Free Databricks-Generative-AI-Engineer-Associate Questions for Databricks Certified Generative AI Engineer Associate Databricks-Generative-AI-Engineer-Associate Exam as PDF & Practice Test Engine

  • Exam Code/Number: Databricks-Generative-AI-Engineer-Associate
  • Exam Name/Title: Databricks Certified Generative AI Engineer Associate
  • Certification Provider: Databricks
  • Corresponding Certification: Generative AI Engineer
  • Exam Questions: 75
  • Updated On: Aug 19, 2026
A Generative AI Engineer is creating an agent-based LLM system for their favorite monster truck team. The system can answer text based questions about the monster truck team, lookup event dates via an API call, or query tables on the team's latest standings.
How could the Generative AI Engineer best design these capabilities into their system?
Correct Answer: C Vote an answer
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A small and cost-conscious startup in the cancer research field wants to build a RAG application using Foundation Model APIs.
Which strategy would allow the startup to build a good-quality RAG application while being cost-conscious and able to cater to customer needs?
Correct Answer: B Vote an answer
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A Generative Al Engineer is tasked with improving the RAG quality by addressing its inflammatory outputs.
Which action would be most effective in mitigating the problem of offensive text outputs?
Correct Answer: B Vote an answer
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Which TWO chain components are required for building a basic LLM-enabled chat application that includes conversational capabilities, knowledge retrieval, and contextual memory?
Correct Answer: D,E Vote an answer
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A Generative AI Engineer is creating an LLM-powered application that will need access to up-to-date news articles and stock prices.
The design requires the use of stock prices which are stored in Delta tables and finding the latest relevant news articles by searching the internet.
How should the Generative AI Engineer architect their LLM system?
Correct Answer: D Vote an answer
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A Generative Al Engineer interfaces with an LLM with prompt/response behavior that has been trained on customer calls inquiring about product availability. The LLM is designed to output "In Stock" if the product is available or only the term "Out of Stock" if not.
Which prompt will work to allow the engineer to respond to call classification labels correctly?
Correct Answer: A Vote an answer
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What is an effective method to preprocess prompts using custom code before sending them to an LLM?
Correct Answer: B Vote an answer
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A generative AI engineer is deploying an AI agent authored with MLflow's ChatAgent interface for a retail company's customer support system on Databricks. The agent must handle thousands of inquiries daily, and the engineer needs to track its performance and quality in real-time to ensure it meets service-level agreements. Which metrics are automatically captured by default and made available for monitoring when the agent is deployed using the Mosaic AI Agent Framework?
Correct Answer: C Vote an answer
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