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

1. What are the three key phases in adopting GenAI in a test organization?

A) Prototype; pilot; decommission
B) Discovery; initiation and usage definition; utilization and iteration
C) Training; certification; outsourcing
D) Planning; execution; sign-off

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

3. You are tasked with applying structured prompting to perform impact analysis on recent code changes. Which of the following improvements would BEST align the prompt with structured prompt engineering best practices for comprehensive impact analysis?

A) Specify that the role is a test architect specializing in CI/CD pipelines.
B) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
C) Include references to version control systems like Git in the constraints.
D) Add a step to review the change log for syntax errors before analysis.

4. 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) Generate prioritized conditions in one shot -> verify coverage
C) Detect requirement defects -> generate conditions -> prioritize
D) Prioritize requirements -> generate conditions -> review defects

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

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

Solutions: