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

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

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

3. A prompt begins: "You are a senior test manager responsible for risk-based test planning on a payments platform." Which component is this?

A) Instruction
B) Constraints
C) Role
D) Context

4. How do tester responsibilities MOSTLY evolve when integrating GenAI into test processes?

A) Replacing existing test coverage validation with automated summary reports generated by AI
B) Moving from black-box exploratory testing toward exclusively performing code-based white-box checks
C) Transitioning from manual execution to complete automation with no human oversight
D) Shifting from test execution toward reviewing, refining, and validating AI-generated testware

5. Your team needs to generate 500 API test cases for a REST API with 50 endpoints. You have documented 10 exemplar test cases that follow your organization's standard format. You want the LLM to generate test cases following the pattern demonstrated in your examples. Which of the following prompting techniques is BEST suited to achieve your goal in this scenario?

A) Prompt chaining
B) Few-shot prompting
C) Zero-shot prompting
D) Meta prompting

Solutions: