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 non-AI: the answers are computed from the same vetted business numbers (margin per site, receivables ageing, fill rate, licence dates, reconciliation status) by deterministic queries, and every answer cites the source figure it came from.
Where AI helps
AI is limited to turning the owner's plain-English question into one of the vetted queries over the firm's own data; it never owns the number, the approval, the promise or the decision, and it abstains rather than guess when the question falls outside the vetted set.
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.