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

SectionObjectives
Topic 1: Organizational Adoption and Governance- Enterprise GenAI adoption
  • 1. Integration into CI/CD pipelines
    • 2. Policy, ethics, and compliance considerations
      • 3. LLMOps and governance models
        Topic 2: Risk, Quality, and Limitations of GenAI- Risks in GenAI usage
        • 1. Hallucinations and reasoning errors
          • 2. Bias and fairness issues
            • 3. Environmental and energy considerations
              • 4. Data privacy and security concerns
                Topic 3: 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
                    Topic 4: 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
                          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:

                                  1. 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) Constraints
                                  C) Context
                                  D) Instruction


                                  2. An LLM prioritizes tests using likelihood X impact but ranks a trivial tooltip change above a payment failure.
                                  What defect does this MOST LIKELY show?

                                  A) Reasoning error in risk calculation logic
                                  B) Hallucination
                                  C) No defect; this is acceptable
                                  D) Dataset bias toward UI features


                                  3. The model flags anomalies in logs and also proposes partitions for input validation tests. Which metrics BEST evaluate these two outcomes together?

                                  A) Precision for anomaly identification and recall for coverage of valid/invalid partitions
                                  B) Time efficiency for anomaly detection and accuracy for coverage of valid/invalid partitions
                                  C) Accuracy for anomaly detection and Precision for coverage of valid/invalid partitions
                                  D) Diversity for anomaly identification and precision for partitions


                                  4. What is a hallucination in LLM outputs?

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


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


                                  Solutions:

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

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