Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
Certification Provider: ISQI
Corresponding Certification: AI Testing
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Updated: Sep 16, 2026
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ISQI CT-GenAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Introduction to Generative AI for Software Testing | 15% | - Core concepts: Generative AI, LLMs, foundation models - Use cases across the testing lifecycle - Capabilities and limitations relevant to testing |
| Topic 2: Prompt Engineering for Effective Software Testing | 35% | - Principles and structure of effective prompts - Prompt patterns for test design, data generation, automation - Iterative refinement and evaluation of prompts |
| Topic 3: Managing Risks of Generative AI in Software Testing | 25% | - Data privacy, security, and compliance concerns - Validation, verification, and mitigation strategies - Hallucinations, bias, inaccuracy, and consistency risks |
| Topic 4: Deploying and Integrating GenAI in Test Organisations | 15% | - Roles, skills, and team readiness - Measuring value and continuous improvement - Strategy, governance, and adoption roadmap |
| Topic 5: LLM-Powered Test Infrastructure | 10% | - RAG, fine-tuning, and model adaptation - AI agents and integration with test tools - Architecture and deployment considerations |
ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:
Which technique MOST directly reduces hallucinations by grounding the model in project realities?
- A. Use longer temperature settings
- B. Randomize prompts each run
- C. Rely on generic examples only
- D. Provide detailed context
Correct Answer: D 🗳️
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Which concept refers to breaking text into smaller units for processing by LLMs?
- A. Transformer
- B. Tokenization
- C. Embeddings
- D. Context Window
Correct Answer: B 🗳️
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A prompt begins: "You are a senior test manager responsible for risk-based test planning on a payments platform." Which component is this?
- A. Constraints
- B. Role
- C. Instruction
- D. Context
Correct Answer: B 🗳️
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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. Input data
- B. Output format
- C. Constraints
- D. Instruction
Correct Answer: A 🗳️
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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. Dataset bias toward UI features
- B. No defect; this is acceptable
- C. Reasoning error in risk calculation logic
- D. Hallucination
Correct Answer: C 🗳️
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