ISQI CT-GenAI Q&A - in .pdf

  • CT-GenAI pdf
  • Exam Code: CT-GenAI
  • Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
  • Updated: Aug 19, 2026
  • Q & A: 42 Questions and Answers
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  • Q & A: 42 Questions and Answers
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ISQI CT-GenAI Q&A - Testing Engine

  • CT-GenAI Testing Engine
  • Exam Code: CT-GenAI
  • Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
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  • Q & A: 42 Questions and Answers
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ISQI CT-GenAI Exam Syllabus Topics:

SectionWeightObjectives
Risks and Testing Challenges for Generative AI30%- Testing Challenges for Generative AI
  • 1. Test oracle problem
  • 2. Regulatory and compliance considerations
  • 3. Coverage challenges
  • 4. Complexity of the AI component
  • 5. Non-deterministic output behavior
  • 6. Ethical testing concerns
  • 7. Subjectivity of quality assessment
- Quality Risks Specific to Generative AI
  • 1. Input sensitivity (prompt brittleness)
  • 2. Offensive, harmful, or biased content
  • 3. Inappropriate output for the context
  • 4. Dependency on external components
  • 5. Incorrect or fabricated outputs (hallucinations)
  • 6. Inconsistent responses across runs
Fundamentals of Generative AI20%- AI Terminology
  • 1. Large Language Models (LLMs)
  • 2. Artificial Intelligence (AI)
  • 3. Machine Learning (ML)
  • 4. Transformer architecture
  • 5. Tokens and prompts
  • 6. Generative AI (GenAI)
  • 7. Deep Learning
- AI Development Lifecycle
  • 1. Evaluation
  • 2. Deployment and monitoring
  • 3. Data collection, preparation, and curation
  • 4. Model training and fine-tuning
- Generative AI Concepts
  • 1. Training data and context windows
  • 2. Hallucinations
  • 3. AI model behavior
  • 4. Model types (Base, Instruction-tuned, RAG)
  • 5. Emergent capabilities and limitations
  • 6. Alignment and guardrails
Tools for Testing Generative AI20%- Testing Tools Overview
  • 1. Selecting appropriate tools for specific testing needs
  • 2. Categories of GenAI testing tools
- Using Tools for Common Testing Activities
  • 1. Prompt testing tools
  • 2. Model evaluation tools
  • 3. Security testing tools
  • 4. Simulation and monitoring tools
Testing Activities for Generative AI30%- Model and Output Evaluation
  • 1. Output correctness and quality assessment
  • 2. Automated evaluation methods
  • 3. Metamorphic testing
  • 4. Human evaluation methods
  • 5. Checkpoint testing
- Traceability and Documentation
  • 1. Test coverage of AI model components
  • 2. Documentation requirements for AI testing
- Prompt-Based Testing
  • 1. Test data creation with GenAI
  • 2. Prompt engineering basics
  • 3. Test case design using prompts
- Requirements-Based Testing
  • 1. Functional requirements for AI-based systems
  • 2. Non-functional requirements for AI-based systems
  • 3. AI-related quality requirements

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

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) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
B) Specify that the role is a test architect specializing in CI/CD pipelines.
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.


2. Who typically defines the system prompt in a testing workflow?

A) End user during normal chat use
B) Product owner in user stories only
C) A tester configuring the assistant
D) CI server automatically without human input


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

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


4. Which AI approach requires feature engineering and structured data preparation?

A) Symbolic AI
B) Generative AI
C) Deep Learning
D) Classical Machine Learning


5. What defines a prompt pattern in the context of structured GenAI capability building?

A) Applying a reusable and structured template that guides GenAI models toward consistent outputs
B) Using ad hoc prompts without reference to previously proven structures or examples
C) Treating prompts as access credentials or compliance records rather than functional templates
D) Maintaining static documentation repositories without real-time prompt standardization processes


Solutions:

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

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