ISQI : CT-GenAI Questions & Answers

Last Updated: Sep 08, 2026

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ISQI CT-GenAI Exam Syllabus Topics:

SectionObjectives
Topic 1: 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
        Topic 2: Risk, Quality, and Limitations of GenAI- Risks in GenAI usage
        • 1. Bias and fairness issues
          • 2. Hallucinations and reasoning errors
            • 3. Data privacy and security concerns
              • 4. Environmental and energy considerations
                Topic 3: Organizational Adoption and Governance- Enterprise GenAI adoption
                • 1. LLMOps and governance models
                  • 2. Integration into CI/CD pipelines
                    • 3. Policy, ethics, and compliance considerations
                      Topic 4: 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
                              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:

                                  Question 1

                                  You are tasked with applying structured prompting to perform impact analysis on recent code changes. Which of the following improvements would BEST align the prompt with structured prompt engineering best practices for comprehensive impact analysis?

                                  A. Specify that the role is a test architect specializing in CI/CD pipelines.
                                  B. Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
                                  C. Include references to version control systems like Git in the constraints.
                                  D. Add a step to review the change log for syntax errors before analysis.


                                  Question 2

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

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


                                  Question 3

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


                                  Question 4

                                  What is a key data-related aspect when defining a GenAI strategy for testing?

                                  A. Neglect legacy data sources as they provide limited immediate relevance to testing tasks
                                  B. Use only auto-generated synthetic data to avoid dependency on enterprise repositories
                                  C. Prioritize accurate and relevant input data secured through defined quality procedures
                                  D. Aggregate data from all available organizational repositories without filtration


                                  Question 5

                                  When an organization uses an AI chatbot for testing, what is the PRIMARY LLMOps concern?

                                  A. Focusing primarily on user experience improvements and response formatting
                                  B. Achieving faster responses by reducing model checkpoints and updates
                                  C. Maximizing scalability by deploying larger cloud-based LLM clusters
                                  D. Maintaining data privacy and minimizing security risks from external services


                                  Solutions:

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

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