The reliable spine
The reliable spine is non-AI workflow, arithmetic, integrations, approvals and reporting for Forecasting and planning sanity layer.
Furniture & Wood Products
Forecasting and planning sanity layer
Buying and planning run on one person's memory and a stale spreadsheet. The firm over-stocks slow board grades or timber and runs short on fast ones, and buys timber or veneer at the wrong moment because nobody can see the order book, the season and the working capital trapped in stock until it hurts. For solid wood, timber is seasonal and price-volatile and the export order book swings; this is the longer-horizon demand and buying view, distinct from the daily anomaly watch.
Who has it
Every segment, on different buying calls: solid-wood and joinery units plan raw-timber buying against season and rate; modular and office furniture makers plan board and hardware against the order book; panel, plywood and laminate processors plan veneer and resin buying; and contract and fit-out makers plan project material.
What we build
A read-only layer over the order book, sales history and material-rate trend showing demand patterns, forecast-vs-actual gaps, slow-moving stock, stock-out risk on A-class items, the working capital tied in board and timber, and the rate context for a buying decision. The planner and the buyer still decide; nothing is auto-bought or auto-planned.
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 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
Buying and planning start from a shared, current picture; slow stock and stock-out risk become visible early; working capital in board and timber comes down; the buying call stays human. Illustrative; final numbers come from your own data.
Illustrative outcome
Buying and planning start from a shared, current picture; slow stock and stock-out risk become visible early; working capital in board and timber comes down; the buying call stays human. 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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