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AI agent for production planners

Master Schedule Freeze Review Agent

Accept only late changes that the schedule can carry, and show the cost of those accepted.

Master Schedule Freeze Review Agent: what goes in, what the agent does and what you get

What it does

A frozen schedule only works if changes are tested before they are accepted. This agent reads each late change request and checks it against the freeze rules. It tests the impact on capacity and materials, and shows what would move. It proposes accept, delay or reject, with the reason. If the schedule is affected, it tests the capacity again after the change and shows the knock-on effects. The planner approves. It keeps a log of every request and decision, so repeat requesters and costly patterns become visible to the planner. Edge case: a change that fits capacity but uses a material reserved for another firm order is delayed, not accepted.

How it works

Follow the arrows from top to bottom. The orange dashed arrow is the loop: when a check fails, the agent goes back and tries again.

Start and resultWhat it doesA check on its own workWaits for your OKGoes back and retries
Yes, continueYes, continueApprovedNoNo 1 STARTS WHEN Change request inside the freeze 2 USES A TOOL Read the request and the freeze rules 3 DOES Check whether the change type is allowed 4 USES A TOOL Test capacity and materials with the change 5 CHECKS THE RESULT Do capacity and materials hold? If not: Find the knock-on effects and test a delay. Backto step 3. 6 DOES List orders that would move 7 CHECKS THE RESULT Is any firm order late after the change? If not: Propose delay or reject. Back to step 4. 8 DOES Propose accept, delay or reject with reasons 9 YOU APPROVE Planner approves the decision 10 RESULT Decision logged and schedule updated
Read the steps as a list
  1. Change request inside the freeze
  2. Read the request and the freeze rules
  3. Check whether the change type is allowed
  4. Test capacity and materials with the change
  5. Do capacity and materials hold?If not: Find the knock-on effects and test a delay. Back to step 3.
  6. List orders that would move
  7. Is any firm order late after the change?If not: Propose delay or reject. Back to step 4.
  8. Propose accept, delay or reject with reasons
  9. Planner approves the decisionThe agent waits here for your OK.
  10. Decision logged and schedule updated

How it decides

It accepts a change only if capacity and materials hold and no firm order is put at risk.

  • Allow emergency changes only for safety or a stopped customer line
  • Reject changes that push a firm order late
  • Offer a later slot when a change is not possible now
  • Record the cost of each accepted change

Make it yours

Every agent is a starting point. You choose these settings for your own situation.

  • Freeze window length
  • Allowed change types
  • Capacity margin
  • Who approves exceptions

What keeps you in control

It always asks you first

  • Planner approves every decision

Hard limits

  • Never change the schedule without approval
  • Never accept a change without a retest

It stops when

  • Done: the decision is made and the schedule is retested
  • Stop: the request breaks a rule and the planner escalates

Set it up

We guide you through the set-up, step by step

Members get the full set-up guide for this agent. No technical skills needed: you copy, paste and upload.

10 minto set it up in your AI
5 AIsChatGPT, Claude, Copilot, Gemini, Grok
  • One set of instructions to paste into your AI, with the clicks for ChatGPT, Claude, Microsoft 365 Copilot, Gemini and Grok
  • The agent then walks you through connecting your own data, one source at a time
  • A downloadable copy with the flow chart, the rules and the full guide
Get access to this agent

An example run

What happensA sales request asks to add 500 units on Wednesday inside the freeze. Capacity has room, but the material is reserved for order 7740. The agent proposes a delay to Friday when stock arrives. After retesting capacity with the Friday slot, no firm order moves. The planner approves the delay.

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