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

1. 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) Maximizing scalability by deploying larger cloud-based LLM clusters
C) Focusing primarily on user experience improvements and response formatting
D) Achieving faster responses by reducing model checkpoints and updates

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

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

3. Your team needs to generate 500 API test cases for a REST API with 50 endpoints. You have documented 10 exemplar test cases that follow your organization's standard format. You want the LLM to generate test cases following the pattern demonstrated in your examples. Which of the following prompting techniques is BEST suited to achieve your goal in this scenario?

A) Zero-shot prompting
B) Meta prompting
C) Few-shot prompting
D) Prompt chaining

4. Which technique MOST directly reduces hallucinations by grounding the model in project realities?

A) Rely on generic examples only
B) Use longer temperature settings
C) Randomize prompts each run
D) Provide detailed context

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

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

Solutions: