[](https://hamel.dev/blog/posts/llm-judge/#cb2-1){
[](https://hamel.dev/blog/posts/llm-judge/#cb2-2) "user_input": "Where's my order #ABC123?",
[](https://hamel.dev/blog/posts/llm-judge/#cb2-3) "function_calls": [
[](https://hamel.dev/blog/posts/llm-judge/#cb2-4)   {
[](https://hamel.dev/blog/posts/llm-judge/#cb2-5)     "name": "search_order_database",
[](https://hamel.dev/blog/posts/llm-judge/#cb2-6)     "args": {"order_id": "ABC123"},
[](https://hamel.dev/blog/posts/llm-judge/#cb2-7)     "result": {
[](https://hamel.dev/blog/posts/llm-judge/#cb2-8)       "status": "not_found",
[](https://hamel.dev/blog/posts/llm-judge/#cb2-9)       "valid_patterns": ["XXX-XXX-XXX"]
[](https://hamel.dev/blog/posts/llm-judge/#cb2-10)     }
[](https://hamel.dev/blog/posts/llm-judge/#cb2-11)   },
[](https://hamel.dev/blog/posts/llm-judge/#cb2-12)   {
[](https://hamel.dev/blog/posts/llm-judge/#cb2-13)     "name": "retrieve_context",
[](https://hamel.dev/blog/posts/llm-judge/#cb2-14)     "result": {
[](https://hamel.dev/blog/posts/llm-judge/#cb2-15)       "relevant_docs": [
[](https://hamel.dev/blog/posts/llm-judge/#cb2-16)         "Order numbers follow format XXX-XXX-XXX",
[](https://hamel.dev/blog/posts/llm-judge/#cb2-17)         "New users should check confirmation email"
[](https://hamel.dev/blog/posts/llm-judge/#cb2-18)       ]
[](https://hamel.dev/blog/posts/llm-judge/#cb2-19)     }
[](https://hamel.dev/blog/posts/llm-judge/#cb2-20)   }
[](https://hamel.dev/blog/posts/llm-judge/#cb2-21) ],
[](https://hamel.dev/blog/posts/llm-judge/#cb2-22) "llm_intermediate_steps": [
[](https://hamel.dev/blog/posts/llm-judge/#cb2-23)   {
[](https://hamel.dev/blog/posts/llm-judge/#cb2-24)     "thought": "User is new and order format is invalid",
[](https://hamel.dev/blog/posts/llm-judge/#cb2-25)     "action": "Generate help message with format info"
[](https://hamel.dev/blog/posts/llm-judge/#cb2-26)   }
[](https://hamel.dev/blog/posts/llm-judge/#cb2-27) ],
[](https://hamel.dev/blog/posts/llm-judge/#cb2-28) "final_response": "I cannot find that order #. Please check the number and try again."
[](https://hamel.dev/blog/posts/llm-judge/#cb2-29)}