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

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

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


2. What distinguishes an LLM-powered agent from a basic AI chatbot in test processes?

A) Reliance on predefined templates to generate short, factual answers
B) Ability to respond to prompts without explicit user instructions
C) Use of a conversational tone and improved response personalization
D) Ability to trigger automated actions beyond conversation


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

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


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


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

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


Solutions:

Question # 1
Answer: C
Question # 2
Answer: D
Question # 3
Answer: A
Question # 4
Answer: A
Question # 5
Answer: C

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