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 a clean client, project, contact and rate master with structured capture: each recorded once, validated against the master, and visible to the owner and to whoever inherits the account. Plain, durable records, no model required.
Where AI helps
AI helps only with the one-off clean-up at the start, reading the scattered inboxes, sheets and chats and proposing how to de-duplicate and normalise the client and rate records. A person confirms every merge before it becomes the master.
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.