The reliable spine
The reliable spine is non-AI workflow, arithmetic, integrations, approvals and reporting for the forecasting and planning sanity layer.
General Manufacturing
Forecasting and planning sanity layer
Planning runs on one person's memory and a stale spreadsheet; the factory over-stocks slow items, runs short on fast ones, and cannot see the cash trapped in either until it hurts.
Who has it
Across all segments, sharpest in make-to-order job-shops and assembly shops (order-book and production planning) and process and batch plants (raw material against seasonality).
What we build
A read-only layer over the order book, sales history and schedules that shows demand patterns, forecast-versus-actual gaps, slow-moving inventory, stock-out risk on A-class items and the working capital tied in each, so the planner decides with the picture in front of them.
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 the 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 meetings start from a shared, current picture instead of an argument; slow stock and stock-out risk surface early; working capital in inventory comes down. Inventory-tied working capital is reduced as slow stock surfaces.
Illustrative outcome
Planning meetings start from a shared, current picture instead of an argument; slow stock and stock-out risk surface early; working capital in inventory comes down. Inventory-tied working capital is reduced as slow stock surfaces. 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 industryAnomaly and exception alertsSee what we buildSame industryApproval workflowsSee what we buildSame industryAsk your data in plain EnglishSee what we buildAgri-Inputs & AgritechSeasonal stock-and-demand sanity layerSee what we buildAgri-Processing & CommoditiesStock-and-procurement sanity layer against seasonalitySee what we buildAuto Components & AncillaryPlan against the OEM schedule and the order book, days earlierSee what we build
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