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

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 broad-coverage models offering diverse functionalities for various test scenarios
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

3. What is a primary compliance concern related to Shadow AI in organizational test environments?

A) Violation of established data handling and regulatory compliance standards
B) Automated compliance validation during AI tool deployment
C) Failure to update system documentation within the test process
D) Difficulty in aligning project milestones with business outcomes

4. 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) ii, iii, iv
C) i, ii, iii (Duplicate entry in original source)
D) i, ii, iii

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

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

Solutions: