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 wiring itself: deterministic, tested integrations where a confirmed project creates its billing record, captured time flows to the invoice draft, a new client propagates once, and a failed or mismatched record is held and surfaced rather than silently dropped. Tested plumbing, not a model.
Where AI helps
AI helps only with the fuzzy matching between systems that hold the same client, project or cost under different names, proposing the mapping so the flows line up. A person approves the mapping rules; the wiring then runs deterministically.
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.