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ISQI CT-GenAI

CT-GenAI

Exam Code: CT-GenAI

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

Updated: Aug 18, 2026

Q&A Number: 42 Q&As

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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. Structuring prompts for test case generation
      • 3. Prompt chaining and meta prompting
        Application of GenAI in Software Testing- Practical use in testing workflows
        • 1. Test data generation and augmentation
          • 2. Regression suite optimization
            • 3. Defect report analysis and summarization
              • 4. Test case generation using LLMs
                Risk, Quality, and Limitations of GenAI- Risks in GenAI usage
                • 1. Hallucinations and reasoning errors
                  • 2. Environmental and energy considerations
                    • 3. Bias and fairness issues
                      • 4. Data privacy and security concerns
                        Organizational Adoption and Governance- Enterprise GenAI adoption
                        • 1. Integration into CI/CD pipelines
                          • 2. LLMOps and governance models
                            • 3. Policy, ethics, and compliance considerations
                              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:

                                  1. What is a primary compliance concern related to Shadow AI in organizational test environments?

                                  A) Automated compliance validation during AI tool deployment
                                  B) Failure to update system documentation within the test process
                                  C) Difficulty in aligning project milestones with business outcomes
                                  D) Violation of established data handling and regulatory compliance standards


                                  2. 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


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

                                  A) Increasing temperature
                                  B) Lowering temperature
                                  C) Using a larger context window
                                  D) Increasing learning rate


                                  4. What does an embedding represent in an LLM?

                                  A) Logical rules for reasoning
                                  B) A set of test cases for validation
                                  C) Tokens grouped into context windows
                                  D) Numerical vectors capturing semantic relationships


                                  5. Which statement BEST describes vision-language models (VLMs)?

                                  A) VLMs process audio and video but not images.
                                  B) VLMs are a subset of multimodal LLMs integrating visual and textual information.
                                  C) VLMs are unrelated to multimodal LLMs and focus only on UI automation.
                                  D) VLMs are a superset of multimodal LLMs.


                                  Solutions:

                                  Question # 1
                                  Answer: D
                                  Question # 2
                                  Answer: B
                                  Question # 3
                                  Answer: B
                                  Question # 4
                                  Answer: D
                                  Question # 5
                                  Answer: B

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