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Last Updated: Sep 11, 2026

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ISQI CT-GenAI Exam Syllabus Topics:

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

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

                                  Question #1

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

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

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                                  Question #2

                                  Which statement BEST differentiates an LLM-powered test infrastructure from a traditional chatbot system used in testing?

                                  • A. It focuses primarily on visual dashboards and user navigation features
                                  • B. It produces scripted conversational responses similar to traditional bots
                                  • C. It provides fixed responses from predefined rule sets and scripts
                                  • D. It dynamically generates test insights using contextual information
                                  Answer: D

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

                                  Question #3

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

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

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                                  Question #4

                                  Which factor MOST influences the overall energy consumption of a Generative AI model used in software testing tasks?

                                  • A. The number of tokens processed directly determines the carbon intensity of each query
                                  • B. The location of the data center determines model bias and accuracy levels
                                  • C. The type of cloud platform affects processing speed but not total energy draw
                                  • D. The duration of user sessions primarily affects latency but not power efficiency
                                  Answer: A

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                                  Question #5

                                  A tester uploads crafted images that steer the LLM into validating non-existent acceptance criteria. Which attack vector is this?

                                  • A. Data poisoning
                                  • B. Malicious code generation
                                  • C. Data exfiltration
                                  • D. Request manipulation
                                  Answer: D

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