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

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 LLMs aligned to measurable test outcomes, compatible with current infrastructure
C) Select open-source models prioritizing creativity over compliance or performance consistency
D) Select models with maximum vendor visibility and strong online presence to ensure reliability

2. Which option BEST differentiates the three prompting techniques?

A) Meta = step decomposition; Chaining = zero-shot only; Few-shot = manual optimization
B) Chaining = give examples; Few-shot = break tasks; Meta = manual edits only
C) Few-shot = no examples; Chaining = single prompt; Meta = disable iteration
D) Few-shot = examples; Chaining = multi-step prompts; Meta = model helps draft/refine prompts

3. A tester uploads crafted images that steer the LLM into validating non-existent acceptance criteria. Which attack vector is this?

A) Data poisoning
B) Request manipulation
C) Data exfiltration
D) Malicious code generation

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

5. An attacker sends extremely long prompts to overflow context so the model leaks snippets from its training data. Which attack vector is this?

A) Data poisoning
B) Request manipulation
C) Data exfiltration
D) Malicious code generation

Solutions: