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

  • Exam Code: CT-GenAI
  • Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
  • Updated: Aug 12, 2026
  • Q & A: 42 Questions and Answers

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ISQI CT-GenAI Exam Syllabus Topics:

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

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

1. Which factor MOST influences the overall energy consumption of a Generative AI model used in software testing tasks?

A) The duration of user sessions primarily affects latency but not power efficiency
B) The type of cloud platform affects processing speed but not total energy draw
C) The location of the data center determines model bias and accuracy levels
D) The number of tokens processed directly determines the carbon intensity of each query


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

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


3. A tester uploads crafted images that steer the LLM into validating non-existent acceptance criteria. Which attack vector is this?

A) Request manipulation
B) Data poisoning
C) Data exfiltration
D) Malicious code generation


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

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


5. The model flags anomalies in logs and also proposes partitions for input validation tests. Which metrics BEST evaluate these two outcomes together?

A) Time efficiency for anomaly detection and accuracy for coverage of valid/invalid partitions
B) Diversity for anomaly identification and precision for partitions
C) Precision for anomaly identification and recall for coverage of valid/invalid partitions
D) Accuracy for anomaly detection and Precision for coverage of valid/invalid partitions


Solutions:

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

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