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: Jul 28, 2026
  • Q & A: 42 Questions and Answers
  • Convenient, easy to study.
    Printable ISQI CT-GenAI PDF Format. It is an electronic file format regardless of the operating system platform.
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  • PDF Price: $59.99

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  • Exam Code: CT-GenAI
  • Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
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  • If you purchase ISQI CT-GenAI Value Pack, you will also own the free online Testing Engine.
  • Updated: Jul 28, 2026
  • Q & A: 42 Questions and Answers
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  • Value Pack Total: $119.98  $79.99
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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
  • Updated: Jul 28, 2026
  • Q & A: 42 Questions and Answers
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    Real CT-GenAI exam questions with answers.
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  • Testing Engine

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ISQI CT-GenAI Exam Syllabus Topics:

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

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

1. Which option BEST differentiates the three prompting techniques?

A) Meta = step decomposition; Chaining = zero-shot only; Few-shot = manual optimization
B) Few-shot = examples; Chaining = multi-step prompts; Meta = model helps draft/refine prompts
C) Chaining = give examples; Few-shot = break tasks; Meta = manual edits only
D) Few-shot = no examples; Chaining = single prompt; Meta = disable iteration


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


3. What is a primary compliance concern related to Shadow AI in organizational test environments?

A) Violation of established data handling and regulatory compliance standards
B) Difficulty in aligning project milestones with business outcomes
C) Automated compliance validation during AI tool deployment
D) Failure to update system documentation within the test process


4. Which statement about fine-tuning for test tasks is INCORRECT?

A) It adapts a pre-trained model to a domain using task-specific data
B) It replaces the model's general knowledge entirely and prevents overfitting
C) It can be applied to smaller SLMs to improve task performance with lower compute
D) It enhances relevance to organizational terminology and formats


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


Solutions:

Question # 1
Answer: B
Question # 2
Answer: B
Question # 3
Answer: A
Question # 4
Answer: B
Question # 5
Answer: B

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