• METRICS
  • TRENDS
  • INSIGHTS
  • HUMAN

How to calculate growth efficiency metrics with your AI

Connect your raw user data once. From there, your AI handles the heavy lifting of growth accounting.

Ask AI about this page

Short answer

How can I automate my growth accounting?

Your AI uses the Growth Accounting Framework to pull raw user activity and run the math for metrics like Quick Ratio and Stickiness. You get the exact numbers without building complex formulas in a spreadsheet. Here is how the data flows.

The results you get.

Where your data goes.

Once the data is connected, your AI produces these specific outputs.

METRICS

Instant growth ratios

The AI runs the math for Quick Ratio and Stickiness using your raw logs. You get the final numbers immediately.

TRENDS

Growth velocity tracking

The agent compares current user data against previous periods. This shows if your efficiency is actually improving.

INSIGHTS

Churn and stickiness analysis

By looking at user retention patterns, the AI identifies where your stickiness is dropping. It flags specific cohorts for you.

HUMAN

Strategic decision making

The AI provides the numbers, but you decide what to do about them. You interpret the trends to set your next roadmap.

The workflow

What your AI does when the data arrives.

The AI moves from raw data ingestion to finished metric reporting.

  1. Data ingestion

    Your agent pulls the necessary user activity and subscription logs from your connected sources.

    calculate_growth_metrics

  2. Metric computation

    The AI applies the growth accounting formulas to the raw datasets to find your ratios.

    calculate_growth_metrics

  3. Cohort grouping

    The agent organizes users into specific time-based cohorts to check for stickiness trends.

    calculate_growth_metrics

  4. Report generation

    The AI summarizes the calculated Quick Ratio and Stickiness into a readable format for your chat.

    calculate_growth_metrics

Try it

Copy these to start.

Use these prompts to trigger the math immediately.

Starting points

These are starting points. Replace the specific data sources with your actual database or sheet names.

Growth Accounting Framework Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_BwNh9Of8HL1D6Dm9nKDKxuaH0EFsiLPmdaOR37af/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 — Growth Accounting Framework capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "growth-accounting-framework-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_BwNh9Of8HL1D6Dm9nKDKxuaH0EFsiLPmdaOR37af/mcp"
    }
  }
}
Copy into chat04

  • Calculate my Quick Ratio using the user data in my production database.

  • What is our current Stickiness based on the activity logs in this spreadsheet?

  • Compare the growth efficiency metrics from last month to this month using my raw user data.

  • Show me the cohort-based stickiness trends from the recent user activity logs.

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

Start here

Connect Growth Accounting Framework once, then ask.

You only need to link your data source once. Your credentials stay encrypted, and you can start asking questions in any MCP-compatible client.

Connect Growth Accounting Framework to your AI

FAQ

How the task behaves

  • 01

    Can the AI change my raw user data?

    No. The AI only reads your data to perform calculations. It cannot modify, delete, or overwrite your original records.

  • 02

    Does the AI create new spreadsheets for me?

    No. The AI calculates the metrics and presents the results directly in your chat interface.

  • 03

    What metrics can it actually calculate?

    It is built specifically for growth accounting, focusing on Quick Ratio and Stickiness.

  • 04

    Do I need to write the math formulas myself?

    No. The AI handles the math automatically once it has access to the raw data.

  • 05

    Can I use this with my existing AI client?

    Yes. Once connected via Vinkius, you can use it in any MCP-compatible client like Claude or Cursor.

  • More questions about Growth Accounting Framework? The Connector page answers them. See everything the Growth Accounting Framework Connector can do

Connect Growth Accounting Framework to Claude, Cursor, ChatGPT & more