What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
The reliable spine
The non-AI spine is the deterministic calculation over the connected layer: cash cycle (stock, debtor and creditor days), true landed cost and weeks-of-cover by grade, margin by grade and principal after freight, credit and scheme recovery, regulated-stock value, and stock, shelf-life and receivables ageing, every figure traceable to its source.
Where AI helps
AI does no arithmetic on these dashboards; at most it drafts a plain-language read of what a chart shows so the owner sees it faster. The numbers themselves are computed, not generated, and never owned by a model.
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.