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

1. Which consideration BEST aligns LLM choice with organizational goals in a GenAI testing strategy?

A) Select LLMs aligned to measurable test outcomes, compatible with current infrastructure
B) Select open-source models prioritizing creativity over compliance or performance consistency
C) Select broad-coverage models offering diverse functionalities for various test scenarios
D) Select models with maximum vendor visibility and strong online presence to ensure reliability

2. 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) Diversity for anomaly identification and precision for partitions
D) Time efficiency for anomaly detection and accuracy for coverage of valid/invalid partitions

3. A prompt section states: "Web checkout module v3.2; focus on coupon application; existing regression suite IDs T-112-T-150; recent defect ID BUG-431." Which component is this?

A) Output format
B) Instruction
C) Constraints
D) Input data

4. Who typically defines the system prompt in a testing workflow?

A) CI server automatically without human input
B) End user during normal chat use
C) Product owner in user stories only
D) A tester configuring the assistant

5. You are using an LLM to assist in analyzing test execution trends to predict potential risks. Which of the following improvements would BEST enhance the LLM's ability to predict risks and provide actionable alerts?

A) Add an instruction to calculate statistical variance and highlight tests that deviate by more than 20% from baseline metrics.
B) Expand the output format to include risk predictions with severity levels, recommended actions, and a timeline for team intervention based on trend analysis.
C) Emphasize constraints that focus on deviations that could impact release timelines or quality gates.
D) Specify that the role is a test analyst with expertise in predictive analytics and risk management.

Solutions: