# Track LLM token costs per customer with Langchain: n8n workflow

> Started by someone submitting a form, and works across Gmail and Google Sheets. 12 steps: a working afternoon to understand properly.

Source: https://millionrounds.com/workflow/track-llm-token-costs-per-customer-with-langchain (Millionrounds; every figure on the page links to its filing or article)

[Automation library](https://millionrounds.com/workflows) · [Data collection](https://millionrounds.com/workflows?category=Data+collection#library)

# Track LLM token costs per customer with Langchain

Started by someone submitting a form, and works across Gmail and Google Sheets. 12 steps: a working afternoon to understand properly.

Medium

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Ftrack-llm-token-costs-per-customer-with-langchain)

**12 steps** Medium: a working afternoon

**0** Branches: places the flow splits

**0** Loops or waits

**2** Services it connects to

## The flow

Starts it 2 Model 2 Logic 2 Service 6

The steps in the order they run, from what starts it.

- 1 **Client Usage Log** Google Sheets Tool *Service*
- 2 **On form submission** Form trigger *Starts it*
- 3 **Every End of Month** Schedule trigger *Starts it*
- 4 **Custom LLM Subnode** Code *Model*
- 5 **Parse PDF Upload** Extract From File *Service*
- 6 **Get Client Logs** Google Sheets *Service*
- 7 **Extract Resume Data** Information Extractor *Model*
- 8 **Logging Attributes** Set *Logic*
- 9 **Filter Last Month** Filter *Logic*
- 10 **Display JSON Document** Form *Service*
- 11 **Calculate Totals** Summarize *Service*
- 12 **Send Invoice** Gmail *Service*

## How it's built

- **Starts on:** Someone submitting a form
- **Steps:** 12
- **Size:** Medium: a working afternoon
- **Connects to:** Gmail, Google Sheets
- **Model:** None. This is plumbing, not judgement

## Questions

What does it need to run?

An n8n account, plus your own Gmail and Google Sheets accounts. You connect your own accounts after importing it; none are included.

What starts it?

It starts on someone submitting a form.

Does it use AI?

No. Every step is fixed logic or a call to a service, so it does the same thing every time.

How long does it take to set up?

Plan an afternoon. 12 steps is enough that you should read each one before running it.

How do I import it?

Copy the workflow, open a new workflow in n8n and paste. The steps appear on the canvas, ready for your own accounts.

**Before you run it**

Nothing here has been tested by us. It is somebody's working automation, read and described from its own steps. Treat the connections it wants as a list of accounts it will touch, and read the 12 steps before you point it at anything that matters.

## Run it in n8n

- **Create your n8n account** Free to start. n8n is where the workflow runs. [Create an n8n account ↗](https://millionrounds.com/n8n)
- **Download the workflow** Free with a Millionrounds account. [Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Ftrack-llm-token-costs-per-customer-with-langchain)
- **Paste it into n8n** Open a new workflow in n8n and paste. Then connect your own accounts.

Stored with the author's traces removed: canvas notes, instance identifiers, saved credential names and any live document they had left behind.

## Connects to

Each opens the other workflows that use it.

[Gmail](https://millionrounds.com/workflows?service=Gmail#library)[Google Sheets](https://millionrounds.com/workflows?service=Google+Sheets#library)

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