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 plain arithmetic over the firm's own timesheet, billing and platform records: hours captured but never invoiced, scope worked but never raised, retainers servicing above their fee, commissions and rebates missed, each leak traced to the source record and ranked by size. The recovered figure is a number a person can defend line by line.
Where AI helps
AI does the reading and the matching that makes the sweep possible: it pulls hours, change requests and spend from records that do not share a format, matches them to the right client and engagement, and clusters the leaks so the biggest recoveries surface first. It proposes; it never raises an invoice or writes back 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.