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 definitional and arithmetic: utilization, realization and margin defined once for this firm, then computed by rule off the connected layer and shown live. The hard, valuable work is agreeing exactly what each number means and wiring it correctly, not the display.
Where AI helps
AI plays a small part, reconciling the messy inputs the dashboard reads, for instance matching a platform's spend export to the right client and campaign, so the figures arrive complete. It never sets a target, re-defines a metric or acts on a number.
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.