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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) Creating production database backups
B) Generating synthetic datasets
C) Creating combinatorial data (e.g., pairwise)
D) Setting boundary values
2. Which statement BEST differentiates an LLM-powered test infrastructure from a traditional chatbot system used in testing?
A) It dynamically generates test insights using contextual information
B) It provides fixed responses from predefined rule sets and scripts
C) It focuses primarily on visual dashboards and user navigation features
D) It produces scripted conversational responses similar to traditional bots
3. What is a primary compliance concern related to Shadow AI in organizational test environments?
A) Violation of established data handling and regulatory compliance standards
B) Automated compliance validation during AI tool deployment
C) Difficulty in aligning project milestones with business outcomes
D) Failure to update system documentation within the test process
4. 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) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
B) Specify that the role is a test architect specializing in CI/CD pipelines.
C) Add a step to review the change log for syntax errors before analysis.
D) Include references to version control systems like Git in the constraints.
5. What does an embedding represent in an LLM?
A) Tokens grouped into context windows
B) A set of test cases for validation
C) Logical rules for reasoning
D) Numerical vectors capturing semantic relationships
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: A | Question # 5 Answer: D |



