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

1. Who typically defines the system prompt in a testing workflow?

A) CI server automatically without human input
B) End user during normal chat use
C) A tester configuring the assistant
D) Product owner in user stories only

2. You must generate test cases for a new payments rule. The system includes API specifications stored in a vector database and prior tests in a relational database. Which of the following sequences BEST represents the correct order for applying a Retrieval-Augmented Generation (RAG) workflow?
i. Retrieve semantically similar specification chunks from the vector database ii. Feed both retrieved datasets as context for the LLM to generate new test cases iii. Retrieve relevant historical cases from the relational database iv. Submit a focused query describing the new test requirement

A) iii -> iv -> i -> ii
B) iv -> iii -> i -> ii
C) iv -> i -> iii -> ii
D) i -> iv -> iii -> ii

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

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

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

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

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

Solutions: