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: connectors and scheduled pulls into one source-linked layer across the DMS, accounts, lead data, finance, insurance, service and parts, with every figure traceable to its source system and the export-only and cloud-egress constraints handled deterministically.
Where AI helps
AI helps match the same customer or the same record described differently across five counters into one relationship; the joined record is shown with its sources and a person resolves anything ambiguous, so no figure rests on a guess.
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.