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

19questions here
4free pages
4concepts

Questions 16–19

  1. 16foundation · easy

    A chain needs to convert the model's raw text output into a JSON object for downstream processing. Which component should be used?

    Select an answer first
  2. 17application · medium

    A support team is building a chain that extracts invoice numbers, due dates, and amounts from unstructured email text. The downstream billing system requires a JSON object with exactly these three fields. The team has selected a retriever to pull relevant emails and a prompt that instructs the model to return the extracted data. What additional component is required to ensure the billing system receives the data in the correct format?

    Select an answer first
  3. 18foundation · easy

    A chain must retrieve documents, format them into a prompt, call the model, and parse the output. What is the correct order of these components?

    Select an answer first
  4. 19expert · hard

    A developer is building a chain that first retrieves relevant documents, then generates an answer, and finally cites the sources used. The citation step requires the retrieved documents and the generated answer. The team wants to minimize the number of model calls. Which orchestration is most efficient?

    Select an answer first
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