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

1. A prompt section states: "Web checkout module v3.2; focus on coupon application; existing regression suite IDs T-112-T-150; recent defect ID BUG-431." Which component is this?

A) Input data
B) Constraints
C) Output format
D) Instruction

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

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

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

4. What is a hallucination in LLM outputs?

A) A transient network failure during inference
B) A systematic preference learned from data
C) Generation of factually incorrect content for the task
D) A logical mistake in multi-step deduction

5. An LLM prioritizes tests using likelihood X impact but ranks a trivial tooltip change above a payment failure.
What defect does this MOST LIKELY show?

A) No defect; this is acceptable
B) Reasoning error in risk calculation logic
C) Hallucination
D) Dataset bias toward UI features

Solutions: