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

CT-GenAI

Exam Code: CT-GenAI

Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0

Updated: Aug 17, 2026

Q & A: 42 Questions and Answers

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ISQI CT-GenAI Exam Syllabus Topics:

SectionObjectives
Topic 1: Risk, Quality, and Limitations of GenAI- Risks in GenAI usage
  • 1. Data privacy and security concerns
    • 2. Bias and fairness issues
      • 3. Hallucinations and reasoning errors
        • 4. Environmental and energy considerations
          Topic 2: 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
                Topic 3: 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 4: Application of GenAI in Software Testing- Practical use in testing workflows
                    • 1. Test case generation using LLMs
                      • 2. Defect report analysis and summarization
                        • 3. Test data generation and augmentation
                          • 4. Regression suite optimization
                            Topic 5: Organizational Adoption and Governance- Enterprise GenAI adoption
                            • 1. Policy, ethics, and compliance considerations
                              • 2. LLMOps and governance models
                                • 3. Integration into CI/CD pipelines

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

                                  1. What does an embedding represent in an LLM?

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


                                  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) Using GenAI without regulatory compliance can lead to legal exposure
                                  C) Strict GDPR compliance eliminates all privacy risk
                                  D) Some GenAI tools may store/process data without explicit consent


                                  3. Which consideration BEST aligns LLM choice with organizational goals in a GenAI testing strategy?

                                  A) Select models with maximum vendor visibility and strong online presence to ensure reliability
                                  B) Select open-source models prioritizing creativity over compliance or performance consistency
                                  C) Select broad-coverage models offering diverse functionalities for various test scenarios
                                  D) Select LLMs aligned to measurable test outcomes, compatible with current infrastructure


                                  4. Which statement BEST describes vision-language models (VLMs)?

                                  A) VLMs are a superset of multimodal LLMs.
                                  B) VLMs process audio and video but not images.
                                  C) VLMs are a subset of multimodal LLMs integrating visual and textual information.
                                  D) VLMs are unrelated to multimodal LLMs and focus only on UI automation.


                                  5. A prompt begins: "You are a senior test manager responsible for risk-based test planning on a payments platform." Which component is this?

                                  A) Constraints
                                  B) Instruction
                                  C) Role
                                  D) Context


                                  Solutions:

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

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