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

1. What is a key data-related aspect when defining a GenAI strategy for testing?

A) Use only auto-generated synthetic data to avoid dependency on enterprise repositories
B) Neglect legacy data sources as they provide limited immediate relevance to testing tasks
C) Aggregate data from all available organizational repositories without filtration
D) Prioritize accurate and relevant input data secured through defined quality procedures

2. You are tasked with applying structured prompting to perform impact analysis on recent code changes. Which of the following improvements would BEST align the prompt with structured prompt engineering best practices for comprehensive impact analysis?

A) Add a step to review the change log for syntax errors before analysis.
B) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
C) Specify that the role is a test architect specializing in CI/CD pipelines.
D) Include references to version control systems like Git in the constraints.

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

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

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 about fine-tuning for test tasks is INCORRECT?

A) It replaces the model's general knowledge entirely and prevents overfitting
B) It can be applied to smaller SLMs to improve task performance with lower compute
C) It adapts a pre-trained model to a domain using task-specific data
D) It enhances relevance to organizational terminology and formats

Solutions: