Templates / Track AI agent token usage and estimate costs in Google Sheets

Track AI agent token usage and estimate costs in Google Sheets

Needs changes

by Solomon ✓ · 24,504 views · created 2025-07-01 · Engineering

Needs changes. This template uses 1 thing(s) that n8n 3.0 removes: AI Agent v1 (old agent modes). 1 breaking item(s) found. Static check, last run 2026-10-19.

What this workflow does

This AI workflow has 13 nodes and runs manually, when you click “Execute workflow” (plus 1 other trigger). Along the way it connects Google Sheets, Google Gemini Chat Model, OpenAI Chat Model and Anthropic Chat Model.

How it runs

Trigger: Manually, when you click “Execute workflow” (plus 1 other trigger).

  1. AI Agent: runs an AI agent, with model: OpenAI; 1 tool (Think)
  2. Get execution data (n8n): get (execution)
  3. Call sub-workflow (Execute Sub-workflow): calls another n8n workflow
  4. Extract token usage data (Edit Fields (Set)): sets 2 fields: execution_id, tokenUsage
  5. Split Out: splits a list into separate items
  6. Sum Token Totals - aggregate by model (Summarize): summarizes / groups the items
  7. Record token usage (Google Sheets): append
  8. Gemini (Google Gemini Chat Model): uses Google Gemini Chat Model
  9. Anthropic (Anthropic Chat Model): uses Anthropic Chat Model

Services it uses

Google SheetsGoogle Gemini Chat ModelOpenAI Chat ModelAnthropic Chat Model

Before you upgrade to n8n 3.0

1 thing in this workflow is removed in n8n 3.0. Fix it before you upgrade:

  • AI Agent v1 (old agent modes) in AI Agent (v1.8): replace with Latest AI Agent node (Tools Agent). For SQL Agent, use a Postgres or MySQL tool with a recent AI Agent.

Rather not rewrite it? Many of these flows can be rebuilt in Make (free plan).

Removed in 3.0Replace with
AI Agent v1 (old agent modes)
AI Agent (v1.8)
Latest AI Agent node (Tools Agent). For SQL Agent, use a Postgres or MySQL tool with a recent AI Agent.

Nodes used (13)

From the author

This n8n template demonstrates how to obtain token usage from AI Agents and places the data into a spreadsheet that calculates the estimated cost of the execution. Obtaining the token usage from AI Agents is tricky, because it doesn't provide all the data…

Excerpt from Solomon's description on n8n.io.

View the original on n8n.io → Check your own copy

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