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ISQI CT-GenAI Exam Syllabus Topics:

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

1. Which statement BEST describes vision-language models (VLMs)?

A) VLMs are a superset of multimodal LLMs.
B) VLMs are unrelated to multimodal LLMs and focus only on UI automation.
C) VLMs are a subset of multimodal LLMs integrating visual and textual information.
D) VLMs process audio and video but not images.

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) Output analysis
B) A/B testing of prompts
C) Iterative prompt modification
D) Integrating user feedback

3. Which statement about data privacy risks in GenAI-assisted testing is INCORRECT?

A) Some GenAI tools may store/process data without explicit consent
B) Strict GDPR compliance eliminates all privacy risk
C) GenAI outputs can accidentally reveal sensitive information present in inputs
D) Using GenAI without regulatory compliance can lead to legal exposure

4. Which setting can reduce variability by narrowing the sampling distribution during inference?

A) Using a larger context window
B) Increasing learning rate
C) Increasing temperature
D) Lowering temperature

5. Which option BEST differentiates the three prompting techniques?

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

Solutions: