CRE Diligence in the Age of AI · Vol. 3
The Judgment Line
How AI builds the model, and why the judgment stays yours. A model is where two very different kinds of numbers meet: the facts the documents settle, and the judgments no document can. AI has made the first kind nearly free, which makes the second kind the whole game.
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Inside the paper
What you’ll take away.
- Why every model is two models: the documented half a machine should write with citations, and the judged half that belongs to a named person.
- Facts and judgment: marking every input as documented, suggested, or judged, so a machine’s suggestion never quietly becomes an answer.
- Scenarios at scale: stressing every judgment across its range, then ranking assumptions by the dollars they move so committee time lands where it counts.
- The review layer, a defensible-model checklist, five principles, and where to start.
From the paper
“A default is a judgment made by no one, and paid for by everyone.”
Read the full paper.
When the build is free, the method is the asset. How the first firms draw a line between what a machine settles and what a person decides, and how they defend it in committee.
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