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

CT-GenAI real exams

Exam Code: CT-GenAI

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

Updated: Aug 23, 2026

Q & A: 42 Questions and Answers

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ISQI CT-GenAI Exam Syllabus Topics:

SectionWeightObjectives
Deploying and Integrating GenAI in Test Organisations15%- Roles, skills, and team readiness
- Measuring value and continuous improvement
- Strategy, governance, and adoption roadmap
Introduction to Generative AI for Software Testing15%- Use cases across the testing lifecycle
- Capabilities and limitations relevant to testing
- Core concepts: Generative AI, LLMs, foundation models
LLM-Powered Test Infrastructure10%- AI agents and integration with test tools
- Architecture and deployment considerations
- RAG, fine-tuning, and model adaptation
Prompt Engineering for Effective Software Testing35%- Principles and structure of effective prompts
- Iterative refinement and evaluation of prompts
- Prompt patterns for test design, data generation, automation
Managing Risks of Generative AI in Software Testing25%- Hallucinations, bias, inaccuracy, and consistency risks
- Data privacy, security, and compliance concerns
- Validation, verification, and mitigation strategies

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

1. What is a hallucination in LLM outputs?

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


2. What are the three key phases in adopting GenAI in a test organization?

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


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


4. Which statement about data privacy risks in GenAI-assisted testing is INCORRECT?

A) Some GenAI tools may store/process data without explicit consent
B) Strict GDPR compliance eliminates all privacy risk
C) GenAI outputs can accidentally reveal sensitive information present in inputs
D) Using GenAI without regulatory compliance can lead to legal exposure


5. Who typically defines the system prompt in a testing workflow?

A) Product owner in user stories only
B) CI server automatically without human input
C) A tester configuring the assistant
D) End user during normal chat use


Solutions:

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

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