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: a digital job-card, a customer-approved estimate before work starts, a parts-issued-versus-billed check on every job, bay productivity and revenue-per-bay, and warranty-claim discipline, all on clean records.
Where AI helps
AI helps draft the warranty claim from the job-card and flag a job where issued parts do not match billed parts; the estimate, the bill and the disposition of each flag stay with the service manager.
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.