What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
The reliable spine
The estimating template and the live-price feed carry the value: cost is built per product type with the paper line tied to today's paper or board price, imposition and ganging are applied so short jobs sit on a realistic sheet layout, and every quote is versioned and tracked for win and loss.
Where AI helps
AI is confined to reading the enquiry and prior similar jobs to pre-fill the estimate and suggest a sensible imposition; the estimator reviews it, and it never sends a price or commits to a customer.
Who signs off
A named person signs off the quote and the price before it goes to the customer.