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

Pass CT-GenAI Exam Cram

Exam Code: CT-GenAI

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

Updated: Jul 31, 2026

Q & A: 42 Questions and Answers

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ISQI CT-GenAI Exam Syllabus Topics:
SectionWeightObjectives
Topic 1: Risks and Testing Challenges for Generative AI30%- Testing Challenges for Generative AI
  • 1. Coverage challenges
  • 2. Test oracle problem
  • 3. Subjectivity of quality assessment
  • 4. Ethical testing concerns
  • 5. Complexity of the AI component
  • 6. Regulatory and compliance considerations
  • 7. Non-deterministic output behavior
- Quality Risks Specific to Generative AI
  • 1. Offensive, harmful, or biased content
  • 2. Inconsistent responses across runs
  • 3. Dependency on external components
  • 4. Inappropriate output for the context
  • 5. Incorrect or fabricated outputs (hallucinations)
  • 6. Input sensitivity (prompt brittleness)
Topic 2: Fundamentals of Generative AI20%- Generative AI Concepts
  • 1. Alignment and guardrails
  • 2. Emergent capabilities and limitations
  • 3. Hallucinations
  • 4. AI model behavior
  • 5. Model types (Base, Instruction-tuned, RAG)
  • 6. Training data and context windows
- AI Terminology
  • 1. Tokens and prompts
  • 2. Transformer architecture
  • 3. Large Language Models (LLMs)
  • 4. Artificial Intelligence (AI)
  • 5. Deep Learning
  • 6. Machine Learning (ML)
  • 7. Generative AI (GenAI)
- AI Development Lifecycle
  • 1. Evaluation
  • 2. Model training and fine-tuning
  • 3. Deployment and monitoring
  • 4. Data collection, preparation, and curation
Topic 3: Tools for Testing Generative AI20%- Testing Tools Overview
  • 1. Categories of GenAI testing tools
  • 2. Selecting appropriate tools for specific testing needs
- Using Tools for Common Testing Activities
  • 1. Simulation and monitoring tools
  • 2. Prompt testing tools
  • 3. Security testing tools
  • 4. Model evaluation tools
Topic 4: Testing Activities for Generative AI30%- 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. Human evaluation methods
  • 3. Automated evaluation methods
  • 4. Metamorphic testing
  • 5. Checkpoint testing
- 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. What are the three key phases in adopting GenAI in a test organization?

A) Training; certification; outsourcing
B) Discovery; initiation and usage definition; utilization and iteration
C) Prototype; pilot; decommission
D) Planning; execution; sign-off


2. Your team needs to generate 500 API test cases for a REST API with 50 endpoints. You have documented 10 exemplar test cases that follow your organization's standard format. You want the LLM to generate test cases following the pattern demonstrated in your examples. Which of the following prompting techniques is BEST suited to achieve your goal in this scenario?

A) Prompt chaining
B) Few-shot prompting
C) Zero-shot prompting
D) Meta prompting


3. Which technique MOST directly reduces hallucinations by grounding the model in project realities?

A) Randomize prompts each run
B) Use longer temperature settings
C) Rely on generic examples only
D) Provide detailed context


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

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


5. 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) Reasoning error in risk calculation logic
B) No defect; this is acceptable
C) Dataset bias toward UI features
D) Hallucination


Solutions:

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

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