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

CT-GenAI Exam Simulator
  • Exam Code: CT-GenAI
  • Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
  • Updated: Oct 26, 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. Zero-shot, one-shot, few-shot prompting
    • 2. Prompt chaining and meta prompting
      • 3. Structuring prompts for test case generation
        Organizational Adoption and Governance- Enterprise GenAI adoption
        • 1. Policy, ethics, and compliance considerations
          • 2. Integration into CI/CD pipelines
            • 3. LLMOps and governance models
              Foundations of Generative AI and LLMs- Introduction to Generative AI in Software Testing
              • 1. LLM basics, tokenization, context window, multimodal models
                • 2. Difference between chatbots and LLM-based test tools
                  Risk, Quality, and Limitations of GenAI- Risks in GenAI usage
                  • 1. Hallucinations and reasoning errors
                    • 2. Bias and fairness issues
                      • 3. Data privacy and security concerns
                        • 4. Environmental and energy considerations
                          Application of GenAI in Software Testing- Practical use in testing workflows
                          • 1. Test data generation and augmentation
                            • 2. Defect report analysis and summarization
                              • 3. Regression suite optimization
                                • 4. Test case generation using LLMs

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

                                  Question #1

                                  When an organization uses an AI chatbot for testing, what is the PRIMARY LLMOps concern?

                                  • A. Maintaining data privacy and minimizing security risks from external services
                                  • B. Maximizing scalability by deploying larger cloud-based LLM clusters
                                  • C. Achieving faster responses by reducing model checkpoints and updates
                                  • D. Focusing primarily on user experience improvements and response formatting
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

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

                                  Question #2

                                  What defines a prompt pattern in the context of structured GenAI capability building?

                                  • A. Treating prompts as access credentials or compliance records rather than functional templates
                                  • B. Applying a reusable and structured template that guides GenAI models toward consistent outputs
                                  • C. Maintaining static documentation repositories without real-time prompt standardization processes
                                  • D. Using ad hoc prompts without reference to previously proven structures or examples
                                  Reveal Solution  Discussion  0

                                  Correct Answer: B  🗳️

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

                                  Question #3

                                  Which statement BEST contrasts interaction style and scope?

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

                                  Correct Answer: D  🗳️

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

                                  Question #4

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

                                  Correct Answer: A  🗳️

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

                                  Question #5

                                  How do tester responsibilities MOSTLY evolve when integrating GenAI into test processes?

                                  • A. Shifting from test execution toward reviewing, refining, and validating AI-generated testware
                                  • B. Moving from black-box exploratory testing toward exclusively performing code-based white-box checks
                                  • C. Replacing existing test coverage validation with automated summary reports generated by AI
                                  • D. Transitioning from manual execution to complete automation with no human oversight
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

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

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