Updated: Jul 11, 2026
No. of Questions: 42 Questions & Answers with Testing Engine
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1. Which consideration BEST aligns LLM choice with organizational goals in a GenAI testing strategy?
A) Select LLMs aligned to measurable test outcomes, compatible with current infrastructure
B) Select models with maximum vendor visibility and strong online presence to ensure reliability
C) Select broad-coverage models offering diverse functionalities for various test scenarios
D) Select open-source models prioritizing creativity over compliance or performance consistency
2. An LLM prioritizes tests using likelihood X impact but ranks a trivial tooltip change above a payment failure.
What defect does this MOST LIKELY show?
A) No defect; this is acceptable
B) Reasoning error in risk calculation logic
C) Hallucination
D) Dataset bias toward UI features
3. An attacker sends extremely long prompts to overflow context so the model leaks snippets from its training data. Which attack vector is this?
A) Request manipulation
B) Malicious code generation
C) Data exfiltration
D) Data poisoning
4. You must generate test cases for a new payments rule. The system includes API specifications stored in a vector database and prior tests in a relational database. Which of the following sequences BEST represents the correct order for applying a Retrieval-Augmented Generation (RAG) workflow?
i. Retrieve semantically similar specification chunks from the vector database ii. Feed both retrieved datasets as context for the LLM to generate new test cases iii. Retrieve relevant historical cases from the relational database iv. Submit a focused query describing the new test requirement
A) iv -> iii -> i -> ii
B) iv -> i -> iii -> ii
C) iii -> iv -> i -> ii
D) i -> iv -> iii -> ii
5. You are tasked with applying structured prompting to perform impact analysis on recent code changes. Which of the following improvements would BEST align the prompt with structured prompt engineering best practices for comprehensive impact analysis?
A) Add a step to review the change log for syntax errors before analysis.
B) Specify that the role is a test architect specializing in CI/CD pipelines.
C) Include references to version control systems like Git in the constraints.
D) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B | Question # 3 Answer: C | Question # 4 Answer: B | Question # 5 Answer: D |
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