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

1. A team notices vague, inconsistent LLM outputs for the same story for two different prompts. Which technique BEST helps choose the stronger wording among two prompt versions using predefined metrics?

A) Integrating user feedback
B) A/B testing of prompts
C) Output analysis
D) Iterative prompt modification

2. Which AI approach requires feature engineering and structured data preparation?

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

3. Which concept refers to breaking text into smaller units for processing by LLMs?

A) Tokenization
B) Transformer
C) Context Window
D) Embeddings

4. Which statement BEST contrasts interaction style and scope?

A) Chatbots require API integration; LLM apps do not.
B) Chatbots enforce fixed workflows; LLM apps support free-form exploration beneficial for software testing
C) Chatbots enable conversational interactions; LLM apps provide capabilities for defined test tasks.
D) Both are identical aside from UI theme.

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

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

Solutions: