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 non-AI: deal records, payout statements, scheme claims, job-cards and parts movement read into one place, with deterministic rules that compare what was earned against what was paid and produce a line-level recovery trail anyone can audit.
Where AI helps
AI helps read the messy payout and scheme statements and match a payment line to the deal it belongs to; the recovered figure, the claim and the decision to chase stay with a person, because the recovery has to be defensible to the financier or the OEM.
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.