Why an AI engine, and why now
The Kingdom is building at a scale that outpaces the number of estimators who can measure by hand. Giga-projects, housing programmes and the commercial build-out that follows them all start with the same document: a bill of quantities.
The drawings are already digital. The specifications are already written on the sheets. What was missing was a reader that is tireless and a calculator that is accountable. The AI reads; the engine calculates; the quantity surveyor decides.
That split is the whole point. A model that both reads and calculates cannot be audited. A model that only reads, feeding an engine whose rules you can inspect, can.