Two tools can both say 4,200 units. Only one can tell you why, give you the same answer tomorrow, and survive an audit next year. Here is the difference, and why it decides whether your team trusts the plan.
A black-box forecast is a number a model hands you without a traceable reason. It can look sophisticated and still give a different answer tomorrow on the same data, which is exactly why planners quietly override it and finance quietly distrusts it.
Deterministic means that given the same source data, settings, parameters and model version, you always get the same number; and when inputs or the model version do change, the change is traceable. That is reproducibility, which is not the same as explainability, the ability to inspect the factors and assumptions behind a number. We are not claiming that any tool whose output ever changes is untrustworthy; the point is that identical inputs should give an identical result you can reproduce, with every change recorded. Auditable means you can follow that number from the headline figure down to its parts, baseline, seasonality, trend and planned events, months later. DemandIntel uses AI to sharpen the forecast, then runs every decision deterministically, so you get the intelligence without the mystery.
That is the whole idea: the model proposes, and a method you can read disposes.
No. Machine learning makes the forecast sharper, where more pattern-finding genuinely helps. What stays deterministic is the decision, how much safety stock to hold, when to reorder, how much cash to free, so the part that moves your money is the part you can explain.
On-premise, inside your walls, on your schedule. Your data never leaves, and every number stays reproducible and ready for audit long after the person who ran it has moved on.
Both, in the right places. Machine learning sharpens the forecast; the stock and cash decisions are deterministic. AI improves the number, it never decides it behind a curtain.
Yes. Rerun on the same data and you get the identical figure, with a trail from the headline down to its parts. That is what makes it audit-ready.
No. It runs on-premise, so your data never leaves your walls, which is the point for teams that were burned by a cloud tool.
Picture your next S&OP meeting: one number on screen that nobody argues with. See it free, on your own data, in 45 minutes; and if it does not hold up, we part as friends.