ISQI CT-GenAI Q&A - in .pdf

  • CT-GenAI pdf
  • Exam Code: CT-GenAI
  • Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
  • Updated: Aug 21, 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
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  • Updated: Aug 21, 2026
  • Q & A: 42 Questions and Answers
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ISQI CT-GenAI Q&A - Testing Engine

  • CT-GenAI Testing Engine
  • Exam Code: CT-GenAI
  • Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
  • Updated: Aug 21, 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. Structuring prompts for test case generation
    • 2. Prompt chaining and meta prompting
      • 3. Zero-shot, one-shot, few-shot prompting
        Application of GenAI in Software Testing- Practical use in testing workflows
        • 1. Test data generation and augmentation
          • 2. Defect report analysis and summarization
            • 3. Test case generation using LLMs
              • 4. Regression suite optimization
                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. Data privacy and security concerns
                      • 2. Hallucinations and reasoning errors
                        • 3. Environmental and energy considerations
                          • 4. Bias and fairness issues
                            Organizational Adoption and Governance- Enterprise GenAI adoption
                            • 1. LLMOps and governance models
                              • 2. Policy, ethics, and compliance considerations
                                • 3. Integration into CI/CD pipelines

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

                                  1. You must use GenAI to perform test analysis on a payments module with finalized requirements: (1) generate test conditions, (2) prioritize by risk, (3) check coverage gaps. Which sequence best applies prompt chaining?

                                  A) Generate prioritized conditions in one shot -> verify coverage
                                  B) Generate conditions -> prioritize by risk -> map to requirements to find gaps
                                  C) Detect requirement defects -> generate conditions -> prioritize
                                  D) Prioritize requirements -> generate conditions -> review defects


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

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


                                  3. Which statement about data privacy risks in GenAI-assisted testing is INCORRECT?

                                  A) GenAI outputs can accidentally reveal sensitive information present in inputs
                                  B) Some GenAI tools may store/process data without explicit consent
                                  C) Using GenAI without regulatory compliance can lead to legal exposure
                                  D) Strict GDPR compliance eliminates all privacy risk


                                  4. A team notices vague, inconsistent LLM outputs for the same story for two different prompts. Which technique BEST helps choose the stronger wording among two prompt versions using predefined metrics?

                                  A) Integrating user feedback
                                  B) Output analysis
                                  C) Iterative prompt modification
                                  D) A/B testing of prompts


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

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


                                  Solutions:

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

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