Review what the AI read off the drawing

Open the sheet in Takeoff and run the plan read across it. The model comes back with proposed areas, lengths and counts, each carrying a score and a note of where its scale came from, and none of it has touched the bill yet.

Яагаад: The read is cheap and the acceptance is not. Keeping proposals in a layer you can throw away means a badly scanned sheet costs you a rerun, rather than leaving you with quantities in a bill that you cannot account for a fortnight later.

Read the review bar before you go anywhere near Accept all. Every proposal sits in a band, high, medium, low or not scored, drawn from the cut points the server publishes. The bar tells you how many are in the low band. Work that band first, one at a time, and either fix it on the drawing or throw it out.

Яагаад: A bare percentage beside a suggestion is not a decision, because nobody can tell you whether sixty-two is good. A band means the same thing to you as it does to the machine that scored it. Accept all over a pile of weak proposals is how a plan read turns into an over-order that nobody notices until the material lands.

Open a measurement and read its scale-from line. It says whether the ratio was calibrated on this sheet, taken from the document scale, inherited from the sheet, read out of the drawing text, recovered by OCR, read off the drawing by the model, or is simply Unknown. Recalibrate anything you would not defend out loud.

Яагаад: A wrong scale never looks wrong. It looks like a plausible number that happens to be out by a factor, and it stays plausible all the way to an order. When a sheet does turn out to have been measured at the wrong ratio, provenance is what lets you pull exactly the rows that inherited the bad ratio instead of remeasuring the whole drawing.

Push the measurements you have signed off into bill positions and attach rates to them. What arrives in the bill is what you reviewed, in the order you reviewed it, not what the model guessed on the first pass.

Яагаад: The bill is the point of no return, because from here a number goes to a client, a subcontractor or a purchase order. A quantity that got in unreviewed is indistinguishable from one you measured yourself, right up to the moment somebody asks you to prove it.