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 deterministic: every figure in the client pack and the internal MIS is computed by rule off the connected layer, formatted to the template each audience already reads, and produced on schedule. The numbers do not change because a model was involved.
Where AI helps
AI is an optional, clearly labelled layer that drafts the short plain-language note on what moved and why, for example that a client's cost-per-result rose because one campaign scaled, for a person to read and edit before it goes out. It writes the commentary, never the figures.
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.