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Contractors shopping for progress billing software usually have a data problem, not a software problem. Where AI quantity takeoff holds up, where it degrades, and how site records should be built.

A restaurant owner and an accountant don't need the same thing from AI. One is trying to turn tonight's order data into tomorrow's menu; the other is checking hundreds of invoices by hand every month. Both ask us the same question: "should I be using AI?" That's the wrong question. The right one ...