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ISQI CT-GenAI

CT-GenAI

Exam Code: CT-GenAI

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

Updated: Aug 16, 2026

Q&A Number: 42 Q&As

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ISQI CT-GenAI Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Introduction to Generative AI for Software Testing15%- Capabilities and limitations relevant to testing
- Use cases across the testing lifecycle
- Core concepts: Generative AI, LLMs, foundation models
Topic 2: Prompt Engineering for Effective Software Testing35%- Iterative refinement and evaluation of prompts
- Prompt patterns for test design, data generation, automation
- Principles and structure of effective prompts
Topic 3: Deploying and Integrating GenAI in Test Organisations15%- Roles, skills, and team readiness
- Measuring value and continuous improvement
- Strategy, governance, and adoption roadmap
Topic 4: LLM-Powered Test Infrastructure10%- AI agents and integration with test tools
- RAG, fine-tuning, and model adaptation
- Architecture and deployment considerations
Topic 5: Managing Risks of Generative AI in Software Testing25%- Data privacy, security, and compliance concerns
- Hallucinations, bias, inaccuracy, and consistency risks
- Validation, verification, and mitigation strategies

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

1. What does an embedding represent in an LLM?

A) Logical rules for reasoning
B) A set of test cases for validation
C) Tokens grouped into context windows
D) Numerical vectors capturing semantic relationships


2. How do tester responsibilities MOSTLY evolve when integrating GenAI into test processes?

A) Replacing existing test coverage validation with automated summary reports generated by AI
B) Shifting from test execution toward reviewing, refining, and validating AI-generated testware
C) Transitioning from manual execution to complete automation with no human oversight
D) Moving from black-box exploratory testing toward exclusively performing code-based white-box checks


3. Which concept refers to breaking text into smaller units for processing by LLMs?

A) Tokenization
B) Context Window
C) Transformer
D) Embeddings


4. What is a key data-related aspect when defining a GenAI strategy for testing?

A) Use only auto-generated synthetic data to avoid dependency on enterprise repositories
B) Prioritize accurate and relevant input data secured through defined quality procedures
C) Aggregate data from all available organizational repositories without filtration
D) Neglect legacy data sources as they provide limited immediate relevance to testing tasks


5. What defines a prompt pattern in the context of structured GenAI capability building?

A) Applying a reusable and structured template that guides GenAI models toward consistent outputs
B) Treating prompts as access credentials or compliance records rather than functional templates
C) Maintaining static documentation repositories without real-time prompt standardization processes
D) Using ad hoc prompts without reference to previously proven structures or examples


Solutions:

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

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