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

1. You are using an LLM to assist in analyzing test execution trends to predict potential risks. Which of the following improvements would BEST enhance the LLM's ability to predict risks and provide actionable alerts?

A) Specify that the role is a test analyst with expertise in predictive analytics and risk management.
B) Emphasize constraints that focus on deviations that could impact release timelines or quality gates.
C) Add an instruction to calculate statistical variance and highlight tests that deviate by more than 20% from baseline metrics.
D) Expand the output format to include risk predictions with severity levels, recommended actions, and a timeline for team intervention based on trend analysis.

2. Who typically defines the system prompt in a testing workflow?

A) End user during normal chat use
B) A tester configuring the assistant
C) CI server automatically without human input
D) Product owner in user stories only

3. Which statement BEST describes vision-language models (VLMs)?

A) VLMs process audio and video but not images.
B) VLMs are a subset of multimodal LLMs integrating visual and textual information.
C) VLMs are a superset of multimodal LLMs.
D) VLMs are unrelated to multimodal LLMs and focus only on UI automation.

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

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

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

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

Solutions: