How to assess cohort viability against market conditions with your AI

Your AI client first calculates the raw survival rate for a given cohort over time. It then takes that raw score and adjusts it using external economic indices, giving you a much clearer picture of the cohort's true, sustainable viability. You get a single, adjusted score that tells you if the cohort can survive real market pressure.

1. 01

   Calculate the raw survival rate

   The AI first runs the cohort data through the `get_survival_metrics` tool. This determines the basic survival rate over time, giving you the foundational retention number before any economic adjustments are made.

   get_survival_metrics
2. 02

   Gather external economic data

   Next, the AI uses the `get_environmental_adjustment` tool. It pulls in current external economic indices, like inflation or sector growth, to understand the market context affecting your cohort.

   get_environmental_adjustment
3. 03

   Adjust raw score for market conditions

   The AI combines the raw survival metrics with the external economic data. It calculates the adjusted viability score, which is a much truer reflection of the cohort's sustainable health.

   get_survival_metricsget_environmental_adjustment
4. 04

   Deliver the final viability report

   The final output is a clear report showing the adjusted viability score, pinpointing the specific market indices that caused the largest dips or boosts in the cohort's predicted survival.

   get_environmental_adjustment

Accelerator Survival Analyzer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_o6jK29TPbOYLItprazCxCGNxVkVrpEQh4mOQlRJs/mcpCopy

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 — Accelerator Survival Analyzer capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "accelerator-post-program-survival-analyzer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_o6jK29TPbOYLItprazCxCGNxVkVrpEQh4mOQlRJs/mcp"
    }
  }
}

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

Connecting your AI client is the only step you need to take. Once linked, your agent has access to the full suite of tools, and the complete, step-by-step walkthrough lives right on the Connector page.

• 01

  Can the AI predict future economic recessions?

  No. The AI uses the `get_environmental_adjustment` tool to incorporate current and historical economic indices, but it cannot predict future economic events or recessions.

• 02

  Does this tool tell me which marketing channels are failing?

  No. The tools focus purely on calculating survival rates and adjusting those rates using economic data. It does not analyze marketing channel performance.

• 03

  Will the AI delete my raw cohort data after running the analysis?

  No. The AI reads the data through the tools; it never deletes or modifies your underlying cohort data.

• 04

  Can I use this to calculate the lifetime value (LTV) of a cohort?

  No. The available tools calculate survival metrics and environmental adjustments, but they do not perform a full LTV calculation.

• 05

  Does this process require me to input the economic indices manually?

  No. The AI handles the sourcing of external economic indices using the `get_environmental_adjustment` tool, so you just need to specify the cohort and time frame.

• More questions about Accelerator Post-Program Survival Analyzer? The Connector page answers them. See everything the Accelerator Post-Program Survival Analyzer Connector can do