ISQI AI Testing CT-GenAI

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

1. Which statement BEST contrasts interaction style and scope?

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

2. 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) Focusing primarily on user experience improvements and response formatting
C) Maintaining data privacy and minimizing security risks from external services
D) Maximizing scalability by deploying larger cloud-based LLM clusters

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

4. Which competency MOST helps testers steer LLMs to produce useful, on-policy testware?

A) Writing low-level device drivers
B) Mastering prompt engineering
C) Configuring network routers
D) Designing custom CPU instructions

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

A) Precision for anomaly identification and recall for coverage of valid/invalid 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) Diversity for anomaly identification and precision for partitions

Solutions: