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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) Precision for anomaly identification and recall for coverage of valid/invalid partitions
C) Diversity for anomaly identification and precision for partitions
D) Accuracy for anomaly detection and Precision for coverage of valid/invalid partitions

2. What distinguishes an LLM-powered agent from a basic AI chatbot in test processes?

A) Use of a conversational tone and improved response personalization
B) Ability to trigger automated actions beyond conversation
C) Reliance on predefined templates to generate short, factual answers
D) Ability to respond to prompts without explicit user instructions

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

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

4. 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) iii -> iv -> i -> ii
D) iv -> iii -> i -> ii

5. What BEST protects sensitive test data at rest and in transit?

A) Rely on obfuscation instead of encryption
B) Use public file shares with read-only links
C) Disable TLS and rely on VPN only
D) Enforce role-based access controls

Solutions: