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

"ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0", also known as CT-GenAI exam, is a ISQI Certification. With the complete collection of questions and answers, PrepPDF has assembled to take you through 42 Q&As to your CT-GenAI Exam preparation. In the CT-GenAI exam resources, you will cover every field and category in AI Testing Certification helping to ready you for your successful ISQI Certification.

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  • Exam Code: CT-GenAI
  • Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
  • Certification Provider: ISQI
  • Corresponding Certification: AI Testing
  • Updated: Sep 12, 2026
  • No. of Questions: 42 Questions & Answers with Testing Engine
  • Download Limit: Unlimited

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ISQI CT-GenAI Exam Syllabus Topics:

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

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

                                  The model flags anomalies in logs and also proposes partitions for input validation tests. Which metrics BEST evaluate these two outcomes together?

                                  • A. Accuracy for anomaly detection and Precision for coverage of valid/invalid partitions
                                  • B. Precision for anomaly identification and recall for coverage of valid/invalid partitions
                                  • C. Diversity for anomaly identification and precision for partitions
                                  • D. Time efficiency for anomaly detection and accuracy for coverage of valid/invalid partitions
                                  Reveal Solution  Discussion  0

                                  Correct Answer: B  🗳️

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

                                  What BEST protects sensitive test data at rest and in transit?

                                  • A. Disable TLS and rely on VPN only
                                  • B. Enforce role-based access controls
                                  • C. Rely on obfuscation instead of encryption
                                  • D. Use public file shares with read-only links
                                  Reveal Solution  Discussion  0

                                  Correct Answer: B  🗳️

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

                                  What distinguishes an LLM-powered agent from a basic AI chatbot in test processes?

                                  • A. Ability to respond to prompts without explicit user instructions
                                  • B. Use of a conversational tone and improved response personalization
                                  • C. Ability to trigger automated actions beyond conversation
                                  • D. Reliance on predefined templates to generate short, factual answers
                                  Reveal Solution  Discussion  0

                                  Correct Answer: C  🗳️

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

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

                                  Correct Answer: A  🗳️

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

                                  An attacker sends extremely long prompts to overflow context so the model leaks snippets from its training data. Which attack vector is this?

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

                                  Correct Answer: C  🗳️

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

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