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

1. What are the three key phases in adopting GenAI in a test organization?

A) Discovery; initiation and usage definition; utilization and iteration
B) Training; certification; outsourcing
C) Prototype; pilot; decommission
D) Planning; execution; sign-off

2. Which statement BEST differentiates an LLM-powered test infrastructure from a traditional chatbot system used in testing?

A) It dynamically generates test insights using contextual information
B) It provides fixed responses from predefined rule sets and scripts
C) It focuses primarily on visual dashboards and user navigation features
D) It produces scripted conversational responses similar to traditional bots

3. What is a primary compliance concern related to Shadow AI in organizational test environments?

A) Violation of established data handling and regulatory compliance standards
B) Automated compliance validation during AI tool deployment
C) Difficulty in aligning project milestones with business outcomes
D) Failure to update system documentation within the test process

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

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

5. 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 are unrelated to multimodal LLMs and focus only on UI automation.
D) VLMs process audio and video but not images.

Solutions: