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

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

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

2. 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) Instruction
C) Output format
D) Constraints

3. 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 conditions -> prioritize by risk -> map to requirements to find gaps
B) Prioritize requirements -> generate conditions -> review defects
C) Generate prioritized conditions in one shot -> verify coverage
D) Detect requirement defects -> generate conditions -> prioritize

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

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

5. Which of the following is NOT a valid form of LLM-driven test data generation?

A) Creating production database backups
B) Generating synthetic datasets
C) Creating combinatorial data (e.g., pairwise)
D) Setting boundary values

Solutions: