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

1. Which statement BEST contrasts interaction style and scope?

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

2. How do tester responsibilities MOSTLY evolve when integrating GenAI into test processes?

A) Transitioning from manual execution to complete automation with no human oversight
B) Shifting from test execution toward reviewing, refining, and validating AI-generated testware
C) Moving from black-box exploratory testing toward exclusively performing code-based white-box checks
D) Replacing existing test coverage validation with automated summary reports generated by AI

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

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

4. What is a hallucination in LLM outputs?

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

5. 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) Maximizing scalability by deploying larger cloud-based LLM clusters
D) Achieving faster responses by reducing model checkpoints and updates

Solutions: