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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. LLM basics, tokenization, context window, multimodal models
    • 2. Difference between chatbots and LLM-based test tools
      Risk, Quality, and Limitations of GenAI- Risks in GenAI usage
      • 1. Data privacy and security concerns
        • 2. Hallucinations and reasoning errors
          • 3. Environmental and energy considerations
            • 4. Bias and fairness issues
              Prompt Engineering for Testing- Prompt design techniques
              • 1. Prompt chaining and meta prompting
                • 2. Zero-shot, one-shot, few-shot prompting
                  • 3. Structuring prompts for test case generation
                    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. Regression suite optimization
                            • 2. Test case generation using LLMs
                              • 3. Test data generation and augmentation
                                • 4. Defect report analysis and summarization

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

                                  Question #1

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

                                  • A. Creating production database backups
                                  • B. Setting boundary values
                                  • C. Generating synthetic datasets
                                  • D. Creating combinatorial data (e.g., pairwise)
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

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

                                  Question #2

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

                                  • A. GenAI outputs can accidentally reveal sensitive information present in inputs
                                  • B. Some GenAI tools may store/process data without explicit consent
                                  • C. Strict GDPR compliance eliminates all privacy risk
                                  • D. Using GenAI without regulatory compliance can lead to legal exposure
                                  Reveal Solution  Discussion  0

                                  Correct Answer: C  🗳️

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

                                  Question #3

                                  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. Precision for anomaly identification and recall for coverage of valid/invalid partitions
                                  • C. Accuracy for anomaly detection and Precision for coverage of valid/invalid partitions
                                  • D. Time efficiency for anomaly detection and accuracy for coverage of valid/invalid partitions
                                  Reveal Solution  Discussion  0

                                  Correct Answer: B  🗳️

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

                                  Question #4

                                  You are using an LLM to assist in analyzing test execution trends to predict potential risks. Which of the following improvements would BEST enhance the LLM's ability to predict risks and provide actionable alerts?

                                  • A. Specify that the role is a test analyst with expertise in predictive analytics and risk management.
                                  • B. Expand the output format to include risk predictions with severity levels, recommended actions, and a timeline for team intervention based on trend analysis.
                                  • C. Emphasize constraints that focus on deviations that could impact release timelines or quality gates.
                                  • D. Add an instruction to calculate statistical variance and highlight tests that deviate by more than 20% from baseline metrics.
                                  Reveal Solution  Discussion  0

                                  Correct Answer: B  🗳️

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

                                  Question #5

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

                                  • A. EU AI Act
                                  • B. ISO/IEC 42001:2023
                                  • C. ISO/IEC 23053:2022
                                  • D. NIST AI RMF 1.0
                                  Reveal Solution  Discussion  0

                                  Correct Answer: B  🗳️

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

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