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

2. Which technique MOST directly reduces hallucinations by grounding the model in project realities?

A) Randomize prompts each run
B) Rely on generic examples only
C) Use longer temperature settings
D) Provide detailed context

3. Which statement about fine-tuning for test tasks is INCORRECT?

A) It adapts a pre-trained model to a domain using task-specific data
B) It enhances relevance to organizational terminology and formats
C) It can be applied to smaller SLMs to improve task performance with lower compute
D) It replaces the model's general knowledge entirely and prevents overfitting

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) Diversity for anomaly identification and precision for partitions
C) Accuracy for anomaly detection and Precision for coverage of valid/invalid 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 -> i -> iii -> ii
C) iv -> iii -> i -> ii
D) iii -> iv -> i -> ii

Solutions: