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

1. What BEST protects sensitive test data at rest and in transit?

A) Use public file shares with read-only links
B) Rely on obfuscation instead of encryption
C) Enforce role-based access controls
D) Disable TLS and rely on VPN only

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

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

3. What does an embedding represent in an LLM?

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

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

5. What defines a prompt pattern in the context of structured GenAI capability building?

A) Applying a reusable and structured template that guides GenAI models toward consistent outputs
B) Maintaining static documentation repositories without real-time prompt standardization processes
C) Using ad hoc prompts without reference to previously proven structures or examples
D) Treating prompts as access credentials or compliance records rather than functional templates

Solutions: