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ISQI CT-GenAI Exam Syllabus Topics:

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

Question 1

Which of the following is NOT a valid form of LLM-driven test data generation?

A. Creating production database backups
B. Generating synthetic datasets
C. Creating combinatorial data (e.g., pairwise)
D. Setting boundary values

Question 2

Which AI approach requires feature engineering and structured data preparation?

A. Deep Learning
B. Symbolic AI
C. Generative AI
D. Classical Machine Learning

Question 3

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

Question 4

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

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

Question 5

What is a hallucination in LLM outputs?

A. Generation of factually incorrect content for the task
B. A transient network failure during inference
C. A logical mistake in multi-step deduction
D. A systematic preference learned from data

Solutions: