ISQI CT-GenAI Value Pack (Frequently Bought Together)

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.

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

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

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

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