• MARGINS
  • PAYBACK
  • BENCHMARKS
  • HUMAN

How to assess unit economics health with your AI

Connect your financial data to your AI client to spot cracks in your business model. It turns raw numbers into a clear picture of sustainability.

Ask AI about this page

Short answer

Can my AI tell me if my business model is actually working?

Yes. Your AI uses your revenue and cost data to calculate margins and payback periods, then compares those figures to industry benchmarks. You get a clear health rating based on your actual unit economics.

The outcomes of your analysis.

Where your data lands.

The AI processes your data through these four specific lenses.

MARGINS

Contribution margin check

The AI calculates how much each sale covers your fixed costs. You'll see exactly where your profit sits per unit.

PAYBACK

Payback period analysis

It determines how long it takes to recoup the cost of acquiring a customer. This tells you if your growth is sustainable.

BENCHMARKS

Industry health rating

The AI compares your metrics against standard industry benchmarks. It flags whether your numbers are healthy or falling behind.

HUMAN

Strategic pivot points

The AI identifies where the math fails, but you decide how to change your pricing or acquisition strategy. You handle the final decisions.

The workflow

What your AI does when the data arrives.

The AI moves from raw math to a high-level health assessment.

  1. Isolate unit profit

    The AI strips away fixed costs to find your true profit per unit sold.

    calculate_contribution_margin

  2. Measure recovery time

    It calculates the time required to earn back your customer acquisition costs.

    calculate_payback_period

  3. Compare to standards

    The AI evaluates your specific metrics against common industry performance levels.

    rate_health

  4. Identify risks

    The AI flags any metrics that fall below acceptable thresholds for your sector.

    rate_health

Try it

Copy these to start.

Use these prompts to kick off the analysis with your AI client.

Starting points

Replace the bracketed text with your actual data sources like a specific spreadsheet or a CSV file.

Unit Economics Calculator Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_s1cbNLJ0UMJ5FPPlTZsmZh0hTKp65M5XdHhH7wIU/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Unit Economics Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "unit-economics-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_s1cbNLJ0UMJ5FPPlTZsmZh0hTKp65M5XdHhH7wIU/mcp"
    }
  }
}
Copy into chat04

  • Calculate my contribution margin using the data in my 'Q3_Sales_Report.csv' file.

  • Based on my current CAC and LTV in this Google Sheet, what is my payback period?

  • Rate the health of my business model using the metrics from my latest revenue export.

  • Compare my current payback period from 'Customer_Acquisition_Data.xlsx' against industry standards.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Unit Economics Calculator once, then ask.

Just link the MCP to your preferred client. Your credentials stay encrypted, and you can start running math immediately.

Connect Unit Economics Calculator to your AI

FAQ

How this task behaves

  • 01

    Can the AI change my pricing in my billing software?

    No. The AI only reads and calculates data. It cannot execute changes or write to your billing systems.

  • 02

    Does the AI store my financial data?

    No. The AI processes the data you provide in the chat session, but it does not store your sensitive financial records.

  • 03

    What kind of files can I use for this?

    You can use any data you can provide to your AI client, such as CSVs, Excel files, or direct connections to your accounting sheets.

  • 04

    Can the AI predict my future unit economics?

    No. The tools are designed to analyze your current and historical data to assess existing health, not to run predictive simulations.

  • 05

    Will the AI tell me exactly what to do to fix my margins?

    No. The AI provides the health rating and the math, but the actual business decisions and strategic pivots are entirely up to you.

  • More questions about Unit Economics Calculator? The Connector page answers them. See everything the Unit Economics Calculator Connector can do

Connect Unit Economics Calculator to Claude, Cursor, ChatGPT & more