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Last Updated: Jul 31, 2026

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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
      Application of GenAI in Software Testing- Practical use in testing workflows
      • 1. Defect report analysis and summarization
        • 2. Regression suite optimization
          • 3. Test case generation using LLMs
            • 4. Test data generation and augmentation
              Risk, Quality, and Limitations of GenAI- Risks in GenAI usage
              • 1. Hallucinations and reasoning errors
                • 2. Bias and fairness issues
                  • 3. Environmental and energy considerations
                    • 4. Data privacy and security concerns
                      Organizational Adoption and Governance- Enterprise GenAI adoption
                      • 1. Policy, ethics, and compliance considerations
                        • 2. LLMOps and governance models
                          • 3. Integration into CI/CD pipelines
                            Prompt Engineering for Testing- Prompt design techniques
                            • 1. Structuring prompts for test case generation
                              • 2. Zero-shot, one-shot, few-shot prompting
                                • 3. Prompt chaining and meta prompting

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

                                  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


                                  2. Which setting can reduce variability by narrowing the sampling distribution during inference?

                                  A) Increasing learning rate
                                  B) Using a larger context window
                                  C) Increasing temperature
                                  D) Lowering temperature


                                  3. Which competency MOST helps testers steer LLMs to produce useful, on-policy testware?

                                  A) Writing low-level device drivers
                                  B) Configuring network routers
                                  C) Mastering prompt engineering
                                  D) Designing custom CPU instructions


                                  4. Your team needs to generate 500 API test cases for a REST API with 50 endpoints. You have documented 10 exemplar test cases that follow your organization's standard format. You want the LLM to generate test cases following the pattern demonstrated in your examples. Which of the following prompting techniques is BEST suited to achieve your goal in this scenario?

                                  A) Zero-shot prompting
                                  B) Meta prompting
                                  C) Prompt chaining
                                  D) Few-shot prompting


                                  5. A prompt section states: "Web checkout module v3.2; focus on coupon application; existing regression suite IDs T-112-T-150; recent defect ID BUG-431." Which component is this?

                                  A) Instruction
                                  B) Input data
                                  C) Output format
                                  D) Constraints


                                  Solutions:

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

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