• Exam Code: CT-GenAI
  • Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
  • Certification Provider: ISQI
  • Corresponding Certification:AI Testing
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ISQI CT-GenAI Exam Syllabus Topics:

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

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

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

                                  • A. Data exfiltration
                                  • B. Malicious code generation
                                  • C. Request manipulation
                                  • D. Data poisoning
                                  Reveal Solution  Discussion  0

                                  Correct Answer: C  🗳️

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

                                  How do tester responsibilities MOSTLY evolve when integrating GenAI into test processes?

                                  • A. Moving from black-box exploratory testing toward exclusively performing code-based white-box checks
                                  • B. Transitioning from manual execution to complete automation with no human oversight
                                  • C. Replacing existing test coverage validation with automated summary reports generated by AI
                                  • D. Shifting from test execution toward reviewing, refining, and validating AI-generated testware
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

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

                                  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. Output analysis
                                  • B. A/B testing of prompts
                                  • C. Integrating user feedback
                                  • D. Iterative prompt modification
                                  Reveal Solution  Discussion  0

                                  Correct Answer: B  🗳️

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

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

                                  • A. Discovery; initiation and usage definition; utilization and iteration
                                  • B. Training; certification; outsourcing
                                  • C. Prototype; pilot; decommission
                                  • D. Planning; execution; sign-off
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

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

                                  An LLM prioritizes tests using likelihood X impact but ranks a trivial tooltip change above a payment failure.
                                  What defect does this MOST LIKELY show?

                                  • A. No defect; this is acceptable
                                  • B. Dataset bias toward UI features
                                  • C. Hallucination
                                  • D. Reasoning error in risk calculation logic
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

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

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