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ISQI CT-GenAI

CT-GenAI

Exam Code: CT-GenAI

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

Updated: Oct 08, 2026

Q & A: 42 Questions and Answers

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ISQI CT-GenAI Exam Syllabus Topics:

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

                                  Question #1
                                  What are the three key phases in adopting GenAI in a test organization?

                                  A. Training; certification; outsourcing
                                  B. Discovery; initiation and usage definition; utilization and iteration
                                  C. Prototype; pilot; decommission
                                  D. Planning; execution; sign-off


                                  Question #2
                                  Which concept refers to breaking text into smaller units for processing by LLMs?

                                  A. Tokenization
                                  B. Context Window
                                  C. Transformer
                                  D. Embeddings


                                  Question #3
                                  A tester uploads crafted images that steer the LLM into validating non-existent acceptance criteria. Which attack vector is this?

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


                                  Question #4
                                  A team notices vague, inconsistent LLM outputs for the same story for two different prompts. Which technique BEST helps choose the stronger wording among two prompt versions using predefined metrics?

                                  A. Iterative prompt modification
                                  B. Output analysis
                                  C. Integrating user feedback
                                  D. A/B testing of prompts


                                  Question #5
                                  Which option BEST differentiates the three prompting techniques?

                                  A. Few-shot = examples; Chaining = multi-step prompts; Meta = model helps draft/refine prompts
                                  B. Chaining = give examples; Few-shot = break tasks; Meta = manual edits only
                                  C. Meta = step decomposition; Chaining = zero-shot only; Few-shot = manual optimization
                                  D. Few-shot = no examples; Chaining = single prompt; Meta = disable iteration


                                  Solutions:

                                  Question #1
                                  Correct Answer: B
                                  Question #2
                                  Correct Answer: A
                                  Question #3
                                  Correct Answer: D
                                  Question #4
                                  Correct Answer: D
                                  Question #5
                                  Correct Answer: A

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