The reliable spine
The non-AI spine is the source-linked workflow: clean records, rules, calculations, integrations, exception queues, approvals and reporting for Production load board and on-time-dispatch.
Engineering & Capital Goods
Production load board and on-time-dispatch
The shop floor runs on a whiteboard. Delivery promises are made blind to real machine and work-centre load, so late jobs pile up, and late delivery is exactly what loses repeat OEM work. Rejection notes, line-reject sheets, weld-and-machining defects, and rework hours live on paper. Nobody clusters them, so the few root causes driving most cost-of-poor-quality go unfixed. Scrap and rework in fabrication run at a few percent of material and quietly higher when uncontrolled.
Who has it
Custom machine builders, heavy fabricators and machine-tool makers all run a shop floor; heavy fabrication feels it most acutely on scrap and rework, then the machine builders and tool makers. Project and EPC houses use the project-schedule variant of the same view.
What we build
A live view of machine and work-centre load against the order book, realistic promise dates, a late-job early-warning, plus a per-machine preventive-maintenance calendar so a small failed part does not idle an expensive machine. Structured capture of NCRs, rejections, scrap, and rework against job, machine, operator, and supplier, then a root-cause cluster view that names the few drivers of most cost.
What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
Where AI helps
AI is limited to bounded reading, extraction, matching, clustering or drafting from the firm's own data for Production load board and on-time-dispatch; it never owns the number, the approval, the promise or the decision.
Who signs off
A named person signs off anything touching money, stock, a customer promise, a regulated filing, a payment, a price, a credit decision or a people decision.
What changes day to day
Promises hold; fewer late jobs; less unplanned downtime. Illustrative: on-time-dispatch up by 10 to 20 points. The few costly root causes get fixed first. Illustrative: cost-of-poor-quality reduced; scrap and rework trending down.
Illustrative outcome
Promises hold; fewer late jobs; less unplanned downtime. Illustrative: on-time-dispatch up by 10 to 20 points. The few costly root causes get fixed first. Illustrative: cost-of-poor-quality reduced; scrap and rework trending down. Illustrative; final numbers come from your own data.
Illustrative; final numbers come from your own data.
Path to the build
How this one gets built.
Book a free 60-minute call, then a free Blueprint on the firm's own records. Deep-dive and build, followed by run and govern so the workflow keeps paying back.
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What tends to pair with this one.
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