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 18, 2026
  • Q & A: 42 Questions and Answers
  • Convenient, easy to study.
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  • Updated: Aug 18, 2026
  • 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
  • Updated: Aug 18, 2026
  • Q & A: 42 Questions and Answers
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ISQI CT-GenAI Exam Syllabus Topics:

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

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

1. Which consideration BEST aligns LLM choice with organizational goals in a GenAI testing strategy?

A) Select LLMs aligned to measurable test outcomes, compatible with current infrastructure
B) Select models with maximum vendor visibility and strong online presence to ensure reliability
C) Select broad-coverage models offering diverse functionalities for various test scenarios
D) Select open-source models prioritizing creativity over compliance or performance consistency


2. Which statement BEST contrasts interaction style and scope?

A) Both are identical aside from UI theme.
B) Chatbots enforce fixed workflows; LLM apps support free-form exploration beneficial for software testing
C) Chatbots enable conversational interactions; LLM apps provide capabilities for defined test tasks.
D) Chatbots require API integration; LLM apps do not.


3. You must use GenAI to perform test analysis on a payments module with finalized requirements: (1) generate test conditions, (2) prioritize by risk, (3) check coverage gaps. Which sequence best applies prompt chaining?

A) Prioritize requirements -> generate conditions -> review defects
B) Detect requirement defects -> generate conditions -> prioritize
C) Generate conditions -> prioritize by risk -> map to requirements to find gaps
D) Generate prioritized conditions in one shot -> verify coverage


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

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


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

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


Solutions:

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

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