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ISQI CT-GenAI Exam Syllabus Topics:

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

1. What does an embedding represent in an LLM?

A) Logical rules for reasoning
B) Tokens grouped into context windows
C) A set of test cases for validation
D) Numerical vectors capturing semantic relationships

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

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

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

4. Which statement BEST describes vision-language models (VLMs)?

A) VLMs are a superset of multimodal LLMs.
B) VLMs are a subset of multimodal LLMs integrating visual and textual information.
C) VLMs process audio and video but not images.
D) VLMs are unrelated to multimodal LLMs and focus only on UI automation.

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

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

Solutions: