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AI Tactical Toolbox · Jun 22, 2026

Your Underwriting AI Needs a Scoreboard, Not a Better Prompt

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A simple 20-field eval loop for rent rolls, OMs, and lease abstract QA

Your AI underwriting prompt is not the problem.

Not yet.

The problem is that nobody is keeping score.

Most CRE teams do the same thing:

They upload an OM.
They tweak the prompt.
The output looks cleaner.
The summary sounds smarter.
Everyone feels like the workflow improved.

But here is the uncomfortable part:

A prettier answer can be a worse answer.

If your AI ext…

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Read on avihacker.substack.com

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