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

2. Which option BEST differentiates the three prompting techniques?

A) Chaining = give examples; Few-shot = break tasks; Meta = manual edits only
B) Few-shot = examples; Chaining = multi-step prompts; Meta = model helps draft/refine prompts
C) Few-shot = no examples; Chaining = single prompt; Meta = disable iteration
D) Meta = step decomposition; Chaining = zero-shot only; Few-shot = manual optimization

3. 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) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
B) Include references to version control systems like Git in the constraints.
C) Specify that the role is a test architect specializing in CI/CD pipelines.
D) Add a step to review the change log for syntax errors before analysis.

4. When an organization uses an AI chatbot for testing, what is the PRIMARY LLMOps concern?

A) Maximizing scalability by deploying larger cloud-based LLM clusters
B) Maintaining data privacy and minimizing security risks from external services
C) Focusing primarily on user experience improvements and response formatting
D) Achieving faster responses by reducing model checkpoints and updates

5. Which statement BEST contrasts interaction style and scope?

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

Solutions: