What is function calling in LLMs?

Function calling allows LLMs to invoke external tools or APIs using structured outputs instead of generating only free-form text.

Function calling enables LLMs to behave as orchestrators rather than isolated text generators. Instead of answering directly, the model outputs a structured function request with parameters.

The workflow is:

This significantly improves reliability because factual operations are delegated to deterministic systems.…