What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
The reliable spine
The non-AI spine is the rules and triggers over the firm's own usage, billing and contract history: renewal reminders ahead of the date, expansion nudges at a usage threshold, at-risk outreach on a drop, and win-back for lapsed accounts.
Where AI helps
AI is limited to drafting the outreach message from the account's own history for a person to review; every offer is signed off by a named person before it goes out.
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.