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

2. What BEST protects sensitive test data at rest and in transit?

A) Use public file shares with read-only links
B) Enforce role-based access controls
C) Rely on obfuscation instead of encryption
D) Disable TLS and rely on VPN only

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

4. What distinguishes an LLM-powered agent from a basic AI chatbot in test processes?

A) Ability to respond to prompts without explicit user instructions
B) Reliance on predefined templates to generate short, factual answers
C) Ability to trigger automated actions beyond conversation
D) Use of a conversational tone and improved response personalization

5. 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) Generate conditions -> prioritize by risk -> map to requirements to find gaps
C) Detect requirement defects -> generate conditions -> prioritize
D) Prioritize requirements -> generate conditions -> review defects

Solutions: