Exam Certified Generative AI Engineer Associate topic 1 question 16 discussion

B is providing a **specific format (JSON format)** for engineers to classify inventory status for customer inquiries via LLM. This requires the model to clearly output inventory status and output this structured in JSON format, making it suitable for post-processing the data or using it in automated systems. Compared to other options, B provides specific guidelines to accurately manage classification labels. A and C each require an “In Stock” or “Out of Stock” response, but do not provide clear guidance on specific labeling formats or processes. D requires a response about inventory status, but is insufficient because it does not provide a specific data format or structured output.

D is correct

D. You will be given a customer call transcript where the customer inquiries about product availability. Respond with “In Stock” if the product is available or “Out of Stock” if not. Dear service provider, Please do not leave it with CORRECT ANSWER and Community Vote Distribution. Please provide silid explanation.

Option B doesn't tell when to use "In Stock" and "Out of Stock". D should be the correct answer