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DatabricksCertified Generative AI Engineer Associate

Domain 1Objective 1

Design a Prompt That Elicits a Specifically Formatted Response GENERATIVE-AI-ENGINEER-ASSOCIATE Practice Questions (Page 1)

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

20questions here
4free pages
6concepts

Questions 1–5

  1. 1expert · hard

    A team is building a prompt to classify support tickets into categories: 'hardware', 'software', 'network', or 'other'. The downstream system only accepts these exact lowercase strings. The team's current prompt is: 'Classify the ticket into one of these categories: hardware, software, network, other.' The model sometimes returns 'Hardware' or 'Network Issue'. The team has tried adding 'Use lowercase' to the prompt, but the issue persists. What is the most effective way to enforce the exact enumeration?

    Select an answer first
  2. 2foundation · easy

    A user asks: 'Summarize this article in three bullet points.' Which prompt role is this?

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  3. 3application · medium

    A team is writing a prompt to extract the 'name' and 'email' from a business card. The current prompt is: 'Extract the name and email from this business card.' The model sometimes returns the name as 'John A. Smith' and sometimes as 'Smith, John A.', and the email sometimes includes 'mailto:' prefix. The downstream system requires the name in 'First Last' format and the email without any prefix. Which prompt is the most unambiguous?

    Select an answer first
  4. 4application · medium

    A company is deploying a model that generates SQL queries from natural language. The system prompt currently contains the formatting rule: 'Always return the SQL query without any additional text.' A user asks: 'Can you also explain the query?' The model responds with an explanation followed by the SQL. What is the most likely reason for this behavior, and what is the best fix?

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  5. 5foundation · easy

    Which prompt instruction is the most unambiguous for requesting a list of items?

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