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

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

3. A prompt begins: "You are a senior test manager responsible for risk-based test planning on a payments platform." Which component is this?

A) Context
B) Role
C) Instruction
D) Constraints

4. What distinguishes an LLM-powered agent from a basic AI chatbot in test processes?

A) Reliance on predefined templates to generate short, factual answers
B) Use of a conversational tone and improved response personalization
C) Ability to trigger automated actions beyond conversation
D) Ability to respond to prompts without explicit user instructions

5. A tester uploads crafted images that steer the LLM into validating non-existent acceptance criteria. Which attack vector is this?

A) Malicious code generation
B) Data exfiltration
C) Data poisoning
D) Request manipulation

Solutions: