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ISQI CT-GenAI Exam Syllabus Topics:

SectionObjectives
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. Bias and fairness issues
          • 3. Environmental and energy considerations
            • 4. Hallucinations and reasoning errors
              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
                    Organizational Adoption and Governance- Enterprise GenAI adoption
                    • 1. Integration into CI/CD pipelines
                      • 2. Policy, ethics, and compliance considerations
                        • 3. LLMOps and governance models
                          Application of GenAI in Software Testing- Practical use in testing workflows
                          • 1. Defect report analysis and summarization
                            • 2. Test data generation and augmentation
                              • 3. Test case generation using LLMs
                                • 4. Regression suite optimization

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

                                  1. Which of the following is NOT a valid form of LLM-driven test data generation?

                                  A) Setting boundary values
                                  B) Creating combinatorial data (e.g., pairwise)
                                  C) Creating production database backups
                                  D) Generating synthetic datasets


                                  2. Which AI approach requires feature engineering and structured data preparation?

                                  A) Deep Learning
                                  B) Generative AI
                                  C) Symbolic AI
                                  D) Classical Machine Learning


                                  3. How do tester responsibilities MOSTLY evolve when integrating GenAI into test processes?

                                  A) Shifting from test execution toward reviewing, refining, and validating AI-generated testware
                                  B) Replacing existing test coverage validation with automated summary reports generated by AI
                                  C) Transitioning from manual execution to complete automation with no human oversight
                                  D) Moving from black-box exploratory testing toward exclusively performing code-based white-box checks


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

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


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

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


                                  Solutions:

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

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