Predictions · dashboards and forecasting
A forecast, not a guess.
Every number on one page, and the next weeks run forward from the company's own history. Each forecast comes with its window: narrow where the count is fresh, wide where it is old, and none where nobody counts. Days of warning, not a customer's phone call.
Forecasts, by job
-
Inventory
Sample — illustrative mock-up Special-order blades Above, a fresh count puts special-order blades at the last blade between Monday and Wednesday, not between Sunday and Thursday. -
Inventory
Twelve-person sign shop run from one workbook
Sample — illustrative mock-up Vinyl and board on hand Above, a fresh count puts the vinyl at a reorder level between Sunday and Tuesday, not between today and next Saturday. -
Capacity
Sixty-person semiconductor test floor
Sample — illustrative mock-up Lots waiting for test Above, the lot queue reaches more than a shift can test between Tuesday and Thursday. -
Capacity
Four-crew heating & air contractor
Sample — illustrative mock-up Open jobs Above, open jobs reaches more than four crews can work between Tuesday and Thursday. -
Capacity
Sample — illustrative mock-up Jobs on machines Above, jobs on the floor reaches a full floor between Monday and Wednesday. -
Capacity
Forty-person business-jet repair station
Sample — illustrative mock-up Technician hours booked, next week Above, a fresh count puts technician load at the overtime line Sunday or Monday, not between tomorrow and Tuesday. -
Capacity
Plant maintenance team, three buildings
Sample — illustrative mock-up Crew hours booked, next week Above, a fresh count puts crew load at an overbooked crew Sunday or Monday, not between tomorrow and Tuesday. -
Delivery
Two-shift fresh-cut vegetable plant
Sample — illustrative mock-up Cases shorted this week Above, cases short reaches a short-ship week between Monday and Thursday.
The dashboard
Current: updated recently. Stale: old enough to doubt. Dark: nobody records it, shown as dark, never as a zero. Below, the late jobs trace to the room nobody counts.
Sample — illustrative mock-up
Thirty-five-person AS9100 machine shop (sample)
The company and the numbers are invented. The shape is the one we find.
as of March 6, 2026 at 17:00 UTC
5 current 2 stale 3 dark
Two weeks back, one week ahead
Each row is one record. The band pinches when the record changes and widens as it ages. Past today it is the Frame looking ahead, and it stops where it can no longer say.
- the record changed
- top row: how far ahead the whole picture could see, day by day
- your own move, marked so the Frame doesn't read it as a trend
- already on the calendar, so it doesn't fade
- Past this line the Frame can't say: Machining is dark.
The week ahead, as the Frame lays it out
Each bar is a job, laid out from how long this kind of work has really taken here. The solid part is as far as the record it waits on can be trusted; past that the end blurs by as much as that record is out of date, and where the Frame can no longer say, the bar is hatched.
- as far as it can be trusted
- the end blurs by how old the record behind it is
- past the point the Frame can say
The floor
2 sensors · 1 current · 0 stale · 1 dark
- Spindle hours booked, next week current112%
age 2h
job travelers
- Setup time on 5-axis darkDARK
age —
never split from run time
hidden capacity
Outside processing
2 sensors · 1 current · 0 stale · 1 dark
- Parts out at plating & heat treat current9 jobs
age 2d
PO log
- Days parts sit at outside vendors darkDARK
age —
nobody tracks the round trip
the usual cause of late
Quality
2 sensors · 2 current · 0 stale · 0 dark
- Open NCRs current4
age 4h
NCR log
- First-article backlog current3 parts
age 24h
FAI tracker
The schedule
2 sensors · 1 current · 1 stale · 0 dark
- The master schedule stalerebuilt 6 days ago
age 6d
the scheduler's spreadsheet
heroic, and behind
- Jobs shipping late current3
age 4h
ERP open orders
Cash
2 sensors · 0 current · 1 stale · 1 dark
- Expedite fees this month darkDARK
age —
paid, never totaled
- Cash tied up in work in progress stale$410k
age 5d
month-end close
- Days parts sit at outside vendors feeds → Jobs shipping late
- Parts out at plating & heat treat feeds → Jobs shipping late
- Setup time on 5-axis feeds → Spindle hours booked, next week
- Spindle hours booked, next week feeds → The master schedule
- Jobs shipping late feeds → Expedite fees this month
- Jobs shipping late feeds → Cash tied up in work in progress
- Open NCRs feeds → Jobs shipping late
a value nobody measured is null and renders dark, never zero
Planning and scheduling (APS), without the enterprise price
Big plants buy APS software by the seat. Predictions do that job on the company's own records: the week's plan, built from how the work has really moved, each step marked by how far to trust it.
- Your own data. Built on the records you already keep.
- No seat charges. Everyone who needs it opens it.
- No lock-in. If we stop working together, it keeps running.
All three run on one Frame: a live model of your company, every number marked current, stale, or dark. How it works
Built on the mathematics of quantum physics, run on ordinary computers: every forecast carries how sure it is. The mathematics, for the curious