week and cite the source material. Which approach is the best starting point?

Fine-tune a chat model on past HR tickets Build a RAG application over the policy documents Train a sentiment classifier for each policy area Hardcode the answers into the system prompt

Correct Answer:

Build a RAG application over the policy documents

Question 2

A claims operations app must answer policy questions, retrieve supporting documents, and create a follow-up task in another system only when needed. Which architecture best fits this use case?

A prompt-only chatbot with no retrieval A basic RAG chain with no tools A tool-calling agent with retrieval and workflow tools A fine-tuned embeddings model

Correct Answer:

A tool-calling agent with retrieval and workflow tools

Question 3

You need to convert document chunks into vectors before loading them into Mosaic AI Vector Search. Which model capability matters most?

Text embeddings generation Reranking responses after generation Image generation Chat completion

Correct Answer:

Text embeddings generation

Question 4

A team decomposed its app into intent classification, retrieval, and final answer generation. Which model-selection strategy usually lowers cost without hurting quality?

Use the largest available chat model for every step Use smaller or specialized models for simpler steps and a stronger model only where needed Fine-tune a separate model for each step before building a baseline Avoid deterministic preprocessing so the LLM handles everything

Correct Answer:

Use smaller or specialized models for simpler steps and a stronger model only where needed

Question 5

You need an LLM to return a stable JSON object with fields `issue_type`, `priority`, and `needs_human_review`. Which prompt change is most effective?

Ask the model to be creative Provide the exact JSON schema and instruct it to return JSON only Ask for a markdown table instead Raise the temperature to encourage variety

Correct Answer:

Provide the exact JSON schema and instruct it to return JSON only

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About this Exam

Prepare with the Databricks GenAI Engineer Practice Questions - Databricks Certified Generative AI Engineer Associate Exam practice quiz. This question bank includes 100 questions covering databricks, search, documents, model, and document. Use it to review important concepts, identify knowledge gaps, and build confidence for the related exam, course, or assessment.

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Databricks GenAI Engineer Practice Questions - Databricks Certified Generative AI Engineer Associate Exam

This practice set contains 100 questions from the matching question bank and focuses on databricks, search, documents, model, and document. Work through each question carefully, review the provided solutions, and revisit topics that need more study before your next attempt.

This is an independent study resource intended for practice and review; it is not an official examination or an endorsement by any organization named in the title.

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Databricks GenAI Engineer Practice Questions - Databricks Certified Generative AI Engineer Associate Exam

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