A healthcare startup is building a chatbot to answer patient questions about symptoms. They have a strict requirement that all responses must be grounded in verified medical sources to avoid misinformation. They also need low latency for a good user experience. Which approach best balances these constraints?

Use a translation model to convert medical documents into simpler language

Use a summarization model to summarize the user's question before answering

Use a question answering model with retrieval-augmented generation (RAG) over a curated medical knowledge base

Use a general-purpose text generation model with no additional grounding

DatabricksCertified Generative AI Engineer Associate

Domain 1Objective 2

Select Model Tasks to Accomplish a Given Business Requirement GENERATIVE-AI-ENGINEER-ASSOCIATE Practice Questions (Page 4)

Part of the Section 1: Design Applications domain, which makes up ~19% of our current practice bank. Databricks does not publish an official question count, but from its 90-minute exam (~35–60 total, ~7–11 in this domain), expect 1–2 from this objective — we provide 21 practice questions to prepare you well beyond it. (estimate)

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Questions 16–20

16expert · hard
A healthcare startup is building a chatbot to answer patient questions about symptoms. They have a strict requirement that all responses must be grounded in verified medical sources to avoid misinformation. They also need low latency for a good user experience. Which approach best balances these constraints?
Select an answer first
17foundation · easy
A customer-facing chatbot must respond in under one second to maintain a good user experience. Which constraint is most critical when selecting the model task?
Select an answer first
18application · medium
A customer feedback system needs to automatically categorize reviews as positive, neutral, or negative. Which model task should be used?
Select an answer first
19application · medium
A legal firm needs to automatically generate a one-paragraph executive summary for each new court ruling added to their internal database. The summaries must capture the key holding and legal reasoning. Which model task should be selected?
Select an answer first
20foundation · easy
A support team wants to automatically draft code snippets that implement common data transformations in Python. Which model task should be selected?
Select an answer first

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Select Model Tasks to Accomplish a Given Business Requirement GENERATIVE-AI-ENGINEER-ASSOCIATE Practice Questions (Page 4)

Questions 16–20

A customer-facing chatbot must respond in under one second to maintain a good user experience. Which constraint is most critical when selecting the model task?

A customer feedback system needs to automatically categorize reviews as positive, neutral, or negative. Which model task should be used?

A legal firm needs to automatically generate a one-paragraph executive summary for each new court ruling added to their internal database. The summaries must capture the key holding and legal reasoning. Which model task should be selected?

A support team wants to automatically draft code snippets that implement common data transformations in Python. Which model task should be selected?

Keep studying — Section 1: Design Applications