• RISK
  • DATA
  • PLAN
  • HUMAN

How to validate project estimates with your AI

Connect Estimation Prover to your AI client to check if your project timelines are realistic. It compares your current plans against technical risks and past performance.

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Short answer

How can I use AI to check if my project estimates are realistic?

Your AI uses Estimation Prover to cross-reference your proposed timeline with technical risks and historical data. This identifies where your plan is likely to slip. You get a breakdown of specific risks and suggested buffers.

The results of a stress test.

Where your data lands.

The AI processes your input to produce these specific outcomes.

RISK

Identified bottlenecks

The AI flags specific tasks where technical complexity or dependencies create high risk. You see exactly where the timeline is most fragile.

DATA

Historical accuracy check

The AI compares your current estimates to how long similar tasks actually took in the past. This highlights optimistic bias in your planning.

PLAN

Adjusted timeline projections

You receive a revised schedule that accounts for the risks and historical trends found. This gives you a realistic target for stakeholders.

HUMAN

Expert intervention points

The AI highlights areas where it cannot predict outcomes due to missing data. These are the specific spots where you need to step in and make a call.

The workflow

What your AI does when the estimate arrives.

The AI runs your data through a sequence of analytical checks.

  1. Data ingestion

    The AI pulls your current project plan and compares it to your historical project logs.

    validate_estimation

  2. Risk mapping

    It scans the technical requirements to find dependencies that could delay the work.

    validate_estimation

  3. Bias detection

    The agent looks for patterns where previous estimates were too aggressive compared to actual completion times.

    validate_estimation

  4. Report generation

    The AI compiles the findings into a summary of risks and a suggested buffer for your timeline.

    validate_estimation

Try it

Copy these to start.

Paste these into your chat to begin the validation process.

Starting points

These are opening lines. Swap the bracketed text for your actual file names or project titles.

Estimation Prover Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_2EBBLjpOgvh99Mzj4qWjg1AX3u4JVxsWEXt8l5U8/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 — Estimation Prover capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "estimation-prover-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_2EBBLjpOgvh99Mzj4qWjg1AX3u4JVxsWEXt8l5U8/mcp"
    }
  }
}
Copy into chat04

  • Validate the estimates in my project_plan.csv against our historical data.

  • Check the timeline for the 'Mobile App Redesign' project for any technical risks.

  • Compare my current sprint estimates in Jira against our past three months of velocity.

  • Run a stress test on the 'API Integration' task to see if the deadline is realistic.

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

Start here

Connect Estimation Prover once, then ask.

One click connects the MCP to your client. Your credentials stay encrypted, and you can start asking questions immediately.

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FAQ

How the validation behaves

  • 01

    Can the AI change my project dates in Jira?

    No. The AI only analyzes and validates your data. You must manually update your tools after reviewing the findings.

  • 02

    Does it need access to my previous project history?

    Yes. To provide an accurate stress test, the AI needs to read your historical data to compare against current estimates.

  • 03

    Will it automatically flag every delay?

    No. It only flags risks that are detectable through the technical data and historical patterns it can access.

  • 04

    Can it predict risks for a project with no historical data?

    It can identify technical risks based on task descriptions, but it cannot perform a historical accuracy check without past data.

  • 05

    Does the AI make the final decision on the timeline?

    No. The AI provides the analysis and suggested buffers, but the final decision on the schedule stays with you.

  • More questions about Estimation Prover? The Connector page answers them. See everything the Estimation Prover Connector can do

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