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  • Exam Code: CT-GenAI
  • Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
  • Updated: Aug 16, 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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  • Exam Code: CT-GenAI
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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. LLM basics, tokenization, context window, multimodal models
    • 2. Difference between chatbots and LLM-based test tools
      Topic 2: 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
              Topic 3: 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 4: Application of GenAI in Software Testing- Practical use in testing workflows
                    • 1. Defect report analysis and summarization
                      • 2. Test data generation and augmentation
                        • 3. Regression suite optimization
                          • 4. Test case generation using LLMs
                            Topic 5: Organizational Adoption and Governance- Enterprise GenAI adoption
                            • 1. Integration into CI/CD pipelines
                              • 2. Policy, ethics, and compliance considerations
                                • 3. LLMOps and governance models

                                  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) Instruction
                                  C) Context
                                  D) Constraints


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

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


                                  3. Which standard specifies requirements for managing AI systems within an organization, supporting consistent GenAI use in testing?

                                  A) NIST AI RMF 1.0
                                  B) ISO/IEC 42001:2023
                                  C) EU AI Act
                                  D) ISO/IEC 23053:2022


                                  4. What does an embedding represent in an LLM?

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


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

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


                                  Solutions:

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

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