📊 Token Estim8r UI – visualize token usage analytics dashboard in n8n

📊 Visualize all your AI Token Usage analytics Dashboard using a single n8n Workflow

Artwork Generated with ✨ ideoGener8r n8n workflow template

Token Estim8r UI is the premium version of our token tracking solution for n8n users who want real-time insight into AI model usage and exact cost per execution — all in a beautifully designed analytics dashboard.

We've done the work with over 4000 lines of code for you to simply add a pre-configured HTTP Request node to the end of any workflow you want to track, and Token Estim8r UI will handle the rest: collecting data, analyzing token usage, calculating model costs, and feeding everything into a clean UI with charts, graphs, and summaries.

🖼️ What the Dashboard Looks Like

🙋‍♂️ Who is this for?

This workflow is perfect for:

• AI engineers
• Automation specialists
• Business analysts
• Teams using OpenAI, Anthropic, Claude, or any token-based LLM

If you’re managing API budgets or optimizing prompt performance, this tool provides immediate visibility into where tokens (and money) are going.

😌 What problem does this solve?

n8n makes it easy to build powerful workflows — but it doesn’t natively track OpenAI token usage or cost. Without that visibility, it’s impossible to:

• Know what each automation is costing
• Spot inefficiencies in prompt construction
• Track cost trends over time

Token Estim8r UI solves that with zero manual logging.

⚙️ What this workflow does

• Fetches detailed execution logs from n8n
• Extracts prompt/completion token usage per model/tool
• Optionally retrieves live pricing or use preset pricing as of 4/2025
• Calculates total cost per run
• Sends data to a backend for aggregation
• Displays a full-featured analytics dashboard with:
  • Total tokens, cost, and usage trends
  • Most used models/tools
  • Workflow-model correlations
  • Cost breakdowns and comparisons
  • Workflow usage over time
  • Auto-complete workflow search with filtering by ID or name
  • Filter by date or workflow (single or all workflows)
  • Built in image server
  • Sortable & searchable data table of filtered results with:
    • Prompt & completion token breakdown
    • Cost calculations
    • Workflow name + direct link to the workflow
    • Link to exact execution in n8n

🛠️ How Setup Works

1. Import the Token Estim8r UI workflow into your n8n instance
2. Deploy the included dashboard (React/Next.js app, hosted or self-hosted)
3. Configure Google Sheets or your preferred backend (e.g., Supabase, Airtable)
4. Copy the prebuilt HTTP Request node into the end of any n8n workflow
5. Run your workflow — data is captured, aggregated and stored automatically in Google Sheets 🎉

🔄 What Makes This Better than the simple version?

The simple version logs to Google Sheets only. This premium UI version adds:

• Full analytics dashboard
• Cost aggregation across all workflows
• Graphs, filters, and model/tool comparisons

🔧 Customization Ideas

• Switch backend to Supabase or Firebase
• Add alerts via Slack when costs exceed thresholds
• Build weekly token cost summaries
• Track model performance across teams
• Add filters by user/session/timeframe

🧠 Why Users Love It

"Token Estim8r UI is exactly what I needed to take control of my AI costs inside n8n. It’s plug and play — and the dashboard makes optimization easy."
– Beta user, AI Ops Lead

😐 If you're serious about building with AI in n8n,

Token Estim8r UI gives you the visibility to scale confidently. 🚀