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 profitability arithmetic and the pipeline rules: fees against fully-loaded cost and pass-throughs per client, quotes built from the firm's own past actuals, and a tracked pipeline where every opportunity has an owner and a next-action date. The margin and the win-rate are computed, not estimated.
Where AI helps
AI reads the messy inputs the view depends on, pulling pass-through costs off vendor and platform documents and matching them to the right engagement, so the contribution figure is complete. It surfaces which retainers look under water; a person decides the re-price.
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.