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

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

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

2. Which concept refers to breaking text into smaller units for processing by LLMs?

A) Embeddings
B) Tokenization
C) Context Window
D) Transformer

3. What defines a prompt pattern in the context of structured GenAI capability building?

A) Treating prompts as access credentials or compliance records rather than functional templates
B) Applying a reusable and structured template that guides GenAI models toward consistent outputs
C) Maintaining static documentation repositories without real-time prompt standardization processes
D) Using ad hoc prompts without reference to previously proven structures or examples

4. Which AI approach requires feature engineering and structured data preparation?

A) Symbolic AI
B) Classical Machine Learning
C) Generative AI
D) Deep Learning

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: