What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
The reliable spine
The reliable spine is the subcontractor and labour ledger: work issued against measured against certified against paid, per package and per site, with the measurement-book entry captured once and reconciled to both the client bill and the subcontractor payment, and attendance tied to measured output, all by rule.
Where AI helps
AI is held to reading the firm's own measurement books and muster rolls and flagging over-measurement, ghost labour and subcontractor over-claims against the certified record for a person to act on; it never certifies a measurement or releases a payment.
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.