CT-GenAI: Certified Tester Specialist Level – Testing with Generative AIDemo

Question

You are completing a test-automation task that generates XML-based test conditions that must conform to a strict schema. To reduce errors and preserve formatting consistency, you choose to use a Generative AI model.

Which of the following is the BEST way to prompt the model so that it produces valid XML output across multiple iterations?

A Provide several examples of valid XML outputs and ask the model to continue the pattern.
B Ask the model to generate XML based on a description of the XML schema.
C Instruct the model to reason about XML generation before producing the output.
D Chain two prompts: first to generate test ideas, then to convert them into XML.

Explanation

Few-shot prompting with several valid XML examples gives the model concrete demonstrations of the required schema structure and formatting. This is the most direct way to reinforce consistently valid XML across repeated outputs.

CT-GenAI: Certified Tester Specialist Level – Testing with Generative AIDemo

AstroTutor

Notes

Readiness

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