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ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:

1. In the context of software testing, which statements (i-v) about foundation, instruction-tuned, and reasoning LLMs are CORRECT?
i. Foundation LLMs are best suited for broad exploratory ideation when test requirements are underspecified.
ii. Instruction-tuned LLMs are strongest at adhering to fixed test case formats (e.g., Gherkin) from clear prompts.
iii. Reasoning LLMs are strongest at multi-step root-cause analysis across logs, defects, and requirements.
iv. Foundation LLMs are optimal for strict policy compliance and template conformance.
v. Instruction-tuned LLMs can follow stepwise reasoning without any additional training or prompting.

A) i, iii, v
B) i, ii, iii
C) ii, iii, iv
D) i, ii, iii (Duplicate entry in original source)

2. 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

3. You must use GenAI to perform test analysis on a payments module with finalized requirements: (1) generate test conditions, (2) prioritize by risk, (3) check coverage gaps. Which sequence best applies prompt chaining?

A) Detect requirement defects -> generate conditions -> prioritize
B) Generate prioritized conditions in one shot -> verify coverage
C) Prioritize requirements -> generate conditions -> review defects
D) Generate conditions -> prioritize by risk -> map to requirements to find gaps

4. Which technique MOST directly reduces hallucinations by grounding the model in project realities?

A) Provide detailed context
B) Randomize prompts each run
C) Use longer temperature settings
D) Rely on generic examples only

5. What are the three key phases in adopting GenAI in a test organization?

A) Prototype; pilot; decommission
B) Planning; execution; sign-off
C) Discovery; initiation and usage definition; utilization and iteration
D) Training; certification; outsourcing

Solutions: