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

CT-GenAI real exams

Exam Code: CT-GenAI

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

Updated: Sep 12, 2026

Q & A: 42 Questions and Answers

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ISQI CT-GenAI Exam Syllabus Topics:

SectionObjectives
Topic 1: 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
        Topic 2: Risk, Quality, and Limitations of GenAI- Risks in GenAI usage
        • 1. Environmental and energy considerations
          • 2. Data privacy and security concerns
            • 3. Bias and fairness issues
              • 4. Hallucinations and reasoning errors
                Topic 3: Organizational Adoption and Governance- Enterprise GenAI adoption
                • 1. Integration into CI/CD pipelines
                  • 2. LLMOps and governance models
                    • 3. Policy, ethics, and compliance considerations
                      Topic 4: 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
                          Topic 5: Application of GenAI in Software Testing- Practical use in testing workflows
                          • 1. Regression suite optimization
                            • 2. Defect report analysis and summarization
                              • 3. Test case generation using LLMs
                                • 4. Test data generation and augmentation

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

                                  Question #1

                                  Which technique MOST directly reduces hallucinations by grounding the model in project realities?

                                  • A. Use longer temperature settings
                                  • B. Rely on generic examples only
                                  • C. Randomize prompts each run
                                  • D. Provide detailed context
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

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

                                  Question #2

                                  You are using an LLM to assist in analyzing test execution trends to predict potential risks. Which of the following improvements would BEST enhance the LLM's ability to predict risks and provide actionable alerts?

                                  • A. Specify that the role is a test analyst with expertise in predictive analytics and risk management.
                                  • B. Expand the output format to include risk predictions with severity levels, recommended actions, and a timeline for team intervention based on trend analysis.
                                  • C. Emphasize constraints that focus on deviations that could impact release timelines or quality gates.
                                  • D. Add an instruction to calculate statistical variance and highlight tests that deviate by more than 20% from baseline metrics.
                                  Reveal Solution  Discussion  0

                                  Correct Answer: B  🗳️

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                                  Question #3

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

                                  • A. Creating production database backups
                                  • B. Creating combinatorial data (e.g., pairwise)
                                  • C. Setting boundary values
                                  • D. Generating synthetic datasets
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

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                                  Question #4

                                  What does an embedding represent in an LLM?

                                  • A. Numerical vectors capturing semantic relationships
                                  • B. Logical rules for reasoning
                                  • C. Tokens grouped into context windows
                                  • D. A set of test cases for validation
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

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                                  Question #5

                                  What is a key data-related aspect when defining a GenAI strategy for testing?

                                  • A. Aggregate data from all available organizational repositories without filtration
                                  • B. Use only auto-generated synthetic data to avoid dependency on enterprise repositories
                                  • C. Prioritize accurate and relevant input data secured through defined quality procedures
                                  • D. Neglect legacy data sources as they provide limited immediate relevance to testing tasks
                                  Reveal Solution  Discussion  0

                                  Correct Answer: C  🗳️

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