Track AI Token Usage Metrics for OpenAI & Gemini in n8n
Extracts and summarizes prompt, completion, and total token usage from n8n executions for OpenAI and Gemini nodes, delivering aggregated metrics and per-model breakdowns.
This n8n workflow is designed to track and monitor AI token consumption in workflows utilizing OpenAI and Gemini models. By providing an execution_id and an array of AI node names (e.g., ['openai', 'gemini']), it fetches the full execution data, scans the specified nodes for token usage details, aggregates prompt, completion, and total tokens, and compiles a list of models used. The output includes comprehensive totals and a detailed breakdown per model, making it easy to analyze resource usage post-execution.
To use it effectively, configure the workflow to run at the end of your main AI workflow with 'Wait for completion' disabled to ensure full execution data is captured. This prevents blocking and guarantees accurate metrics. It's ideal for developers and teams building AI-driven automations who need reliable insights without manual logging.
Benefits include precise cost forecasting (since tokens directly impact API bills), prompt optimization by identifying high-usage patterns, and usage auditing for compliance or performance tuning. Use cases span AI content generation in publishing, media automation for scriptwriting or image prompting, dev tools for testing model efficiency, and enterprise AI pipelines where token budgets are critical. Save hours of manual data extraction and enable data-driven decisions to reduce expenses by 20-50% through better model and prompt management.
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How to import this workflow into n8n
- 1Purchase or download the workflow to get the n8n workflow JSON file.
- 2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
- 3Open each node marked with a credential warning and connect your own accounts and API keys.
- 4Run the workflow once manually to verify the data flow, then toggle it to Active.
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