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Hammad Yousuf.
LLM tool calling · NOTE 02

Tool calling: test the complete round trip

Your tool call passed. Did the user ever get the result?

Starter template · 4 October 2026
Hammad Yousuf
By Hammad YousufSoftware, AI & automation
REQUEST → EXECUTE → RETURN RESULT
Tool round-trip test prompt · Open access

What to inspect

Treat tool selection, execution, result handoff and the final answer as separate checkpoints. A model requesting a function does not prove that the function ran. Keep a correlation identifier so each returned result belongs to the right call.

Worked example

Example test: request the status of order DEMO-42. A mock tool returns status=delayed. The final answer must report delayed. Repeat with a tool error and verify that the assistant reports the limitation instead of inventing a delivery date.

Copy the full prompt

Adapt the inputs to your task. Remove private data before sending anything to a model. This page copies text locally; it does not run the prompt.

Full prompt · adapt the inputs
Write a local test plan for [TOOL INTEGRATION]. Trace the user request, tool-call identifier, validated arguments, tool result and final answer. Use a mock tool and no external writes. Include a success, malformed arguments, a tool timeout, an unknown tool and an out-of-order result. State the expected behavior for each case. Check the current provider API documentation before proposing SDK code.

Review checklist

  1. Validate arguments before calling the tool.
  2. Match the result to its call identifier.
  3. Exercise tool failures as well as success.
  4. Check the final answer against the actual result.

Keep the resource

Download the complete note ↓Markdown · explanation, example, prompt and checklistDownload the prompt ↓Plain text · ready to adaptOpen the full-size visual ↓SVG · scalable reference diagram

Documentation & scope

OpenAI: function calling ↗

This is an original workflow template with an illustrative example. It does not report completed model tests or measured performance. Provider APIs can change; check the linked documentation for your exact integration.

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Bring the task, inputs and the result you need. We can discuss the integration and the checks around it.

Discuss your workflow ↗