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

You must generate test cases for a new payments rule. The system includes API specifications stored in a vector database and prior tests in a relational database. Which of the following sequences BEST represents the correct order for applying a Retrieval-Augmented Generation (RAG) workflow?
i. Retrieve semantically similar specification chunks from the vector database ii. Feed both retrieved datasets as context for the LLM to generate new test cases iii. Retrieve relevant historical cases from the relational database iv. Submit a focused query describing the new test requirement

• A. iii -> iv -> i -> ii
• B. i -> iv -> iii -> ii
• C. iv -> iii -> i -> ii
• D. iv -> i -> iii -> ii

Which statement about data privacy risks in GenAI-assisted testing is INCORRECT?

• A. Strict GDPR compliance eliminates all privacy risk
• B. Some GenAI tools may store/process data without explicit consent
• C. GenAI outputs can accidentally reveal sensitive information present in inputs
• D. Using GenAI without regulatory compliance can lead to legal exposure

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

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

Which concept refers to breaking text into smaller units for processing by LLMs?

• A. Embeddings
• B. Tokenization
• C. Context Window
• D. Transformer

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

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