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ISQI CT-GenAI Exam Syllabus Topics:

Section	Weight	Objectives
Testing Activities for Generative AI	30%	- Model and Output Evaluation 1. Human evaluation methods 2. Metamorphic testing 3. Automated evaluation methods 4. Output correctness and quality assessment 5. Checkpoint testing - Traceability and Documentation 1. Test coverage of AI model components 2. Documentation requirements for AI testing - Requirements-Based Testing 1. Functional requirements for AI-based systems 2. AI-related quality requirements 3. Non-functional requirements for AI-based systems - Prompt-Based Testing 1. Test case design using prompts 2. Prompt engineering basics 3. Test data creation with GenAI
Fundamentals of Generative AI	20%	- Generative AI Concepts 1. Emergent capabilities and limitations 2. AI model behavior 3. Hallucinations 4. Training data and context windows 5. Alignment and guardrails 6. Model types (Base, Instruction-tuned, RAG) - AI Terminology 1. Tokens and prompts 2. Generative AI (GenAI) 3. Artificial Intelligence (AI) 4. Large Language Models (LLMs) 5. Machine Learning (ML) 6. Transformer architecture 7. Deep Learning - AI Development Lifecycle 1. Deployment and monitoring 2. Evaluation 3. Model training and fine-tuning 4. Data collection, preparation, and curation
Risks and Testing Challenges for Generative AI	30%	- Quality Risks Specific to Generative AI 1. Inconsistent responses across runs 2. Offensive, harmful, or biased content 3. Inappropriate output for the context 4. Input sensitivity (prompt brittleness) 5. Incorrect or fabricated outputs (hallucinations) 6. Dependency on external components - Testing Challenges for Generative AI 1. Non-deterministic output behavior 2. Complexity of the AI component 3. Coverage challenges 4. Test oracle problem 5. Regulatory and compliance considerations 6. Subjectivity of quality assessment 7. Ethical testing concerns
Tools for Testing Generative AI	20%	- Testing Tools Overview 1. Categories of GenAI testing tools 2. Selecting appropriate tools for specific testing needs - Using Tools for Common Testing Activities 1. Model evaluation tools 2. Security testing tools 3. Simulation and monitoring tools 4. Prompt testing tools

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

Question #1

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

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

Answer: D