• ANALYSIS
  • IDENTIFICATION
  • REPORTING
  • HUMAN

How to calculate demand distortion ratios with your AI

Connect your supply chain data to your AI to pinpoint where the bullwhip effect starts. Your agent handles the math across every tier.

Ask AI about this page

Short answer

How do I calculate demand distortion ratios with my AI?

Your AI calculates the ratio of order variance to demand variance for each segment of your supply chain. It identifies which stages are magnifying signals, providing a clear view of where the bullwhip effect is most severe.

The outcomes.

Where the distortion shows up.

The AI processes your data to isolate these specific results.

ANALYSIS

Amplification ratios

The AI calculates the exact multiplier for each supply chain stage. You see which tiers are distorting signals the most.

IDENTIFICATION

Bullwhip hotspots

The agent flags specific segments where demand volatility spikes. This tells you exactly where to focus your inventory adjustments.

REPORTING

Variance breakdowns

You get a structured breakdown of order variance versus demand variance. This provides the mathematical proof of signal decay.

HUMAN

Strategic decisions

The AI provides the numbers, but you decide how to adjust lead times or safety stock. You own the final supply chain strategy.

The workflow

What your AI does when the data arrives.

The AI performs the heavy lifting of statistical comparison across your supply chain tiers.

  1. Data ingestion

    Your agent reads the demand and order history from your connected spreadsheets or databases.

    get_segment_amplification

  2. Variance calculation

    The AI computes the variance for both demand and orders at every stage of the chain.

    get_segment_amplification

  3. Ratio computation

    The agent divides the order variance by the demand variance to find the distortion ratio.

    get_segment_amplification

  4. Segment mapping

    The AI maps these ratios back to your specific supply chain segments to show the flow of distortion.

    get_segment_amplification

Try it

Copy these to start.

Use these prompts to kick off the analysis.

Starting points

Replace the bracketed text with your actual file names or database tables.

Bullwhip Calculator Service Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_ctJQow69kbXVPij833Iy2T8w6i9Hx0jR2THJdvdh/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 — Bullwhip Calculator Service capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "bullwhip-effect-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_ctJQow69kbXVPij833Iy2T8w6i9Hx0jR2THJdvdh/mcp"
    }
  }
}
Copy into chat04

  • Calculate the demand distortion ratios for the data in my 'Q3_Supply_Chain_Orders' sheet.

  • Show me the amplification ratio for the warehouse-to-retailer segment in this CSV.

  • Identify which stage in my supply chain has the highest bullwhip effect based on the current dataset.

  • Compare the demand variance to the order variance for the manufacturing tier in my inventory log.

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

Start here

Connect Bullwhip Effect Calculator once, then ask.

Just link the MCP to your preferred client. Your credentials stay encrypted, and you can start asking questions immediately.

Connect Bullwhip Effect Calculator to your AI

FAQ

Common questions

  • 01

    Can the AI fix my supply chain issues automatically?

    No. The AI only calculates the ratios and identifies the distortion. You must manually implement changes to your ordering or inventory policies.

  • 02

    Does the AI change my original data files?

    No. The AI only reads your data to perform calculations. It cannot write to, delete, or modify your source files.

  • 03

    What kind of data do I need to provide?

    You need to provide historical demand data and corresponding order data for each stage of your supply chain.

  • 04

    Can I use this with any AI client?

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

  • 05

    Does the AI handle the math itself?

    Yes. The AI uses the specific tools in this MCP to perform the variance and ratio calculations accurately.

  • More questions about Bullwhip Effect Calculator? The Connector page answers them. See everything the Bullwhip Effect Calculator Connector can do

Connect Bullwhip Calculator Service to Claude, Cursor, ChatGPT & more