• PROFIT
  • RISK
  • MODEL
  • HUMAN

How to model accelerator sustainability with your AI

Connect your program data to your AI client to see if your current equity model actually pays for the failures.

Ask AI about this page

Short answer

Can my equity structure cover my program's failed ventures?

Your AI calculates whether the returns from your successful companies offset the operational costs of those that fail. You get a clear view of your program's break-even requirements and long-term viability.

Where every outcome lands.

Sustainability outcomes

The AI processes your cohort data to produce these specific views.

PROFIT

Net return projections

The AI uses cohort success rates to estimate total program value. You see if your current equity pool is enough to stay solvent.

RISK

Failure impact analysis

The AI calculates how much a single failed venture costs your bottom line. This shows you your actual margin for error.

MODEL

Subsidization checks

The AI tests different equity percentages against your overhead. You find the exact stake needed to cover operational burn.

HUMAN

Strategic adjustments

The AI provides the math, but you decide how to change your selection criteria or equity terms. You use these numbers to negotiate new fund terms.

The workflow

What your AI does when the data arrives.

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

  1. Analyze cohort performance

    The AI looks at your historical data to determine how many companies actually exit or hit milestones. This establishes your baseline success rate.

    calculate_cohort_success_metrics

  2. Test the math

    The AI runs your equity percentages against your program costs. It checks if your winners can actually pay for your losers.

    analyze_subsidization_model

  3. Identify gaps

    The AI flags where your current model falls short of covering overhead. It pinpoints exactly where your risk is too high.

    analyze_subsidization_model

  4. Project future needs

    The AI uses the success metrics to simulate future cohorts. This helps you predict if your current structure will hold up over time.

    calculate_cohort_success_metrics

Try it

Copy these to start.

Use these prompts to kick off the analysis.

Starting points

Swap out the bracketed info with your specific spreadsheet or database details.

Accelerator Unit Economics Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_d7IusvFYNBn7wRUmYbUoBGaq2mHXdWPz5gBfVx6h/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 Unit Economics capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "accelerator-unit-economics-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_d7IusvFYNBn7wRUmYbUoBGaq2mHXdWPz5gBfVx6h/mcp"
    }
  }
}
Copy into chat04

  • Analyze my cohort spreadsheet and tell me the current success rate.

  • Based on my equity structure in this sheet, can I afford a 50% failure rate?

  • Run a subsidization check on my latest cohort data to see if we are breaking even.

  • Compare my current equity model against a model with 2% more stake per company.

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

Start here

Connect Accelerator Unit Economics once, then ask.

Just link your data source once. Your credentials stay encrypted, and you can immediately start asking questions in your preferred AI client.

Connect Accelerator Unit Economics to your AI

FAQ

Common questions

  • 01

    Can the AI change my equity agreements?

    No. The AI only analyzes the data you provide. It cannot edit your legal documents or change your actual equity stakes.

  • 02

    Does it work with my existing spreadsheets?

    Yes. Once connected, your AI can read the data from the sheets you point it toward.

  • 03

    Can the AI decide which startups to invest in?

    No. The AI provides the mathematical models and success probabilities, but the final investment decisions are entirely up to you.

  • 04

    Will it automatically update my financial models?

    No. The AI performs calculations based on the data it reads. It does not write back to your original files or update your accounting software.

  • 05

    What kind of data do I need to provide?

    You need to provide cohort history, including equity stakes, entry dates, and current valuation or exit status.

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

Connect Accelerator Unit Economics to Claude, Cursor, ChatGPT & more