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ISQI CT-GenAI Exam Syllabus Topics:

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

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

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

  • A. Treating prompts as access credentials or compliance records rather than functional templates
  • B. Applying a reusable and structured template that guides GenAI models toward consistent outputs
  • C. Using ad hoc prompts without reference to previously proven structures or examples
  • D. Maintaining static documentation repositories without real-time prompt standardization processes
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Explanation: Only visible for PremiumVCEDump members. You can sign-up / login (it's free).

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. Add a step to review the change log for syntax errors before analysis.
  • B. Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
  • C. Include references to version control systems like Git in the constraints.
  • D. Specify that the role is a test architect specializing in CI/CD pipelines.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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

  • A. Precision for anomaly identification and recall for coverage of valid/invalid partitions
  • B. Accuracy for anomaly detection and Precision for coverage of valid/invalid partitions
  • C. Diversity for anomaly identification and precision for partitions
  • D. Time efficiency for anomaly detection and accuracy for coverage of valid/invalid partitions
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Explanation: Only visible for PremiumVCEDump members. You can sign-up / login (it's free).

Your team needs to generate 500 API test cases for a REST API with 50 endpoints. You have documented 10 exemplar test cases that follow your organization's standard format. You want the LLM to generate test cases following the pattern demonstrated in your examples. Which of the following prompting techniques is BEST suited to achieve your goal in this scenario?

  • A. Zero-shot prompting
  • B. Meta prompting
  • C. Prompt chaining
  • D. Few-shot prompting
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Explanation: Only visible for PremiumVCEDump members. You can sign-up / login (it's free).

Which statement BEST contrasts interaction style and scope?

  • A. Both are identical aside from UI theme.
  • B. Chatbots enforce fixed workflows; LLM apps support free-form exploration beneficial for software testing
  • C. Chatbots enable conversational interactions; LLM apps provide capabilities for defined test tasks.
  • D. Chatbots require API integration; LLM apps do not.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Explanation: Only visible for PremiumVCEDump members. You can sign-up / login (it's free).

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