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Date

25.08.2026

Category

News

Author

Benjamin Reichenecker

#Blog

How PartsOS Forecast Decides Which Parts a Planner Actually Needs to Review

A single planning cycle can contain a thousand forecasts. How the system automatically sorts what can be approved right away, what can wait, and what genuinely needs a look.

How PartsOS Forecast Decides Which Parts a Planner Actually Needs to Review

What is a forecast scored on?

PartsOS Forecast scores every forecast on five dimensions. The most important is Trustworthiness (the PC-Index), how many euros the chosen method would have been off from a perfect forecast in backtesting.

Alongside that: how far the forecast diverges from past consumption, how many cycles current stock still covers, how long the ERP will keep buying against this number before the next review, and how much of it rests on assumptions rather than real customer data.

Each of these answers a different question:

How big a change is the forecast? A pump that's sold 10 units a month for months, now forecast at 11, that's not news. The same pump forecast at 25 is a big jump upward and meaningful in euros. A jump to 4 is just as big a change, just in the other direction, and just as worth checking

How much time is left? Two parts with identical forecasts and identical value: one has eight months of stock and is reviewed every three months; it can wait until the next cycle. The other is nearly empty; it can't.

How long will the ERP keep buying? A seal with a two-week lead time can be corrected again after about three and a half months on a quarterly review cycle. A casting with an eight-month lead time ties up the same forecast for eleven months. If both forecasts turn out 40% too high, the seal gets fixed at the next review; the casting has already been bought against for nearly a year.

How does the system sort all of this for the planner?

From those five dimensions, every part is automatically assigned one of four lanes. In a typical cycle of around a thousand forecasts, only a few dozen fall into "Work on," a few hundred split between "Check individually" and "Publish in bulk," and the rest wait. Within each lane, the most surprising forecasts sit at the top, a planner works top to bottom and stops once further review stops being worth the time.

  • Work on

    When something about the forecast can't be settled from the data alone.

  • Check individually

    When the number is sound but the amount involved is material enough to warrant a quick look.

  • Publish in bulk

    When nothing objects, these can all be approved together in one click.

  • Low priority

    When stock covers the part past this cycle.

What does a planner see when they log in?

The home screen answers directly what needs doing:

How many forecasts need a judgment call, how many are ready to send, how many can wait and when they'll return, when the last upload was and whether the next is due, and a portfolio figure showing how much additional profit the approved forecasts have generated versus the old planning method. In the sidebar, a live count per lane runs alongside, keeping the size of the outstanding work visible from anywhere in the product.

How does a planner actually make the decision?

The forecast list can be filtered by lane and status, searched by part number, and sorted by status, divergence, or part code, even across a full cycle. Decided rows don't disappear, they stay visible at the bottom of the list, so a planner working across several days doesn't lose their place. Decisions can be made directly from the row, approve, reject with a reason, snooze, or undo, for a single part or for an entire filtered selection at once, and every decision is logged with who made it and when. For parts that genuinely need review, there's a dedicated page: the history, the release window, sold versus forecast quantity, and how the chosen method scored historically, all on one screen, built for the decision rather than just for looking a part up.

Can a planner change a forecast by hand?

Yes, in two ways.

A planner sometimes knows something the history doesn't show yet: a customer is scrapping an entire fleet of machines in September, and the parts for it simply won't be needed anymore. The forecast still says 30 units a month, because nothing has happened in the sales history yet. The planner taps September and enters 0, then does the same for the following months. Those are now the numbers going to the ERP, and when next month's run produces a fresh forecast of 30 again, the zeros stay in place, they don't quietly come back. The second option is for the opposite case: a planner who thinks the whole forecast is roughly 20% too optimistic pulls the entire curve down by that percentage in one action, without changing its shape. This always reads against the original number, so it never compounds, and resetting it to 0% restores exactly what the system originally calculated.

How far ahead does a release go?

There are two options when publishing:

  1. Nur so weit veröffentlichen, wie der nächste Review noch korrigieren kann, also das eigene Zeitfenster jedes Teils, oder gleich den vollen Prognosehorizont freigeben. Ein vorsichtiger Planer veröffentlicht nur die nahe Zukunft, liegt eine Prognose falsch, sieht er es beim nächsten Review und kann noch gegensteuern, bevor das ERP zu viel vom Falschen eingekauft hat.

  2. Ein Planer, der den Zahlen vertraut, gibt gleich das ganze Jahr frei, dann hat das ERP das vollständige Bild und niemand muss jedes Quartal erneut ran. Die Prognose selbst ist in beiden Fällen identisch, der Unterschied ist nur, wie viel davon das ERP schon jetzt umsetzen darf.

Conclusion

The real value isn't that PartsOS Forecast produces a thousand forecasts, any system can do that. The value is that a planner knows, at the end of the day, exactly which handful of them was actually worth their time.

FAQ

  • Does a planner have to review every forecast individually?

    No. PartsOS Forecast automatically sorts every forecast into one of four lanes: Work on, Check individually, Publish in bulk, or Can wait. Most of a typical cycle falls into the last two.

  • What determines which lane a part is assigned to?

    Five factors: Trustworthiness (the PC-Index), how far the forecast diverges from past consumption, remaining stock coverage, how long the ERP will buy against this forecast, and how much of the calculation rests on assumptions.

  • Can a planner manually override a forecast?

    Yes, in two ways: setting a single period to a specific value (for example, 0, when a customer scraps a machine fleet) or shifting the entire curve by a percentage. Both changes persist until manually reset.

  • Do I always have to release the full forecast horizon?

    No. You can release only as far as the next review can still correct, or the full horizon at once. The forecast stays the same, only how much of it the ERP is allowed to act on changes.

  • What happens to forecasts that have already been decided?

    They stay visible at the bottom of the list instead of disappearing, so a planner working across several days doesn't lose track of where they are.