A developer is building a chain that generates a product description and then checks it for policy compliance using a separate model. The compliance model returns a 'pass' or 'fail' label. If the label is 'fail', the chain should regenerate the description. How should the chain be orchestrated?

Compliance check → Output parser → Generate description

Generate description → Output parser → Compliance check

Generate description → Run compliance check → If fail, loop back to generation

Run compliance check → Generate description → Output parser

A chain must extract a specific field, such as a date, from the model's response. What is the purpose of an output parser in this scenario?

To retrieve additional documents based on the model's output

To convert the model's raw output into a structured format that can be programmatically accessed

To format the input prompt for the model

To store the model's output in memory for later use

A team is building a chain that generates a response to a customer review and then classifies the sentiment as positive, negative, or neutral. The classification result must be a single word. Which components are needed?

Prompt template, model, output parser

Prompt template, retriever, output parser

A team is building a chain that answers questions about a company's internal policies. The chain must use a retriever to fetch relevant policy documents and a model to generate answers. The team wants to add a feature where users can ask follow-up questions like 'What about the refund policy?' without repeating the context. Which component should be added, and how does it affect the chain?

Add a prompt template that includes a static list of policy topics

Add memory to store the conversation history and inject it into the retrieval query and prompt

Add an output parser to format the model's answers as policy citations

Add a second retriever to fetch the user's previous questions

A team is building a chain that answers questions by querying a SQL database. The chain must convert a natural-language question into a SQL query, execute it, and return the results in a table format. Which set of components is required?

Retriever, memory, model, output parser

Prompt template, model, SQL tool, output parser

Model, output parser, retriever, SQL tool

Prompt template, model, memory, retriever

DatabricksCertified Generative AI Engineer Associate

Domain 1Objective 3

Select Chain Components for a Desired Model Input and Output GENERATIVE-AI-ENGINEER-ASSOCIATE Practice Questions (Page 3)

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 19 practice questions to prepare you well beyond it. (estimate)

19questions here

4free pages

4concepts

Questions 11–15

11application · medium
A developer is building a chain that generates a product description and then checks it for policy compliance using a separate model. The compliance model returns a 'pass' or 'fail' label. If the label is 'fail', the chain should regenerate the description. How should the chain be orchestrated?
Select an answer first
12foundation · easy
A chain must extract a specific field, such as a date, from the model's response. What is the purpose of an output parser in this scenario?
Select an answer first
13application · easy
A team is building a chain that generates a response to a customer review and then classifies the sentiment as positive, negative, or neutral. The classification result must be a single word. Which components are needed?
Select an answer first
14expert · hard
A team is building a chain that answers questions about a company's internal policies. The chain must use a retriever to fetch relevant policy documents and a model to generate answers. The team wants to add a feature where users can ask follow-up questions like 'What about the refund policy?' without repeating the context. Which component should be added, and how does it affect the chain?
Select an answer first
15application · medium
A team is building a chain that answers questions by querying a SQL database. The chain must convert a natural-language question into a SQL query, execute it, and return the results in a table format. Which set of components is required?
Select an answer first

Finished these 5 questions?

Review the revealed explanations, or continue through the curriculum.

Next 5 questions →Back to GENERATIVE-AI-ENGINEER-ASSOCIATE

Free Basic Practice is a study aid with revealable answers — not a scored exam. Examers.io is independent and not affiliated with or endorsed by Databricks. “GENERATIVE-AI-ENGINEER-ASSOCIATE” is a trademark of its owner, used for identification only.