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ISQI CT-GenAI Exam Syllabus Topics:

SectionObjectives
Topic 1: Application of GenAI in Software Testing- Practical use in testing workflows
  • 1. Regression suite optimization
    • 2. Test case generation using LLMs
      • 3. Test data generation and augmentation
        • 4. Defect report analysis and summarization
          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: Prompt Engineering for Testing- Prompt design techniques
                  • 1. Zero-shot, one-shot, few-shot prompting
                    • 2. Prompt chaining and meta prompting
                      • 3. Structuring prompts for test case generation
                        Topic 4: 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 5: 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

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

                                  Who typically defines the system prompt in a testing workflow?

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

                                  Correct Answer: C  🗳️

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                                  Which statement BEST contrasts interaction style and scope?

                                  • A. Both are identical aside from UI theme.
                                  • B. Chatbots enforce fixed workflows; LLM apps support free-form exploration beneficial for software testing
                                  • C. Chatbots require API integration; LLM apps do not.
                                  • D. Chatbots enable conversational interactions; LLM apps provide capabilities for defined test tasks.
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

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                                  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. Failure to update system documentation within the test process
                                  • C. Automated compliance validation during AI tool deployment
                                  • D. Difficulty in aligning project milestones with business outcomes
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

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

                                  • A. Using ad hoc prompts without reference to previously proven structures or examples
                                  • B. Treating prompts as access credentials or compliance records rather than functional templates
                                  • C. Applying a reusable and structured template that guides GenAI models toward consistent outputs
                                  • D. Maintaining static documentation repositories without real-time prompt standardization processes
                                  Reveal Solution  Discussion  0

                                  Correct Answer: C  🗳️

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

                                  • A. Use only auto-generated synthetic data to avoid dependency on enterprise repositories
                                  • B. Aggregate data from all available organizational repositories without filtration
                                  • 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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