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AI Production Planning

Production Planning: A Production Schedule That Actually Holds

AI balances your orders, machine capacity, materials and labour, then builds a schedule that meets delivery dates without overloading the floor.

  • MinsTo reschedule, not hours
  • 4Constraints balanced at once
  • FewerChangeovers between jobs
  • On timeDelivery dates you can commit to

Why It Matters

Planning by spreadsheet cannot keep up with the floor

Commit to dates you can actually hit

The AI checks every order against real capacity and material availability before it promises a date. Instead of hoping the plan holds, you sequence jobs so the important orders ship on time and you can see which ones are at risk early.

  • Orders scheduled against real capacity, not guesswork.
  • At-risk orders flagged while there is still time to act.
  • Fewer late shipments and fewer angry calls.

Capacity, materials and labour, all at once

A workable schedule has to fit machine hours, the material actually in stock, and the people on shift. The AI weighs all of these together and sequences jobs to cut changeovers, so lines run longer between setups and you get more out of the same floor.

  • No job scheduled without the material to run it.
  • Sequencing that reduces setup and changeover time.
  • A plan the floor can follow, not fight.

It balances capacity, materials and labour together

The AI checks every open order against machine hours, the material actually in stock, and the people on shift. Nothing is scheduled that the floor cannot run, so the plan reflects reality instead of an ideal case.

  • Orders matched to real capacity and stock.
  • Labour and skills factored into the plan.
  • No job promised without the material to run it.

It orders jobs so lines run longer between setups

Beyond fitting the constraints, the AI weighs changeover cost and groups similar work, so machines spend more time producing and less time being reset. You meet due dates and get more output from the same floor.

  • Similar jobs grouped to reduce setup time.
  • Due dates protected while changeovers drop.
  • More productive hours from the machines you have.

It replans in minutes, your planner signs off

When a machine goes down or a rush order lands, the AI reschedules the remaining jobs around the change and flags any order at risk. Your planner reviews the new plan, adjusts priorities and approves it, keeping human judgement in the loop.

  • Reschedules around breakdowns and rush orders.
  • At-risk orders flagged for the planner to decide.
  • Every plan reviewed and approved before it runs.

Everything the schedule has to balance

  • Order due dates

    Every open order and its promised date, so the schedule protects the deliveries that matter most.

  • Machine capacity

    Available hours per line and work centre, so no machine is booked past what it can actually run.

  • Material availability

    Stock on hand and inbound lead times, so a job is only scheduled when the material is there to run it.

  • Labour and shifts

    Who is on shift and the skills each job needs, so the plan fits the people actually available.

  • Changeover cost

    Setup and switchover time between jobs, so the sequence groups similar work and keeps lines running.

  • Priority changes

    Rush orders and shifting priorities, so the plan adjusts quickly instead of being rebuilt by hand.

From open orders to an approved schedule

  1. Read the data

    It pulls open orders, routings, capacity, stock and labour from your ERP and MES.

  2. Weigh constraints

    It checks capacity, material availability and labour against every open order.

  3. Sequence jobs

    It orders the work to meet due dates and cut changeovers between jobs.

  4. Planner approves

    Your planner reviews the plan, adjusts priorities, and signs it off.

  5. Reschedule live

    When priorities change or a machine stops, it replans in minutes.

What a schedule that holds gives you

  • On time

    Delivery dates you can commit to

  • Fewer

    Changeovers between jobs

  • Minutes

    To reschedule when things change

  • More

    Output from the same floor

  • Less

    Firefighting and last-minute chaos

  • Clear

    View of which orders are at risk

Why manufacturers choose TCB Infotech

  • We know the shop floor data

    We build ERP and MES systems, so the AI runs on your real orders, routings and stock, not a demo dataset.

  • Planners stay in control

    The AI does the calculation and hands your planner a workable plan to review, adjust and approve.

  • Runs on your systems

    It reads from the ERP and MES you already run. No rip and replace before you see value.

  • Model-agnostic build

    We choose the right approach for your constraints and are not tied to any single AI vendor.

  • Run alongside first

    We compare the AI plan against your current process before you rely on it, so you trust the result.

AI production planning questions

What does AI production planning actually do?

It builds a production schedule that balances open orders against machine capacity, material availability and labour. It sequences jobs to meet delivery dates, cut changeovers, and it reschedules fast when priorities change or a machine goes down. Your planners review and approve the plan.

Does this replace our planners?

No. The AI does the heavy calculation across thousands of possible sequences and hands your planner a workable schedule. The planner keeps control, adjusts priorities and approves the final plan. It removes the manual grind, not the judgement.

What data does it run on?

It uses the data you already hold: open orders, routings, machine capacity, material stock and lead times, and labour availability from your ERP and MES. We connect to those systems so the schedule reflects the real state of the floor, not a spreadsheet from last week.

How does it handle a machine breakdown or a rush order?

When something changes, the AI reschedules the remaining jobs around the new constraint in minutes, keeps the promised orders on track where it can, and flags the ones at risk so the planner can decide. No more rebuilding the whole plan by hand.

Do we need to replace our ERP or MES first?

No. This is an AI planning layer that reads from the systems you run today. If your data is scattered or incomplete, we tell you what to tidy first, but you do not need a new platform to get value.

How long before we see a working schedule?

After we connect the data and confirm your constraints, a first working schedule usually comes within a few weeks. We run it alongside your current process, compare the results, and tune the rules before you rely on it.

Related

The other services in this section, and related pages from TCB Infotech.

See What AI Planning Would Do for Your Floor

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