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Updated: Sep 11, 2026

No. of Questions: 42 Questions & Answers with Testing Engine

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ISQI CT-GenAI Exam Overview:

Certification Vendor:ISQI / ASTQB
Exam Name:ISTQB Certified Tester Testing with Generative AI
Exam Number:CT-GenAI
Real Exam Qty:40
Exam Price:250 EUR (+ VAT)
Certificate Validity Period:Not publicly specified (typically 3-5 years depending on scheme)
Passing Score:65%
Related Certifications:ISTQB CTFL (Foundation Level Tester)
Available Languages:English, German
Exam Duration:60 minutes
Exam Format:Multiple Choice
Sample Questions:ISQI CT-GenAI Sample Questions
Exam Way:Online proctored / In-person at authorized test centers
Pre Condition:ISTQB CTFL (Foundation Level Tester) certification is recommended but not required
Official Syllabus URL:https://www.astqb.org/ct-genai/

ISQI CT-GenAI Exam Syllabus Topics:

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

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

Question #1

Which option BEST differentiates the three prompting techniques?

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

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Question #2

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. Hallucination
  • C. Dataset bias toward UI features
  • D. No defect; this is acceptable
Answer: A

Explanation: Only visible for Exam-Killer members. You can sign-up / login (it's free).

Question #3

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

  • A. Reliance on predefined templates to generate short, factual answers
  • B. Ability to respond to prompts without explicit user instructions
  • C. Ability to trigger automated actions beyond conversation
  • D. Use of a conversational tone and improved response personalization
Answer: C
Question #4

What is a hallucination in LLM outputs?

  • A. Generation of factually incorrect content for the task
  • B. A systematic preference learned from data
  • C. A transient network failure during inference
  • D. A logical mistake in multi-step deduction
Answer: A

Explanation: Only visible for Exam-Killer members. You can sign-up / login (it's free).

Question #5

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

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

Explanation: Only visible for Exam-Killer members. You can sign-up / login (it's free).

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Frequently Asked Questions

What products does Exam-Killer offer?

Test Engine: CT-GenAI study test engine can be downloaded and run on your own devices. Practice the test on the interactive & simulated environment.
PDF (duplicate of the test engine): the contents are the same as the test engine, support printing.

How long can I get the CT-GenAI products after purchase?

You will receive an email attached with the CT-GenAI study material within 5-10 minutes, and then you can instantly download it for study. If you do not get the study material after purchase, please contact us with email immediately.

How often do you release your CT-GenAI products updates?

All the products are updated frequently but not on a fixed date. Our professional team pays a great attention to the exam updates and they always upgrade the content accordingly.

Are your study material updated free? How to get?

Yes, you will enjoy one year free update after purchase. If there is any update, our system will automatically send the updated study material to your payment email.

How does your Testing Engine works?

Once download and installed on your PC, you can practice CT-GenAI test questions, review your questions & answers using two different options 'practice exam' and 'virtual exam'.
Virtual Exam - test yourself with exam questions with a time limit.
Practice Exam - review exam questions one by one, see correct answers.

What's the applicable operating system of the CT-GenAI test engine?

Online Test Engine can supports Windows / Mac / Android / iOS, etc., because it is the software based on WEB browser. You can use it on any electronic device and practice with self-paced.
Online Test Engine supports offline practice, while the precondition is that you should run it with the internet at the first time.
Self Test Engine is suitable for windows operating system, running on the Java environment, and can install on multiple computers.
PDF Version: can be read under the Adobe reader, or many other free readers, including OpenOffice, Foxit Reader and Google Docs.

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Yes. We have the money back guarantee in case of failure by our products. The process of money back is very simple: you just need to show us your failure score report within 60 days from the date of purchase of the exam. We will then verify the authenticity of documents submitted and arrange the refund after receiving the email and confirmation process. The money will be back to your payment account within 7 days.

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