Updated: Jun 16, 2026
No. of Questions: 42 Questions & Answers with Testing Engine
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1. What is a hallucination in LLM outputs?
A) A logical mistake in multi-step deduction
B) A systematic preference learned from data
C) Generation of factually incorrect content for the task
D) A transient network failure during inference
2. Which consideration BEST aligns LLM choice with organizational goals in a GenAI testing strategy?
A) Select open-source models prioritizing creativity over compliance or performance consistency
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 LLMs aligned to measurable test outcomes, compatible with current infrastructure
3. You are using an LLM to assist in analyzing test execution trends to predict potential risks. Which of the following improvements would BEST enhance the LLM's ability to predict risks and provide actionable alerts?
A) Add an instruction to calculate statistical variance and highlight tests that deviate by more than 20% from baseline metrics.
B) Expand the output format to include risk predictions with severity levels, recommended actions, and a timeline for team intervention based on trend analysis.
C) Emphasize constraints that focus on deviations that could impact release timelines or quality gates.
D) Specify that the role is a test analyst with expertise in predictive analytics and risk management.
4. A tester uploads crafted images that steer the LLM into validating non-existent acceptance criteria. Which attack vector is this?
A) Data exfiltration
B) Malicious code generation
C) Request manipulation
D) Data poisoning
5. What distinguishes an LLM-powered agent from a basic AI chatbot in test processes?
A) Ability to respond to prompts without explicit user instructions
B) Ability to trigger automated actions beyond conversation
C) Use of a conversational tone and improved response personalization
D) Reliance on predefined templates to generate short, factual answers
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: B |
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