$25

📊 Token Estim8r UI – Visualize Token Usage analytics Dashboard in n8n

I want this!

📊 Token Estim8r UI – Visualize Token Usage analytics Dashboard in n8n

$25

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

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.

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. 🚀


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1. Comprehensive Research & Development
We invest significant time and resources into researching use cases and potential edge cases to ensure our templates meet real-world needs. Every product is planned with meticulous detail to deliver an intuitive, effective solution for your workflows.

2. Unique Code & Custom User Interfaces
All of our n8n templates are developed from scratch—no reused code, no generic “off-the-shelf” plugins. Each one includes custom-built user interface elements designed specifically for single n8n workflows. This focus on unique design ensures you benefit from a seamless, purpose-built experience.

3. Thorough Testing & Quality Assurance
Before any template is published, we conduct extensive tests—functional checks, stress tests, and user simulations—to confirm that it runs smoothly across a range of scenarios. We address edge cases you may encounter so that you can trust in a stable, polished product.

4. Ongoing Support & Maintenance
Beyond initial development, we cover expenses such as image hosting and provide continuous support to help you get the most out of your purchase. If you have questions, encounter unexpected behavior, or need guidance on setup, our support team is here to assist.

5. Why Our Digital Products Are Non-Returnable
Because our products are delivered in a digital format and can be accessed immediately, there is no way to “return” the item once it’s downloaded. We appreciate your understanding that refunds are not possible under these circumstances—especially given the considerable research, development, testing, and maintenance that go into creating each template and that the product is not able to be physically returned once in your posession.

Thank you for respecting our no-refund policy. We truly value your interest in our work and are committed to providing the best possible user experience for every customer. If you have any questions, please reach out—we’re always happy to help.

Last updated Apr 12, 2025