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ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:
1. Which standard specifies requirements for managing AI systems within an organization, supporting consistent GenAI use in testing?
A) NIST AI RMF 1.0
B) ISO/IEC 42001:2023
C) EU AI Act
D) ISO/IEC 23053:2022
2. 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) Emphasize constraints that focus on deviations that could impact release timelines or quality gates.
B) Expand the output format to include risk predictions with severity levels, recommended actions, and a timeline for team intervention based on trend analysis.
C) Specify that the role is a test analyst with expertise in predictive analytics and risk management.
D) Add an instruction to calculate statistical variance and highlight tests that deviate by more than 20% from baseline metrics.
3. 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) iii -> iv -> i -> ii
C) iv -> i -> iii -> ii
D) i -> iv -> iii -> ii
4. 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) Maximizing scalability by deploying larger cloud-based LLM clusters
D) Focusing primarily on user experience improvements and response formatting
5. A team notices vague, inconsistent LLM outputs for the same story for two different prompts. Which technique BEST helps choose the stronger wording among two prompt versions using predefined metrics?
A) Output analysis
B) A/B testing of prompts
C) Iterative prompt modification
D) Integrating user feedback
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: C | Question # 4 Answer: A | Question # 5 Answer: B |




