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.
Electricals & Electronics
Today the owner learns the cash and inventory position at month-end and flies blind between closes, and "true margin" is an argument, not a number, because metal pass-through, scrap, freight, scheme claims, and warranty cost are never netted in one view.
Who has it
Across all segments; sharpest for cable and winding plants tracking margin by metal price, for switchgear, panel and transformer makers tracking margin by job, and for LED, lighting, motor and pump makers tracking margin by SKU and channel.
What we build
Always-current dashboards over the connected layer: cash position, receivables aging, inventory value (including metal stock for cable, winding and transformer makers), and true margin by job, product, and channel on one screen the owner actually opens.
What is automated, where AI helps, who signs off
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.
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, trapped metal stock, and products below the margin floor become visible while there is still time to act.
Illustrative outcome
The owner runs the week off live numbers, not last month's ghost; slow stock, stretched receivables, trapped metal stock, and products below the margin floor become visible while there is still time to act. Illustrative; final numbers come from your own data.
Illustrative; final numbers come from your own data.
Path to the build
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
A free 60-minute call. No cost, no obligation, just a clear read on what is worth building.