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AI0-001 Implementing AI Solutions Practice Question

A company has an existing AI chatbot that uses a fine-tuned LLM to answer customer queries. They want to add the ability to retrieve real-time order status from their database. Which integration pattern should they use?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Implement function calling so the model can trigger a database query and receive the result

Function calling allows the LLM to request database queries, and the application can execute them and return results.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Implement function calling so the model can trigger a database query and receive the result

    Why this is correct

    Function calling enables the model to request live data from external systems like a database.

  • Prompt the user to check the order status manually

    Why it's wrong here

    This does not automate the process and degrades user experience.

  • Use RAG to retrieve order status from a vector store

    Why it's wrong here

    RAG is for static documents, not real-time transactional data that changes frequently.

  • Embed the database query results directly into the model's training data

    Why it's wrong here

    Embedding real-time data into training is impractical and would require constant retraining.

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