The construction AI toolkit, drawn on a napkin

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A general contractor in Newark asked me to draw what an AI toolkit for his shop would look like. I asked him for a napkin. Here is what we wrote.

Lead triage

Email comes in, a model reads it, scores fit, drafts three follow-up questions, and posts the score plus the draft into the foreman's WhatsApp. Built once, runs forever.

Bid summary

Spec sheets are 60 pages. The estimator reads ten of them. A model reads all of them, surfaces the line items that drive the price, and writes a one-page brief the estimator opens before the call.

Punch-list extractor

Photos in, a list out. Tagged by trade, sorted by urgency. Pushed straight to the project tracker.

What this is not

It is not "AI replaces the estimator." It is the estimator's first ten pages of every bid, automated, so they spend their hours on the part of the job that needs them.

The honest read

A small construction firm does not need a model. It needs three tools, each built around a single workflow the firm already runs. Three tools, six weeks, no surprise reveals.