ISQI CT-GenAI real dump : 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 19, 2026
  • Q&As: 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. Training data and context windows
  • 2. Model types (Base, Instruction-tuned, RAG)
  • 3. Hallucinations
  • 4. Alignment and guardrails
  • 5. Emergent capabilities and limitations
  • 6. AI model behavior
- AI Development Lifecycle
  • 1. Evaluation
  • 2. Deployment and monitoring
  • 3. Data collection, preparation, and curation
  • 4. Model training and fine-tuning
- AI Terminology
  • 1. Tokens and prompts
  • 2. Machine Learning (ML)
  • 3. Transformer architecture
  • 4. Artificial Intelligence (AI)
  • 5. Generative AI (GenAI)
  • 6. Deep Learning
  • 7. Large Language Models (LLMs)
Topic 2: Tools for Testing Generative AI20%- Using Tools for Common Testing Activities
  • 1. Security testing tools
  • 2. Model evaluation 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 3: Testing Activities for Generative AI30%- Prompt-Based Testing
  • 1. Test case design using prompts
  • 2. Test data creation with GenAI
  • 3. Prompt engineering basics
- Requirements-Based Testing
  • 1. Non-functional requirements for AI-based systems
  • 2. AI-related quality requirements
  • 3. Functional requirements for AI-based systems
- Traceability and Documentation
  • 1. Test coverage of AI model components
  • 2. Documentation requirements for AI testing
- Model and Output Evaluation
  • 1. Automated evaluation methods
  • 2. Checkpoint testing
  • 3. Output correctness and quality assessment
  • 4. Human evaluation methods
  • 5. Metamorphic testing
Topic 4: Risks and Testing Challenges for Generative AI30%- Testing Challenges for Generative AI
  • 1. Non-deterministic output behavior
  • 2. Regulatory and compliance considerations
  • 3. Subjectivity of quality assessment
  • 4. Ethical testing concerns
  • 5. Test oracle problem
  • 6. Complexity of the AI component
  • 7. Coverage challenges
- Quality Risks Specific to Generative AI
  • 1. Inconsistent responses across runs
  • 2. Incorrect or fabricated outputs (hallucinations)
  • 3. Dependency on external components
  • 4. Offensive, harmful, or biased content
  • 5. Input sensitivity (prompt brittleness)
  • 6. Inappropriate output for the context

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

1. What is a primary compliance concern related to Shadow AI in organizational test environments?

A) Failure to update system documentation within the test process
B) Automated compliance validation during AI tool deployment
C) Violation of established data handling and regulatory compliance standards
D) Difficulty in aligning project milestones with business outcomes


2. A prompt begins: "You are a senior test manager responsible for risk-based test planning on a payments platform." Which component is this?

A) Role
B) Constraints
C) Instruction
D) Context


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

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


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

A) Diversity for anomaly identification and precision for partitions
B) Time efficiency for anomaly detection and accuracy for coverage of valid/invalid 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


5. Which statement BEST differentiates an LLM-powered test infrastructure from a traditional chatbot system used in testing?

A) It produces scripted conversational responses similar to traditional bots
B) It dynamically generates test insights using contextual information
C) It provides fixed responses from predefined rule sets and scripts
D) It focuses primarily on visual dashboards and user navigation features


Solutions:

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

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