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

  • Exam Code: CT-GenAI
  • Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
  • Updated: Sep 15, 2026
  • Q & A: 42 Questions and Answers

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ISQI CT-GenAI Exam Syllabus Topics:

SectionObjectives
Topic 1: 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 2: Application of GenAI in Software Testing- Practical use in testing workflows
      • 1. Test case generation using LLMs
        • 2. Defect report analysis and summarization
          • 3. Test data generation and augmentation
            • 4. Regression suite optimization
              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: 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 5: Risk, Quality, and Limitations of GenAI- Risks in GenAI usage
                          • 1. Bias and fairness issues
                            • 2. Hallucinations and reasoning errors
                              • 3. Environmental and energy considerations
                                • 4. Data privacy and security concerns

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

                                  Question #1

                                  Which AI approach requires feature engineering and structured data preparation?

                                  • A. Deep Learning
                                  • B. Symbolic AI
                                  • C. Generative AI
                                  • D. Classical Machine Learning
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

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

                                  Question #2

                                  Who typically defines the system prompt in a testing workflow?

                                  • A. Product owner in user stories only
                                  • B. CI server automatically without human input
                                  • C. End user during normal chat use
                                  • D. A tester configuring the assistant
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

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

                                  Question #3

                                  Which concept refers to breaking text into smaller units for processing by LLMs?

                                  • A. Tokenization
                                  • B. Context Window
                                  • C. Transformer
                                  • D. Embeddings
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

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

                                  Question #4

                                  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. Detect requirement defects -> generate conditions -> prioritize
                                  • C. Generate conditions -> prioritize by risk -> map to requirements to find gaps
                                  • D. Prioritize requirements -> generate conditions -> review defects
                                  Reveal Solution  Discussion  0

                                  Correct Answer: C  🗳️

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

                                  Question #5

                                  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. A/B testing of prompts
                                  • B. Integrating user feedback
                                  • C. Output analysis
                                  • D. Iterative prompt modification
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

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

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