• BENCHMARKS
  • HEALTH
  • GAPS
  • HUMAN

How to diagnose growth sustainability with your AI

Connect your data once. Your AI then checks your growth, churn, and retention against industry standards to see if your product is actually healthy.

Ask AI about this page

Short answer

Can my AI check if my growth is sustainable?

Yes. Your AI pulls your specific metrics and compares them to industry benchmarks to find where your growth might be stalling or leaking. You get a clear view of your product's long-term viability.

Where your insights land.

The outcomes of your analysis.

The AI processes your data to produce these four specific results.

BENCHMARKS

Industry comparison

The AI maps your numbers to standard industry ranges. You see exactly how you stack up against typical performance.

HEALTH

Sustainability check

It flags whether your growth is coming from healthy retention or just expensive acquisition. You'll know if your model is built to last.

GAPS

Metric anomalies

The AI identifies specific leaks, like high churn or low LTV, that deviate from healthy patterns. It points you to the exact problem areas.

HUMAN

Strategic direction

The AI provides the data and the warnings, but you decide which product changes to make. It leaves the final strategy to you.

The workflow

What your AI does when the data arrives.

The AI handles the math and the comparisons so you don't have to.

  1. Pull metrics

    Your AI reads your latest growth, retention, and churn data from your connected sources.

    evaluate_growth_health

  2. Compare benchmarks

    It matches your specific numbers against established industry standards for your sector.

    evaluate_growth_health

  3. Spot deviations

    The agent looks for any metrics that fall outside of healthy, sustainable ranges.

    evaluate_growth_health

  4. Report health

    It summarizes your growth sustainability and highlights critical risks to your product health.

    evaluate_growth_health

Try it

Copy these to start.

Paste these into your chat to begin the analysis.

Starting points

These are opening lines. Swap out the specific data source, like a Google Sheet or a database name, for your own.

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

  • Compare my churn numbers in this Google Sheet against SaaS industry benchmarks.

  • Check the growth sustainability of my product using the metrics in my SQL database.

  • Analyze my retention cohorts from this CSV and tell me if they look healthy.

  • Is my growth sustainable based on the acquisition and churn data in this spreadsheet?

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

Start here

Connect Growth Accounting Framework once, then ask.

Connect your data source once. Your login stays encrypted on our side, and you can start asking questions in your AI client immediately.

Connect Growth Accounting Framework to your AI

FAQ

How this task behaves.

  • 01

    Can the AI change my growth data?

    No. The AI only reads your data to perform calculations and comparisons. It cannot modify your original files or databases.

  • 02

    Does the AI decide my product roadmap?

    No. The AI identifies the gaps and health issues, but the actual strategic decisions and roadmap planning stay with you.

  • 03

    What data do I need to provide?

    You need to provide metrics like churn rate, customer acquisition cost, and retention rates through your connected data source.

  • 04

    How does it know which industry benchmarks to use?

    Your AI uses the context you provide in your prompt to match your metrics against the relevant industry standards.

  • 05

    Can I use this with any AI client?

    Yes, as long as your client is MCP-compatible, like Claude, Cursor, or Windsurf.

  • 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