• GAP ANALYSIS
  • SECTOR DATA
  • TREND REPORTS
  • HUMAN REVIEW

How to benchmark retention rates with your AI

Connect your data once. Your AI then handles the math of comparing your metrics against industry standards.

Ask AI about this page

Short answer

How can I compare my retention to industry benchmarks?

Your AI client pulls your specific cohort data and runs it against standard SaaS or FinTech benchmarks. You'll get a direct comparison of your performance gaps and strengths.

The outcomes.

Where your insights land.

The AI processes your data and organizes the results into these specific outcomes.

GAP ANALYSIS

Identify performance gaps

The AI compares your cohort curves to industry averages. You get a clear view of where your retention falls short of the standard.

SECTOR DATA

Industry-specific context

The AI pulls benchmarks tailored to your specific sector, like FinTech or SaaS. This ensures you aren't comparing apples to oranges.

TREND REPORTS

Track cohort shifts

The AI looks at how your retention changes over time. You'll see if your product health is improving or declining relative to the market.

HUMAN REVIEW

Strategic decision making

The AI provides the raw comparison and the delta. You decide which product changes to implement based on these findings.

The workflow

What your AI does when the data arrives.

The AI handles the math and the lookup so you can focus on the strategy.

  1. Data ingestion

    Your AI client reads your current retention metrics from your connected data source.

    compare_performance_to_benchmark

  2. Benchmark matching

    The AI identifies the correct industry standard, such as SaaS or FinTech, to use for the comparison.

    compare_performance_to_benchmark

  3. Delta calculation

    The AI calculates the exact difference between your cohort retention and the benchmarked average.

    compare_performance_to_benchmark

  4. Summary generation

    The AI presents the comparison in a way that highlights your specific performance outliers.

    compare_performance_to_benchmark

Try it

Copy these to start.

Use these prompts to kick off the benchmarking process.

Starting points

Swap the bracketed text for your actual data sources or industry names.

Cohort Retention Analytics Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_0clZooXkip3nj1SVREyeX8jIZAq7iA6bQySCHT9q/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 — Cohort Retention Analytics capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "cohort-retention-analytics-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_0clZooXkip3nj1SVREyeX8jIZAq7iA6bQySCHT9q/mcp"
    }
  }
}
Copy into chat04

  • Compare my current SaaS cohort retention from my Google Sheet against industry standards.

  • How does my FinTech retention look compared to the standard benchmarks?

  • Run a benchmark comparison for my product's Month 3 retention using my connected database.

  • Show me the delta between my current retention rates and the average for my sector.

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

Start here

Connect Cohort Retention Analytics once, then ask.

Just link your data source. Your credentials stay encrypted, and you can start asking questions immediately.

Connect Cohort Retention Analytics to your AI

FAQ

How this task behaves.

  • 01

    Can the AI change my actual retention data?

    No. The AI only reads your data to perform the comparison; it cannot modify your source records.

  • 02

    Does the AI automatically update my dashboard?

    No. The AI provides the analysis in your chat interface. You must manually update your dashboards with the findings.

  • 03

    What industries can I benchmark against?

    The AI supports standard benchmarks for sectors like SaaS and FinTech.

  • 04

    Can I use this with any AI client?

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

  • 05

    Do I need to upload a CSV every time?

    No. Once you connect the data source, your AI can access the metrics directly.

  • More questions about Cohort Retention Analytics? The Connector page answers them. See everything the Cohort Retention Analytics Connector can do

Connect Cohort Retention Analytics to Claude, Cursor, ChatGPT & more