Updated: Jul 06, 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 broad-coverage models offering diverse functionalities for various test scenarios
B) Select open-source models prioritizing creativity over compliance or performance consistency
C) Select LLMs aligned to measurable test outcomes, compatible with current infrastructure
D) Select models with maximum vendor visibility and strong online presence to ensure reliability
2. A team notices vague, inconsistent LLM outputs for the same story for two different prompts. Which technique BEST helps choose the stronger wording among two prompt versions using predefined metrics?
A) Iterative prompt modification
B) Integrating user feedback
C) Output analysis
D) A/B testing of prompts
3. Which statement about fine-tuning for test tasks is INCORRECT?
A) It adapts a pre-trained model to a domain using task-specific data
B) It can be applied to smaller SLMs to improve task performance with lower compute
C) It enhances relevance to organizational terminology and formats
D) It replaces the model's general knowledge entirely and prevents overfitting
4. How do tester responsibilities MOSTLY evolve when integrating GenAI into test processes?
A) Replacing existing test coverage validation with automated summary reports generated by AI
B) Moving from black-box exploratory testing toward exclusively performing code-based white-box checks
C) Shifting from test execution toward reviewing, refining, and validating AI-generated testware
D) Transitioning from manual execution to complete automation with no human oversight
5. 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) Dataset bias toward UI features
B) Reasoning error in risk calculation logic
C) No defect; this is acceptable
D) Hallucination
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: D | Question # 3 Answer: D | Question # 4 Answer: C | Question # 5 Answer: B |
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