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

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

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

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

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

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

4. What is a hallucination in LLM outputs?

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

5. Which factor MOST influences the overall energy consumption of a Generative AI model used in software testing tasks?

A) The number of tokens processed directly determines the carbon intensity of each query
B) The type of cloud platform affects processing speed but not total energy draw
C) The location of the data center determines model bias and accuracy levels
D) The duration of user sessions primarily affects latency but not power efficiency

Solutions: