The reliable spine
The non-AI spine is the source-linked workflow: clean records, rules, calculations, integrations, exception queues, approvals and reporting for Live dashboards.
Metals, Foundries & Steel
Live dashboards
The owner learns the cash and inventory position at month-end and flies blind between closes, and "true margin per grade or per tonne" is an argument, not a number, because energy, yield loss, scrap-rate movement, freight and rejection are never netted in one view. For a scrap trader, the rate spread and the credit book are the business and are usually in a ledger nobody can see live. Rejection, rework, remelt, scrap, premium freight, warranty debits (for forging), tooling downtime and energy waste sit in different ledgers, and most owners have never seen them consolidated by grade and part. It is usually several margin points hiding inside a product line. For a forging shop selling build-to-print, the OEM supplier scorecard (quality PPM, delivery adherence, cost, responsiveness) is the gate to the next program, and most suppliers see it only when the OEM sends it, react late, and cannot tell which input is dragging the score.
Who has it
Across all segments, and sharpest for re-rolling mills (margin per tonne) and scrap and metal traders (rate spread and credit book); the cost-of-poor-quality view is strongest for foundries, forging and heat-treatment units and re-rolling mills, and partial for fabrication shops; the OEM scorecard mirror is for forging and heat-treatment units supplying OEMs and Tier-1s.
What we build
Always-current dashboards over the connected layer: cash position, receivables aging, metal and finished-stock value, the credit book and rate spread for traders, and true margin by grade, section or tonne on one screen the owner actually opens. A layer that ties rejection, rework, remelt, scrap, premium freight, warranty debits, tooling downtime and energy waste into one cost-of-poor-quality figure by grade and part, automatically. A monitor that pulls the shop's own PPM, OTIF and responsiveness into a live scorecard mirror, flags which input is dragging, and ties each to a concrete action and owner.
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 Live dashboards; 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
The owner runs the week off live numbers, not last month's ghost; slow stock, stretched receivables, grades below the margin floor and a thinning rate spread become visible while there is still time to act; and, consolidated for the first time, the several margin points hiding inside a product line become something to act on rather than argue about. Illustrative; final numbers come from your own data.
Illustrative outcome
The owner runs the week off live numbers, not last month's ghost; slow stock, stretched receivables, grades below the margin floor and a thinning rate spread become visible while there is still time to act; the several margin points hiding inside a product line are seen consolidated for the first time and the largest is acted on; and the forging shop manages its OEM scorecard instead of receiving it, where a better score strengthens its position for the next award. 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.
Related builds
What tends to pair with this one.
Same industryEnergy and melt-cost-per-tonne monitoringSee what we buildSame industryApproval workflowsSee what we buildSame industryCompliance and statutory workflowsSee what we buildAgri-Inputs & AgritechMargin-by-principal, per-counter and uptime dashboardsSee what we buildAgri-Processing & CommoditiesOwner command centre: live dashboardsSee what we buildAuto Components & AncillaryLive dashboards: OEM scorecard, cost-of-poor-quality and true marginSee what we build
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