• SEGMENTATION
  • DETECTION
  • VISIBILITY
  • HUMAN

How to identify supply chain bottlenecks with your AI

Connect your logistics data to your AI client. Once linked, your agent can scan your entire cycle to find where things stall.

Ask AI about this page

Short answer

How can I find supply chain bottlenecks with AI?

Your AI client uses the Lead Time Analyzer to break down your total lead time into individual stages. It identifies which specific part of your cycle is responsible for the most delay. You get a clear breakdown of where to focus your attention.

The results you get.

Where the delays land.

The AI processes your timing data to produce these specific outcomes.

SEGMENTATION

Broken down lead times

The AI splits your total cycle time into individual steps. You see exactly how much time is spent in each phase.

DETECTION

Identified bottlenecks

The agent flags the specific stage that is causing the most significant delay. This points you to the source of the problem.

VISIBILITY

Time distribution data

You get a clear view of how time is distributed across your logistics. This makes outliers easy to spot.

HUMAN

Actionable insights

The AI provides the data, but you decide how to fix the physical delays. It gives you the evidence to make those calls.

The workflow

What your AI does when the data arrives.

The AI handles the math and the comparison so you don't have to audit every timestamp manually.

  1. Data ingestion

    Your agent reads your production or logistics logs to gather all relevant timestamps.

    analyze_lead_time_composition

  2. Stage calculation

    The AI calculates the duration for every individual segment in your supply chain.

    analyze_lead_time_composition

  3. Bottleneck isolation

    The agent compares the stages to find which one is the primary cause of delay.

    analyze_lead_time_composition

  4. Summary generation

    The AI compiles the findings into a clear breakdown of your lead time composition.

    analyze_lead_time_composition

Try it

Copy these to start.

Use these prompts to begin your analysis once the MCP is connected.

Starting points

Swap the bracketed text for your actual file names or database identifiers.

Lead Time Analyzer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_KfsWmU5V8DDjCph3AjghDEupw6xwyuq94ow7qWWV/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 — Lead Time Analyzer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "lead-time-analyzer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_KfsWmU5V8DDjCph3AjghDEupw6xwyuq94ow7qWWV/mcp"
    }
  }
}
Copy into chat04

  • Analyze the lead time composition in my 'warehouse_logs.csv' and tell me where the bottleneck is.

  • Look at the production timestamps in 'factory_run_04.json' to find the slowest stage.

  • Using the data in my 'shipping_manifest_2024' sheet, identify which part of the cycle is causing the most delay.

  • Break down the lead time for the 'North_Region_Logistics' file and show me the time spent in each phase.

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

Start here

Connect Lead Time Analyzer once, then ask.

Link your data source once. Your credentials stay encrypted on our side, and you can immediately start asking questions in your preferred AI client.

Connect Lead Time Analyzer to your AI

FAQ

How this task behaves.

  • 01

    Can the AI fix the delays in my supply chain?

    No. The AI only identifies where the delays are happening. You have to handle the actual fixes in your operations.

  • 02

    Will the AI change my original data files?

    No. The AI only reads your data to perform the analysis. It cannot edit, move, or delete your source files.

  • 03

    What kind of data can I use?

    You can use any data that contains timestamps for your production or logistics stages, such as CSV or JSON files.

  • 04

    Does the AI predict future bottlenecks?

    No. This tool is built to analyze your existing lead time data to find where delays have already occurred.

  • 05

    Do I need to provide the math for the lead times?

    No. The AI calculates the time between milestones for you.

  • More questions about Lead Time Analyzer? The Connector page answers them. See everything the Lead Time Analyzer Connector can do

Connect Lead Time Analyzer to Claude, Cursor, ChatGPT & more