The engine

“Why is this 8,000?” has an answer.

Every forecast cell records who set it, when, and whether it was a person or the system. Override anything you like — the override keeps your name on it, which is what makes disagreeing with the forecast safe.

Provenance inspector showing a forecast cell with its source, author, and timestamp

Override anything, and own it

You know things the model does not: the broker went quiet, the co-man slipped, the competitor is out of stock. Type the number. Planster keeps it, and keeps your name and the date attached to it.

Person or system, always distinguishable

A cell the engine forecast and a cell someone typed look different, because they are different. The one you can trust to update itself and the one that is frozen at whatever you last believed are not the same number.

The meeting gets shorter

The argument about whose spreadsheet is right ends when the cell says who set it and when. Sales and ops stop reconciling versions and start disagreeing about the actual decision, which is the disagreement worth having.

Overnight

What the agent does with provenance

Every night

This is what makes the agent’s answers checkable. Every figure it reports carries provenance — "4,212 units on hand, as of last night’s sync" — linked to the screen showing the same number. A figure it cannot link to, it does not state.

What it can’t do

It cannot edit a forecast cell or overwrite your override. Anything it produces is a draft with its own stamp on it, and drafts are not the plan.

The number nobody could explain

A quarterly plan review stalls on a single line: 8,000 units for a SKU that has never done more than 5,000. Nobody in the room set it, and the spreadsheet does not remember. That meeting costs forty minutes and ends with someone promising to look into it. In Planster the cell says who typed it, when, and against which scenario, and the review keeps moving.

Stop reconciling versions

See a plan where every number carries its author and its date. Bring the cell nobody can explain.