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

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

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

2. You must use GenAI to perform test analysis on a payments module with finalized requirements: (1) generate test conditions, (2) prioritize by risk, (3) check coverage gaps. Which sequence best applies prompt chaining?

A) Detect requirement defects -> generate conditions -> prioritize
B) Prioritize requirements -> generate conditions -> review defects
C) Generate conditions -> prioritize by risk -> map to requirements to find gaps
D) Generate prioritized conditions in one shot -> verify coverage

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

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

4. Which statement BEST contrasts interaction style and scope?

A) Chatbots enforce fixed workflows; LLM apps support free-form exploration beneficial for software testing
B) Both are identical aside from UI theme.
C) Chatbots enable conversational interactions; LLM apps provide capabilities for defined test tasks.
D) Chatbots require API integration; LLM apps do not.

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

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

Solutions: