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

1. You must use GenAI to perform test analysis on a payments module with finalized requirements: (1) generate test conditions, (2) prioritize by risk, (3) check coverage gaps. Which sequence best applies prompt chaining?

A) Generate conditions -> prioritize by risk -> map to requirements to find gaps
B) Detect requirement defects -> generate conditions -> prioritize
C) Generate prioritized conditions in one shot -> verify coverage
D) Prioritize requirements -> generate conditions -> review defects

2. When an organization uses an AI chatbot for testing, what is the PRIMARY LLMOps concern?

A) Maintaining data privacy and minimizing security risks from external services
B) Achieving faster responses by reducing model checkpoints and updates
C) Focusing primarily on user experience improvements and response formatting
D) Maximizing scalability by deploying larger cloud-based LLM clusters

3. What does an embedding represent in an LLM?

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

4. Which statement BEST contrasts interaction style and scope?

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

5. Which AI approach requires feature engineering and structured data preparation?

A) Classical Machine Learning
B) Generative AI
C) Deep Learning
D) Symbolic AI

Solutions: