Machining
The schedule was renegotiated every morning, quotes took nine days, and the same setup was performed three different ways depending on who ran it. Their own AI now holds one documented procedure for each recurring job and one rule that sets the sequence.
The numbers.
- On time deliveryUp from 71% across two quarters
- 96%
- Quote turnaroundDown from nine, on higher quote volume
- 2 days
- Procedures writtenOne documented way per recurring job
- 47
- Scheduling ruleReplaced the daily morning negotiation
- 1
What changed.
On time delivery reached 96%, up from 71% across two quarters. Quote turnaround came down from nine days to two on higher quote volume. 47 procedures have been written, one for each recurring job, and a single priority rule replaced the daily morning negotiation.
What the Operator does.
The operations seat, one of nine that come with Essential.
Writes the one right way. Each recurring job gets a single documented procedure, so what comes off the floor does not depend on who is on shift.
Schedules by rule, not by complaint. One priority rule sets the sequence, and an exception has to be justified in writing.
Finds the constraint first. Before any change is proposed it names the step actually limiting throughput.
Makes the handoff explicit. Every step states what it takes in, what it puts out, and who owns it.
Keeps the record current. Procedures are versioned as the floor changes, so the written way stays the real way.
How a job moves.
- The job arrives in plain EnglishA print, an email or a phone note
- The Operator routes itAgainst the shop's own capacity
- The procedure is named, not recalledOne documented way per operation
- The Contrarian challenges the planThe critic seat reviews before delivery
- You approve, then it releasesApproval is required by rule
How this was published.
The work and the figures below, drawn from the client's production system in September 2026, published with the company name withheld at the client's request.
The client agreed to this study in writing and asked that their name be left out. We do not print the approver either, because naming them would identify the company.
Published September 2026.