The reliable spine
The reliable spine is non-AI workflow, arithmetic, integrations, approvals and reporting for Forecasting and planning sanity layer.
Electricals & Electronics
Planning runs on one person's memory and a stale spreadsheet; the plant over-stocks slow items, runs short on fast ones, over-buys or under-buys metal against a moving index, and cannot see the working capital trapped until it hurts. For EMS the buffer stock on long-lead imported components is the make-or-break planning question.
Who has it
EMS contract builders for component demand and buffer stock, cable and winding plants for metal stock and working capital, and LED, lighting, motor and pump makers for channel demand and stock.
What we build
A read-only layer over the order book, BOMs, and sales history showing demand patterns, forecast-versus-actual gaps, slow-moving and metal inventory, stock-out and component-shortage risk, and the working capital tied in each.
What is automated, where AI helps, who signs off
The reliable spine
The reliable spine is non-AI workflow, arithmetic, integrations, approvals and reporting for Forecasting and planning sanity layer.
Where AI helps
AI is limited to bounded reading, extraction, matching, clustering or drafting from the firm's own data for Forecasting and planning sanity layer; 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
Planning starts from a shared, current picture; slow stock, metal over-buy, and component-shortage risk become visible early; working capital comes down; the decision stays human.
Illustrative outcome
Planning starts from a shared, current picture; slow stock, metal over-buy, and component-shortage risk become visible early; working capital comes down; the decision stays human. 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.