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

1. The model flags anomalies in logs and also proposes partitions for input validation tests. Which metrics BEST evaluate these two outcomes together?

A) Time efficiency for anomaly detection and accuracy for coverage of valid/invalid partitions
B) Accuracy for anomaly detection and Precision for coverage of valid/invalid partitions
C) Precision for anomaly identification and recall for coverage of valid/invalid partitions
D) Diversity for anomaly identification and precision for partitions

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

3. A prompt begins: "You are a senior test manager responsible for risk-based test planning on a payments platform." Which component is this?

A) Constraints
B) Instruction
C) Context
D) Role

4. Which statement BEST differentiates an LLM-powered test infrastructure from a traditional chatbot system used in testing?

A) It produces scripted conversational responses similar to traditional bots
B) It provides fixed responses from predefined rule sets and scripts
C) It focuses primarily on visual dashboards and user navigation features
D) It dynamically generates test insights using contextual information

5. What does an embedding represent in an LLM?

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

Solutions: