Databricks Certified Generative AI Engineer Associate Questions and Answers
200 questions organized by topic with detailed explanations
Databricks
GAIEA
200 questions
6 topics
Updated May 2026Design Applications
28 questions9 easy11 medium8 hard~14% of exam
Data Preparation
28 questions8 easy12 medium8 hard~14% of exam
An engineering team has already pre-computed text embeddings using a proprietary internal model and stored the embedding...In a RAG pipeline, what is the role of an embedding model?A team indexing long legal contracts finds that the RAG system retrieves chunks containing the right section topic but m...
Application Development
60 questions15 easy29 medium16 hard~30% of exam
When using MLflow's code-based logging (Models from Code) for an AI agent, what is the purpose of calling `mlflow.models...After logging an AI agent with `mlflow.langchain.log_model()`, what code registers it in Unity Catalog before deployment...A team configures an Anthropic Claude external model endpoint and wants to store the Anthropic API key securely using Da...
Assembling and Deploying Apps
44 questions12 easy21 medium11 hard~22% of exam
Governance
16 questions5 easy7 medium4 hard~8% of exam
A team registers an AI agent to Unity Catalog and deploys it to a Model Serving endpoint. The agent queries a Vector Sea...How does Unity Catalog contribute to the governance of AI models and agents on Databricks?A Databricks admin wants to allow data scientists to query a specific Vector Search endpoint but not create new endpoint...
Evaluation and Monitoring
24 questions5 easy15 medium4 hard~12% of exam
An ML team is building an evaluation set for their RAG customer support agent. Which optional fields in the evaluation s...A team wants domain experts to review and provide quality feedback on an AI agent's responses before deploying to produc...In Mosaic AI Agent Evaluation, which quality dimension does the "groundedness" LLM judge evaluate?
All Questions
| # | Question | Topic | Difficulty |
|---|---|---|---|
| 1 | What is the Databricks AI Playground used for? | Assembling and Deploying Apps | easy |
| 2 | When using MLflow's code-based logging (Models from Code) for an AI agent, what is the purpose of ca... | Application Development | easy |
| 3 | A customer support chatbot consistently hallucinates product specifications. The team maintains a we... | Design Applications | hard |
| 4 | After logging an AI agent with `mlflow.langchain.log_model()`, what code registers it in Unity Catal... | Application Development | medium |
| 5 | A team configures an Anthropic Claude external model endpoint and wants to store the Anthropic API k... | Application Development | medium |
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