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

1. What is a primary compliance concern related to Shadow AI in organizational test environments?

A) Difficulty in aligning project milestones with business outcomes
B) Failure to update system documentation within the test process
C) Automated compliance validation during AI tool deployment
D) Violation of established data handling and regulatory compliance standards

2. Which statement BEST describes vision-language models (VLMs)?

A) VLMs are a subset of multimodal LLMs integrating visual and textual information.
B) VLMs are a superset of multimodal LLMs.
C) VLMs are unrelated to multimodal LLMs and focus only on UI automation.
D) VLMs process audio and video but not images.

3. What does an embedding represent in an LLM?

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

4. 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) Diversity for anomaly identification and precision for partitions
D) Precision for anomaly identification and recall for coverage of valid/invalid partitions

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

Solutions: