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

CT-GenAI exam collection

Exam Code: CT-GenAI

Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0

Updated: Oct 08, 2026

Q & A: 42 Questions and Answers

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ISQI CT-GenAI Exam Syllabus Topics:

SectionObjectives
Prompt Engineering for Testing- Prompt design techniques
  • 1. Prompt chaining and meta prompting
    • 2. Structuring prompts for test case generation
      • 3. Zero-shot, one-shot, few-shot prompting
        Organizational Adoption and Governance- Enterprise GenAI adoption
        • 1. Integration into CI/CD pipelines
          • 2. Policy, ethics, and compliance considerations
            • 3. LLMOps and governance models
              Application of GenAI in Software Testing- Practical use in testing workflows
              • 1. Defect report analysis and summarization
                • 2. Regression suite optimization
                  • 3. Test data generation and augmentation
                    • 4. Test case generation using LLMs
                      Foundations of Generative AI and LLMs- Introduction to Generative AI in Software Testing
                      • 1. Difference between chatbots and LLM-based test tools
                        • 2. LLM basics, tokenization, context window, multimodal models
                          Risk, Quality, and Limitations of GenAI- Risks in GenAI usage
                          • 1. Environmental and energy considerations
                            • 2. Hallucinations and reasoning errors
                              • 3. Bias and fairness issues
                                • 4. Data privacy and security concerns

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

                                  Question #1

                                  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. iv -> i -> iii -> ii
                                  • B. i -> iv -> iii -> ii
                                  • C. iv -> iii -> i -> ii
                                  • D. iii -> iv -> i -> ii
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

                                  Explanation: Only visible for RealVCE members. You can sign-up / login (it's free).

                                  Question #2

                                  Which statement BEST contrasts interaction style and scope?

                                  • A. Chatbots enforce fixed workflows; LLM apps support free-form exploration beneficial for software testing
                                  • B. Both are identical aside from UI theme.
                                  • C. Chatbots enable conversational interactions; LLM apps provide capabilities for defined test tasks.
                                  • D. Chatbots require API integration; LLM apps do not.
                                  Reveal Solution  Discussion  0

                                  Correct Answer: C  🗳️

                                  Explanation: Only visible for RealVCE members. You can sign-up / login (it's free).

                                  Question #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 references to version control systems like Git in the constraints.
                                  • C. Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
                                  • D. Add a step to review the change log for syntax errors before analysis.
                                  Reveal Solution  Discussion  0

                                  Correct Answer: C  🗳️

                                  Explanation: Only visible for RealVCE members. You can sign-up / login (it's free).

                                  Question #4

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

                                  • A. Tokenization
                                  • B. Context Window
                                  • C. Embeddings
                                  • D. Transformer
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

                                  Explanation: Only visible for RealVCE members. You can sign-up / login (it's free).

                                  Question #5

                                  Which setting can reduce variability by narrowing the sampling distribution during inference?

                                  • A. Increasing temperature
                                  • B. Increasing learning rate
                                  • C. Using a larger context window
                                  • D. Lowering temperature
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

                                  Explanation: Only visible for RealVCE members. You can sign-up / login (it's free).

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