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

1. You are using an LLM to assist in analyzing test execution trends to predict potential risks. Which of the following improvements would BEST enhance the LLM's ability to predict risks and provide actionable alerts?

A) Specify that the role is a test analyst with expertise in predictive analytics and risk management.
B) Emphasize constraints that focus on deviations that could impact release timelines or quality gates.
C) Expand the output format to include risk predictions with severity levels, recommended actions, and a timeline for team intervention based on trend analysis.
D) Add an instruction to calculate statistical variance and highlight tests that deviate by more than 20% from baseline metrics.

2. 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) iv -> iii -> i -> ii
B) iv -> i -> iii -> ii
C) iii -> iv -> i -> ii
D) i -> iv -> iii -> ii

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

A) Tokenization
B) Context Window
C) Transformer
D) Embeddings

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

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

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

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

Solutions: