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CT-GenAI pdf
  • Exam Code: CT-GenAI
  • Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
  • Updated: Aug 29, 2026
  • Q & A: 42 Questions and Answers
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  • Exam Code: CT-GenAI
  • Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
  • Updated: Aug 29, 2026
  • Q & A: 42 Questions and Answers
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  • Exam Code: CT-GenAI
  • Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
  • Updated: Aug 29, 2026
  • Q & A: 42 Questions and Answers
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ISQI CT-GenAI Exam Syllabus Topics:

SectionObjectives
Organizational Adoption and Governance- Enterprise GenAI adoption
  • 1. Integration into CI/CD pipelines
    • 2. LLMOps and governance models
      • 3. Policy, ethics, and compliance considerations
        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. Defect report analysis and summarization
                  • 2. Regression suite optimization
                    • 3. Test case generation using LLMs
                      • 4. Test data generation and augmentation
                        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
                              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

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

                                  Question 1

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

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


                                  Question 2

                                  A prompt begins: "You are a senior test manager responsible for risk-based test planning on a payments platform." Which component is this?

                                  A. Role
                                  B. Instruction
                                  C. Constraints
                                  D. Context


                                  Question 3

                                  What is a hallucination in LLM outputs?

                                  A. A logical mistake in multi-step deduction
                                  B. Generation of factually incorrect content for the task
                                  C. A transient network failure during inference
                                  D. A systematic preference learned from data


                                  Question 4

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

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


                                  Question 5

                                  Your team needs to generate 500 API test cases for a REST API with 50 endpoints. You have documented 10 exemplar test cases that follow your organization's standard format. You want the LLM to generate test cases following the pattern demonstrated in your examples. Which of the following prompting techniques is BEST suited to achieve your goal in this scenario?

                                  A. Meta prompting
                                  B. Zero-shot prompting
                                  C. Few-shot prompting
                                  D. Prompt chaining


                                  Solutions:

                                  Question 1
                                  Answer: C
                                  Question 2
                                  Answer: A
                                  Question 3
                                  Answer: B
                                  Question 4
                                  Answer: B
                                  Question 5
                                  Answer: C

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