• HEALTH
  • RISK
  • ACTION
  • HUMAN

How to assess cohort stability and risk with your AI

Connect your AI to the Accelerator Cohort Optimizer to pull health data and risk profiles for any group of startups.

Ask AI about this page

Short answer

How can I check the health and risk of my startup cohort?

Your AI uses the evaluate_cohort_health tool to scan startup data and generate diagnostic reports. You'll get a breakdown of stability metrics and specific risk profiles for the selected group.

Where your data lands.

The diagnostic outcomes.

The AI processes your cohort data into these specific outputs.

HEALTH

Stability reports

The AI produces a high-level view of how the group is performing against your benchmarks.

RISK

Internal risk profiles

You get a detailed look at which startups in the group show signs of instability or operational friction.

ACTION

Triage lists

The AI flags specific companies that need immediate attention based on the diagnostic results.

HUMAN

Manual review

You decide which risk flags are real and which require a direct conversation with the founders.

The workflow

What your AI does when the cohort data arrives.

The AI handles the heavy lifting of scanning datasets to find patterns you might miss.

  1. Data ingestion

    Your AI client accesses the startup records and performance metrics you've selected.

    evaluate_cohort_health

  2. Health scoring

    The AI calculates stability scores by comparing current metrics against your defined cohort standards.

    evaluate_cohort_health

  3. Risk identification

    The agent looks for outliers and negative trends within the group to pinpoint specific risks.

    evaluate_cohort_health

  4. Report generation

    The AI compiles these findings into a structured diagnostic report for your review.

    evaluate_cohort_health

Try it

Copy these to start.

Use these prompts to trigger the evaluation immediately.

Starting points

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

Accelerator Cohort Optimizer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_wgnVXQSIIiuKXGYEG9LPVuLs3tHzdGBgE8IvMxQM/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 — Accelerator Cohort Optimizer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "accelerator-cohort-optimizer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_wgnVXQSIIiuKXGYEG9LPVuLs3tHzdGBgE8IvMxQM/mcp"
    }
  }
}
Copy into chat04

  • Run a health check on the [Summer 2024] cohort.

  • Identify the top three risk profiles in the [Fintech] group.

  • Generate a stability report for all startups in the [Seed Stage] cohort.

  • Which startups in the [Biotech] cohort show the highest internal risk?

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

Start here

Connect Accelerator Cohort Optimizer once, then ask.

Just link the MCP to your preferred client. Your credentials stay encrypted, and you can start running diagnostics right away.

Connect Accelerator Cohort Optimizer to your AI

FAQ

Common questions

  • 01

    Can the AI change startup data?

    No. The AI only reads data to perform evaluations; it cannot modify your records.

  • 02

    Does the AI decide which startups to cut?

    No. The AI identifies risks and stability issues, but the final decision stays with you.

  • 03

    What data does it need to run a report?

    It needs access to the startup metrics and cohort identifiers provided in your data source.

  • 04

    Can I run this on a single startup?

    Yes, you can use the tool to evaluate individual profiles as well as entire groups.

  • 05

    Will it automatically email the founders?

    No. The AI only generates the diagnostic reports for your own use.

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

Connect Accelerator Cohort Optimizer to Claude, Cursor, ChatGPT & more