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

1. What are the three key phases in adopting GenAI in a test organization?

A) Planning; execution; sign-off
B) Discovery; initiation and usage definition; utilization and iteration
C) Prototype; pilot; decommission
D) Training; certification; outsourcing

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) Specify that the role is a test architect specializing in CI/CD pipelines.
C) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
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) Rely on obfuscation instead of encryption
B) Disable TLS and rely on VPN only
C) Use public file shares with read-only links
D) Enforce role-based access controls

4. You must generate test cases for a new payments rule. The system includes API specifications stored in a vector database and prior tests in a relational database. Which of the following sequences BEST represents the correct order for applying a Retrieval-Augmented Generation (RAG) workflow?
i. Retrieve semantically similar specification chunks from the vector database ii. Feed both retrieved datasets as context for the LLM to generate new test cases iii. Retrieve relevant historical cases from the relational database iv. Submit a focused query describing the new test requirement

A) i -> iv -> iii -> ii
B) iii -> iv -> i -> ii
C) iv -> iii -> i -> ii
D) iv -> i -> iii -> ii

5. The model flags anomalies in logs and also proposes partitions for input validation tests. Which metrics BEST evaluate these two outcomes together?

A) Accuracy for anomaly detection and Precision for coverage of valid/invalid partitions
B) Precision for anomaly identification and recall for coverage of valid/invalid partitions
C) Diversity for anomaly identification and precision for partitions
D) Time efficiency for anomaly detection and accuracy for coverage of valid/invalid partitions

Solutions: