Field notes · 2025-11-05

Your old quotes are your estimating engine

The asset in the filing cabinet

Ask a shop how they price work and the answer usually involves one experienced person and a feel developed over years. Ask where that feel came from and the answer is every job they have ever quoted. That history exists on paper: hundreds of old quotes, with materials, hours, and prices, sitting in folders nobody opens.

That pile is an estimating engine that has never been switched on. Reading and comparing at volume is what changed, so the machine can now do what the estimator does when they think this looks like that job from two years back, except across all of it at once.

What the automation does with an RFQ

A new request comes in. The automation reads it, then pulls the handful of past jobs that most resemble it: similar material, similar operations, similar size. It lays them out next to the new request with what was quoted, what it actually took, and where the differences are.

The estimator still makes the number. But they start from a briefing built on the shop's own history instead of from a blank page, and the first-pass draft is ready when they sit down.

Two wins hiding in one

The obvious win is speed, and speed wins work: the first credible quote in the customer's inbox has an outsized advantage. The second win is quieter. Comparing quoted versus actual across history shows you, in plain numbers, which kinds of jobs you consistently underprice. Most shops have one category quietly subsidized for years, and this is how it finally shows up.

Where to start

You do not need to organize the archive first. Reading messy documents is the machine's job now. The starting requirement is only access: the folder of old quotes, however it looks. More on the full pattern at the fabricator page.

Get started

The audit answers this for your business

Two weeks, $2,500 flat ($1,000 for the first three clients), and you get the map of your own automatable work with dollars on it.

Goes straight to Jake, nobody else. How your info is handled.

hello@odonnellai.com 781.534.0355 Charleston, SC · on-site across the Southeast