User Query

Natural Language

Tool Definitions

(Functions/APIs)

LLM Intent Analysis

Tool Needed?

Direct Textual
Response

Structured
Function Call

Backend Execution

(API / DB)

Evaluate & Verify

Accuracy Check

Final Natural
Language Response