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

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

2. You must use GenAI to perform test analysis on a payments module with finalized requirements: (1) generate test conditions, (2) prioritize by risk, (3) check coverage gaps. Which sequence best applies prompt chaining?

A) Prioritize requirements -> generate conditions -> review defects
B) Detect requirement defects -> generate conditions -> prioritize
C) Generate conditions -> prioritize by risk -> map to requirements to find gaps
D) Generate prioritized conditions in one shot -> verify coverage

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

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

4. Which statement BEST differentiates an LLM-powered test infrastructure from a traditional chatbot system used in testing?

A) It provides fixed responses from predefined rule sets and scripts
B) It produces scripted conversational responses similar to traditional bots
C) It dynamically generates test insights using contextual information
D) It focuses primarily on visual dashboards and user navigation features

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

Solutions: