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 calculation: margin by site, post, client and contract after statutory, reliever, replacement and consumable cost, fill rate, attrition and receivables ageing are computed deterministically over the connected layer, and every figure on the screen drills back to its source.
Where AI helps
AI is limited to bounded reading or matching from the firm's own data where a figure has to be reconciled before it can be charted; 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.