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: clean time-and-billing records, the rules that define recoverable lines, the arithmetic that ties each line to a matter and a person, and the exception queue and reporting the finance partner verifies against.
Where AI helps
AI is limited to reading the firm's own time-and-billing record to surface and cluster the recoverable lines (unlogged time, thin narratives, stale WIP) and trace each back to its source; it never owns the number, the approval, the promise or the decision.
Who signs off
A named person signs off anything touching money, a customer promise, a regulated filing, a payment, a price, a credit decision or a people decision.