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

1. Which competency MOST helps testers steer LLMs to produce useful, on-policy testware?

A) Designing custom CPU instructions
B) Configuring network routers
C) Writing low-level device drivers
D) Mastering prompt engineering

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

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

3. 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) iv -> i -> iii -> ii
B) i -> iv -> iii -> ii
C) iii -> iv -> i -> ii
D) iv -> iii -> i -> ii

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

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

5. Which setting can reduce variability by narrowing the sampling distribution during inference?

A) Increasing temperature
B) Using a larger context window
C) Increasing learning rate
D) Lowering temperature

Solutions: